id sid tid token lemma pos dpc-1615 1 1 dermatology dermatology NOUN dpc-1615 1 2 : : PUNCT dpc-1615 1 3 practical practical ADJ dpc-1615 1 4 and and CCONJ dpc-1615 1 5 conceptual conceptual ADJ dpc-1615 1 6 dermatology dermatology NOUN dpc-1615 1 7 practical practical ADJ dpc-1615 1 8 & & CCONJ dpc-1615 1 9 conceptual conceptual ADJ dpc-1615 1 10 research research NOUN dpc-1615 1 11 | | ADV dpc-1615 1 12 dermatol dermatol ADJ dpc-1615 1 13 pract pract NOUN dpc-1615 1 14 concept concept NOUN dpc-1615 1 15 . . PUNCT dpc-1615 2 1 2021 2021 NUM dpc-1615 2 2 ; ; PUNCT dpc-1615 2 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 2 4 1 1 NUM dpc-1615 2 5 variability variability NOUN dpc-1615 2 6 in in ADP dpc-1615 2 7 the the DET dpc-1615 2 8 histopathological histopathological ADJ dpc-1615 2 9 diagnosis diagnosis NOUN dpc-1615 2 10 of of ADP dpc-1615 2 11 non non ADJ dpc-1615 2 12 - - ADJ dpc-1615 2 13 melanocytic melanocytic ADJ dpc-1615 2 14 lesions lesion NOUN dpc-1615 2 15 excised excise VERB dpc-1615 2 16 to to PART dpc-1615 2 17 exclude exclude VERB dpc-1615 2 18 melanoma melanoma PROPN dpc-1615 2 19 ian ian PROPN dpc-1615 2 20 katz1 katz1 PROPN dpc-1615 2 21 , , PUNCT dpc-1615 2 22 tony tony PROPN dpc-1615 2 23 azzi2 azzi2 PROPN dpc-1615 2 24 , , PUNCT dpc-1615 2 25 alister alister PROPN dpc-1615 2 26 lilleyman2 lilleyman2 PROPN dpc-1615 2 27 , , PUNCT dpc-1615 2 28 blake blake PROPN dpc-1615 2 29 o’brien3 o’brien3 PROPN dpc-1615 2 30 , , PUNCT dpc-1615 2 31 brian brian PROPN dpc-1615 2 32 schapiro4 schapiro4 PROPN dpc-1615 2 33 , , PUNCT dpc-1615 2 34 curtis curtis PROPN dpc-1615 2 35 thompson4,5 thompson4,5 PROPN dpc-1615 2 36 , , PUNCT dpc-1615 2 37 tarl tarl NOUN dpc-1615 2 38 prow6,7 prow6,7 PROPN dpc-1615 2 39 1 1 NUM dpc-1615 2 40 southern southern ADJ dpc-1615 2 41 sun sun PROPN dpc-1615 2 42 pathology pathology PROPN dpc-1615 2 43 , , PUNCT dpc-1615 2 44 thornleigh thornleigh PROPN dpc-1615 2 45 , , PUNCT dpc-1615 2 46 nsw nsw PROPN dpc-1615 2 47 , , PUNCT dpc-1615 2 48 & & CCONJ dpc-1615 2 49 school school NOUN dpc-1615 2 50 of of ADP dpc-1615 2 51 medicine medicine NOUN dpc-1615 2 52 , , PUNCT dpc-1615 2 53 university university PROPN dpc-1615 2 54 of of ADP dpc-1615 2 55 queensland queensland PROPN dpc-1615 2 56 , , PUNCT dpc-1615 2 57 qld qld PROPN dpc-1615 2 58 , , PUNCT dpc-1615 2 59 australia australia PROPN dpc-1615 2 60 2 2 NUM dpc-1615 2 61 newcastle newcastle PROPN dpc-1615 2 62 skin skin NOUN dpc-1615 2 63 check check NOUN dpc-1615 2 64 , , PUNCT dpc-1615 2 65 charlestown charlestown PROPN dpc-1615 2 66 , , PUNCT dpc-1615 2 67 nsw nsw PROPN dpc-1615 2 68 , , PUNCT dpc-1615 2 69 & & CCONJ dpc-1615 2 70 school school NOUN dpc-1615 2 71 of of ADP dpc-1615 2 72 medicine medicine NOUN dpc-1615 2 73 , , PUNCT dpc-1615 2 74 university university PROPN dpc-1615 2 75 of of ADP dpc-1615 2 76 queensland queensland PROPN dpc-1615 2 77 , , PUNCT dpc-1615 2 78 qld qld PROPN dpc-1615 2 79 , , PUNCT dpc-1615 2 80 australia australia PROPN dpc-1615 2 81 3 3 NUM dpc-1615 2 82 sullivan sullivan PROPN dpc-1615 2 83 nicolaides nicolaide VERB dpc-1615 2 84 pathology pathology NOUN dpc-1615 2 85 , , PUNCT dpc-1615 2 86 bowen bowen PROPN dpc-1615 2 87 hills hills PROPN dpc-1615 2 88 , , PUNCT dpc-1615 2 89 & & CCONJ dpc-1615 2 90 school school NOUN dpc-1615 2 91 of of ADP dpc-1615 2 92 medicine medicine NOUN dpc-1615 2 93 , , PUNCT dpc-1615 2 94 university university PROPN dpc-1615 2 95 of of ADP dpc-1615 2 96 queensland queensland PROPN dpc-1615 2 97 , , PUNCT dpc-1615 2 98 qld qld PROPN dpc-1615 2 99 , , PUNCT dpc-1615 2 100 australia australia PROPN dpc-1615 2 101 4 4 NUM dpc-1615 2 102 cta cta PROPN dpc-1615 2 103 pathology pathology PROPN dpc-1615 2 104 , , PUNCT dpc-1615 2 105 oregon oregon PROPN dpc-1615 2 106 , , PUNCT dpc-1615 2 107 usa usa PROPN dpc-1615 2 108 5 5 NUM dpc-1615 2 109 oregon oregon PROPN dpc-1615 2 110 health health PROPN dpc-1615 2 111 and and CCONJ dpc-1615 2 112 sciences sciences PROPN dpc-1615 2 113 university university PROPN dpc-1615 2 114 , , PUNCT dpc-1615 2 115 oregon oregon PROPN dpc-1615 2 116 , , PUNCT dpc-1615 2 117 usa usa PROPN dpc-1615 2 118 6 6 NUM dpc-1615 2 119 future future PROPN dpc-1615 2 120 industries industry NOUN dpc-1615 2 121 institute institute PROPN dpc-1615 2 122 , , PUNCT dpc-1615 2 123 university university PROPN dpc-1615 2 124 of of ADP dpc-1615 2 125 south south PROPN dpc-1615 2 126 australia australia PROPN dpc-1615 2 127 , , PUNCT dpc-1615 2 128 sa sa PROPN dpc-1615 2 129 , , PUNCT dpc-1615 2 130 australia australia PROPN dpc-1615 2 131 7 7 NUM dpc-1615 2 132 skin skin NOUN dpc-1615 2 133 research research NOUN dpc-1615 2 134 centre centre NOUN dpc-1615 2 135 , , PUNCT dpc-1615 2 136 york york PROPN dpc-1615 2 137 biomedical biomedical PROPN dpc-1615 2 138 research research PROPN dpc-1615 2 139 institute institute PROPN dpc-1615 2 140 , , PUNCT dpc-1615 2 141 hull hull PROPN dpc-1615 2 142 york york PROPN dpc-1615 2 143 medical medical PROPN dpc-1615 2 144 school school PROPN dpc-1615 2 145 , , PUNCT dpc-1615 2 146 university university PROPN dpc-1615 2 147 of of ADP dpc-1615 2 148 york york PROPN dpc-1615 2 149 , , PUNCT dpc-1615 2 150 york york PROPN dpc-1615 2 151 , , PUNCT dpc-1615 2 152 united united PROPN dpc-1615 2 153 kingdom kingdom PROPN dpc-1615 2 154 key key ADJ dpc-1615 2 155 words word NOUN dpc-1615 2 156 : : PUNCT dpc-1615 2 157 melanoma melanoma NOUN dpc-1615 2 158 , , PUNCT dpc-1615 2 159 diagnosis diagnosis NOUN dpc-1615 2 160 , , PUNCT dpc-1615 2 161 seborrheic seborrheic ADJ dpc-1615 2 162 keratosis keratosis NOUN dpc-1615 2 163 , , PUNCT dpc-1615 2 164 artificial artificial ADJ dpc-1615 2 165 intelligence intelligence NOUN dpc-1615 2 166 , , PUNCT dpc-1615 2 167 ai ai VERB dpc-1615 2 168 , , PUNCT dpc-1615 2 169 large large ADJ dpc-1615 2 170 cell cell NOUN dpc-1615 2 171 acanthoma acanthoma NOUN dpc-1615 2 172 citation citation NOUN dpc-1615 2 173 : : PUNCT dpc-1615 3 1 katz katz PROPN dpc-1615 3 2 i i PRON dpc-1615 3 3 , , PUNCT dpc-1615 3 4 azzi azzi PROPN dpc-1615 3 5 t t PROPN dpc-1615 3 6 , , PUNCT dpc-1615 3 7 lilleyman lilleyman X dpc-1615 3 8 a a PRON dpc-1615 3 9 , , PUNCT dpc-1615 3 10 o’brien o’brien PROPN dpc-1615 3 11 b b NOUN dpc-1615 3 12 , , PUNCT dpc-1615 3 13 thompson thompson PROPN dpc-1615 3 14 c c NOUN dpc-1615 3 15 , , PUNCT dpc-1615 3 16 prow prow ADJ dpc-1615 3 17 t. t. NOUN dpc-1615 3 18 variability variability NOUN dpc-1615 3 19 in in ADP dpc-1615 3 20 the the DET dpc-1615 3 21 histopathological histopathological ADJ dpc-1615 3 22 diagnosis diagnosis NOUN dpc-1615 3 23 of of ADP dpc-1615 3 24 non non ADJ dpc-1615 3 25 - - ADJ dpc-1615 3 26 melanocytic melanocytic ADJ dpc-1615 3 27 lesions lesion NOUN dpc-1615 3 28 excised excise VERB dpc-1615 3 29 to to PART dpc-1615 3 30 exclude exclude VERB dpc-1615 3 31 melanoma melanoma NOUN dpc-1615 3 32 . . PUNCT dpc-1615 4 1 dermatol dermatol NOUN dpc-1615 4 2 pract pract PROPN dpc-1615 4 3 concept concept NOUN dpc-1615 4 4 . . PUNCT dpc-1615 5 1 2021 2021 NUM dpc-1615 5 2 ; ; PUNCT dpc-1615 6 1 11(4):e2021094 11(4):e2021094 X dpc-1615 6 2 . . PUNCT dpc-1615 7 1 doi doi NOUN dpc-1615 7 2 : : PUNCT dpc-1615 7 3 https://doi.org/10.5826/dpc.1104a94 https://doi.org/10.5826/dpc.1104a94 PROPN dpc-1615 7 4 accepted accept VERB dpc-1615 7 5 : : PUNCT dpc-1615 7 6 february february PROPN dpc-1615 7 7 23 23 NUM dpc-1615 7 8 , , PUNCT dpc-1615 7 9 2021 2021 NUM dpc-1615 7 10 ; ; PUNCT dpc-1615 7 11 published publish VERB dpc-1615 7 12 : : PUNCT dpc-1615 8 1 october october PROPN dpc-1615 8 2 2021 2021 NUM dpc-1615 8 3 copyright copyright NOUN dpc-1615 8 4 : : PUNCT dpc-1615 8 5 © © PROPN dpc-1615 8 6 2021 2021 NUM dpc-1615 8 7 katz katz PROPN dpc-1615 8 8 et et PROPN dpc-1615 8 9 al al PROPN dpc-1615 8 10 . . PUNCT dpc-1615 9 1 this this PRON dpc-1615 9 2 is be AUX dpc-1615 9 3 an an DET dpc-1615 9 4 open open ADJ dpc-1615 9 5 - - PUNCT dpc-1615 9 6 access access NOUN dpc-1615 9 7 article article NOUN dpc-1615 9 8 distributed distribute VERB dpc-1615 9 9 under under ADP dpc-1615 9 10 the the DET dpc-1615 9 11 terms term NOUN dpc-1615 9 12 of of ADP dpc-1615 9 13 the the DET dpc-1615 9 14 creative creative ADJ dpc-1615 9 15 commons common NOUN dpc-1615 9 16 attribution attribution NOUN dpc-1615 9 17 license license NOUN dpc-1615 9 18 by by ADP dpc-1615 9 19 - - PUNCT dpc-1615 9 20 nc-4.0 nc-4.0 NOUN dpc-1615 9 21 , , PUNCT dpc-1615 9 22 which which PRON dpc-1615 9 23 permits permit VERB dpc-1615 9 24 unrestricted unrestricted ADJ dpc-1615 9 25 noncommercial noncommercial ADJ dpc-1615 9 26 use use NOUN dpc-1615 9 27 , , PUNCT dpc-1615 9 28 distribution distribution NOUN dpc-1615 9 29 , , PUNCT dpc-1615 9 30 and and CCONJ dpc-1615 9 31 reproduction reproduction NOUN dpc-1615 9 32 in in ADP dpc-1615 9 33 any any DET dpc-1615 9 34 medium medium NOUN dpc-1615 9 35 , , PUNCT dpc-1615 9 36 provided provide VERB dpc-1615 9 37 the the DET dpc-1615 9 38 original original ADJ dpc-1615 9 39 authors author NOUN dpc-1615 9 40 and and CCONJ dpc-1615 9 41 source source NOUN dpc-1615 9 42 are be AUX dpc-1615 9 43 credited credit VERB dpc-1615 9 44 funding funding NOUN dpc-1615 9 45 : : PUNCT dpc-1615 9 46 ik ik PROPN dpc-1615 9 47 and and CCONJ dpc-1615 9 48 tp tp X dpc-1615 9 49 acknowledge acknowledge VERB dpc-1615 9 50 the the DET dpc-1615 9 51 skin skin NOUN dpc-1615 9 52 cancer cancer NOUN dpc-1615 9 53 college college PROPN dpc-1615 9 54 of of ADP dpc-1615 9 55 australasia australasia PROPN dpc-1615 9 56 , , PUNCT dpc-1615 9 57 brisbane brisbane PROPN dpc-1615 9 58 , , PUNCT dpc-1615 9 59 qld qld PROPN dpc-1615 9 60 , , PUNCT dpc-1615 9 61 australia australia PROPN dpc-1615 9 62 . . PUNCT dpc-1615 10 1 tp tp PROPN dpc-1615 10 2 acknowledges acknowledge VERB dpc-1615 10 3 the the DET dpc-1615 10 4 rattigan rattigan PROPN dpc-1615 10 5 family family NOUN dpc-1615 10 6 foundation foundation NOUN dpc-1615 10 7 for for ADP dpc-1615 10 8 their their PRON dpc-1615 10 9 melanoma melanoma NOUN dpc-1615 10 10 research research NOUN dpc-1615 10 11 support support NOUN dpc-1615 10 12 . . PUNCT dpc-1615 11 1 competing compete VERB dpc-1615 11 2 interests interest NOUN dpc-1615 11 3 : : PUNCT dpc-1615 11 4 none none NOUN dpc-1615 11 5 . . PUNCT dpc-1615 12 1 authorship authorship NOUN dpc-1615 12 2 : : PUNCT dpc-1615 12 3 all all DET dpc-1615 12 4 authors author NOUN dpc-1615 12 5 have have AUX dpc-1615 12 6 contributed contribute VERB dpc-1615 12 7 significantly significantly ADV dpc-1615 12 8 to to ADP dpc-1615 12 9 this this DET dpc-1615 12 10 publication publication NOUN dpc-1615 12 11 . . PUNCT dpc-1615 13 1 corresponding correspond VERB dpc-1615 13 2 author author NOUN dpc-1615 13 3 : : PUNCT dpc-1615 13 4 ian ian PROPN dpc-1615 13 5 katz katz PROPN dpc-1615 13 6 md md PROPN dpc-1615 13 7 , , PUNCT dpc-1615 13 8 southern southern ADJ dpc-1615 13 9 sun sun PROPN dpc-1615 13 10 pathology pathology PROPN dpc-1615 13 11 , , PUNCT dpc-1615 13 12 school school NOUN dpc-1615 13 13 of of ADP dpc-1615 13 14 medicine medicine NOUN dpc-1615 13 15 , , PUNCT dpc-1615 13 16 university university PROPN dpc-1615 13 17 of of ADP dpc-1615 13 18 queensland queensland PROPN dpc-1615 13 19 , , PUNCT dpc-1615 13 20 australia australia PROPN dpc-1615 13 21 . . PUNCT dpc-1615 14 1 email email NOUN dpc-1615 14 2 : : PUNCT dpc-1615 15 1 driankatz@gmail.com driankatz@gmail.com X dpc-1615 15 2 introduction introduction NOUN dpc-1615 15 3 : : PUNCT dpc-1615 15 4 the the DET dpc-1615 15 5 differential differential ADJ dpc-1615 15 6 diagnosis diagnosis NOUN dpc-1615 15 7 of of ADP dpc-1615 15 8 lesions lesion NOUN dpc-1615 15 9 excised excise VERB dpc-1615 15 10 to to PART dpc-1615 15 11 exclude exclude VERB dpc-1615 15 12 melanoma melanoma NOUN dpc-1615 15 13 include include VERB dpc-1615 15 14 a a DET dpc-1615 15 15 variety variety NOUN dpc-1615 15 16 of of ADP dpc-1615 15 17 benign benign ADJ dpc-1615 15 18 and and CCONJ dpc-1615 15 19 malignant malignant ADJ dpc-1615 15 20 melanocytic melanocytic ADJ dpc-1615 15 21 and and CCONJ dpc-1615 15 22 non non ADJ dpc-1615 15 23 - - ADJ dpc-1615 15 24 melanocytic melanocytic ADJ dpc-1615 15 25 lesions lesion NOUN dpc-1615 15 26 . . PUNCT dpc-1615 16 1 objectives objective NOUN dpc-1615 16 2 : : PUNCT dpc-1615 16 3 we we PRON dpc-1615 16 4 examined examine VERB dpc-1615 16 5 the the DET dpc-1615 16 6 variability variability NOUN dpc-1615 16 7 between between ADP dpc-1615 16 8 pathologists pathologist NOUN dpc-1615 16 9 in in ADP dpc-1615 16 10 diagnosing diagnose VERB dpc-1615 16 11 non non ADJ dpc-1615 16 12 - - ADJ dpc-1615 16 13 melanocytic melanocytic ADJ dpc-1615 16 14 lesions lesion NOUN dpc-1615 16 15 . . PUNCT dpc-1615 17 1 methods method NOUN dpc-1615 17 2 . . PUNCT dpc-1615 18 1 as as SCONJ dpc-1615 18 2 part part NOUN dpc-1615 18 3 of of ADP dpc-1615 18 4 a a DET dpc-1615 18 5 larger large ADJ dpc-1615 18 6 study study NOUN dpc-1615 18 7 prospectively prospectively ADV dpc-1615 18 8 examining examine VERB dpc-1615 18 9 the the DET dpc-1615 18 10 diagnosis diagnosis NOUN dpc-1615 18 11 of of ADP dpc-1615 18 12 lesions lesion NOUN dpc-1615 18 13 excised excise VERB dpc-1615 18 14 to to PART dpc-1615 18 15 exclude exclude VERB dpc-1615 18 16 melanoma melanoma NOUN dpc-1615 18 17 in in ADP dpc-1615 18 18 198 198 NUM dpc-1615 18 19 patients patient NOUN dpc-1615 18 20 at at ADP dpc-1615 18 21 a a DET dpc-1615 18 22 primary primary ADJ dpc-1615 18 23 care care NOUN dpc-1615 18 24 skin skin NOUN dpc-1615 18 25 cancer cancer NOUN dpc-1615 18 26 clinic clinic PROPN dpc-1615 18 27 in in ADP dpc-1615 18 28 newcastle newcastle PROPN dpc-1615 18 29 , , PUNCT dpc-1615 18 30 australia australia PROPN dpc-1615 18 31 , , PUNCT dpc-1615 18 32 we we PRON dpc-1615 18 33 compared compare VERB dpc-1615 18 34 diagnosis diagnosis NOUN dpc-1615 18 35 made make VERB dpc-1615 18 36 by by ADP dpc-1615 18 37 5 5 NUM dpc-1615 18 38 experienced experienced ADJ dpc-1615 18 39 dermatopathologists dermatopathologist NOUN dpc-1615 18 40 , , PUNCT dpc-1615 18 41 of of ADP dpc-1615 18 42 44 44 NUM dpc-1615 18 43 non non ADJ dpc-1615 18 44 - - ADJ dpc-1615 18 45 melanocytic melanocytic ADJ dpc-1615 18 46 lesions lesion NOUN dpc-1615 18 47 in in ADP dpc-1615 18 48 44 44 NUM dpc-1615 18 49 patients patient NOUN dpc-1615 18 50 aged age VERB dpc-1615 18 51 22 22 NUM dpc-1615 18 52 - - SYM dpc-1615 18 53 90 90 NUM dpc-1615 18 54 . . PUNCT dpc-1615 19 1 results result NOUN dpc-1615 19 2 : : PUNCT dpc-1615 19 3 forty forty NUM dpc-1615 19 4 - - PUNCT dpc-1615 19 5 four four NUM dpc-1615 19 6 lesions lesion NOUN dpc-1615 19 7 ( ( PUNCT dpc-1615 19 8 out out ADP dpc-1615 19 9 of of ADP dpc-1615 19 10 217 217 NUM dpc-1615 19 11 in in ADP dpc-1615 19 12 total total NOUN dpc-1615 19 13 ) ) PUNCT dpc-1615 19 14 were be AUX dpc-1615 19 15 non non ADJ dpc-1615 19 16 - - ADJ dpc-1615 19 17 melanocytic melanocytic ADJ dpc-1615 19 18 . . PUNCT dpc-1615 20 1 among among ADP dpc-1615 20 2 the the DET dpc-1615 20 3 5 5 NUM dpc-1615 20 4 pathologists pathologist NOUN dpc-1615 20 5 who who PRON dpc-1615 20 6 examined examine VERB dpc-1615 20 7 each each DET dpc-1615 20 8 case case NOUN dpc-1615 20 9 there there PRON dpc-1615 20 10 was be VERB dpc-1615 20 11 marked mark VERB dpc-1615 20 12 variability variability NOUN dpc-1615 20 13 in in ADP dpc-1615 20 14 the the DET dpc-1615 20 15 terminology terminology NOUN dpc-1615 20 16 used use VERB dpc-1615 20 17 to to PART dpc-1615 20 18 diagnose diagnose VERB dpc-1615 20 19 each each DET dpc-1615 20 20 case case NOUN dpc-1615 20 21 . . PUNCT dpc-1615 21 1 the the DET dpc-1615 21 2 most most ADV dpc-1615 21 3 common common ADJ dpc-1615 21 4 variability variability NOUN dpc-1615 21 5 was be AUX dpc-1615 21 6 found find VERB dpc-1615 21 7 between between ADP dpc-1615 21 8 seborrheic seborrheic ADJ dpc-1615 21 9 keratosis keratosis NOUN dpc-1615 21 10 , , PUNCT dpc-1615 21 11 large large ADJ dpc-1615 21 12 cell cell NOUN dpc-1615 21 13 acanthoma acanthoma NOUN dpc-1615 21 14 , , PUNCT dpc-1615 21 15 solar solar ADJ dpc-1615 21 16 lentigo lentigo NOUN dpc-1615 21 17 , , PUNCT dpc-1615 21 18 and and CCONJ dpc-1615 21 19 lichenoid lichenoid PROPN dpc-1615 21 20 keratosis keratosis NOUN dpc-1615 21 21 . . PUNCT dpc-1615 22 1 the the DET dpc-1615 22 2 diagnosis diagnosis NOUN dpc-1615 22 3 made make VERB dpc-1615 22 4 by by ADP dpc-1615 22 5 the the DET dpc-1615 22 6 majority majority NOUN dpc-1615 22 7 of of ADP dpc-1615 22 8 the the DET dpc-1615 22 9 pathologists pathologist NOUN dpc-1615 22 10 was be AUX dpc-1615 22 11 deemed deem VERB dpc-1615 22 12 to to PART dpc-1615 22 13 be be AUX dpc-1615 22 14 the the DET dpc-1615 22 15 reference reference NOUN dpc-1615 22 16 diagnosis diagnosis NOUN dpc-1615 22 17 . . PUNCT dpc-1615 23 1 versus versus ADP dpc-1615 23 2 majority majority NOUN dpc-1615 23 3 diagnosis diagnosis NOUN dpc-1615 23 4 , , PUNCT dpc-1615 23 5 4 4 NUM dpc-1615 23 6 % % NOUN dpc-1615 23 7 of of ADP dpc-1615 23 8 benign benign ADJ dpc-1615 23 9 lesions lesion NOUN dpc-1615 23 10 were be AUX dpc-1615 23 11 considered consider VERB dpc-1615 23 12 malignant malignant ADJ dpc-1615 23 13 , , PUNCT dpc-1615 23 14 and and CCONJ dpc-1615 23 15 7 7 NUM dpc-1615 23 16 % % NOUN dpc-1615 23 17 of of ADP dpc-1615 23 18 malignant malignant ADJ dpc-1615 23 19 diagnoses diagnosis NOUN dpc-1615 23 20 were be AUX dpc-1615 23 21 considered consider VERB dpc-1615 23 22 as as ADP dpc-1615 23 23 benign benign ADJ dpc-1615 23 24 . . PUNCT dpc-1615 24 1 conclusions conclusion NOUN dpc-1615 24 2 : : PUNCT dpc-1615 24 3 the the DET dpc-1615 24 4 different different ADJ dpc-1615 24 5 terminology terminology NOUN dpc-1615 24 6 adopted adopt VERB dpc-1615 24 7 and and CCONJ dpc-1615 24 8 lack lack NOUN dpc-1615 24 9 of of ADP dpc-1615 24 10 consensus consensus NOUN dpc-1615 24 11 in in ADP dpc-1615 24 12 the the DET dpc-1615 24 13 diagnosis diagnosis NOUN dpc-1615 24 14 of of ADP dpc-1615 24 15 these these DET dpc-1615 24 16 non non ADJ dpc-1615 24 17 - - ADJ dpc-1615 24 18 melanocytic melanocytic ADJ dpc-1615 24 19 lesions lesion NOUN dpc-1615 24 20 in in ADP dpc-1615 24 21 this this DET dpc-1615 24 22 setting setting NOUN dpc-1615 24 23 suggests suggest VERB dpc-1615 24 24 that that SCONJ dpc-1615 24 25 training training NOUN dpc-1615 24 26 ai ai VERB dpc-1615 24 27 systems system NOUN dpc-1615 24 28 using use VERB dpc-1615 24 29 gold gold NOUN dpc-1615 24 30 standards standard NOUN dpc-1615 24 31 may may AUX dpc-1615 24 32 be be AUX dpc-1615 24 33 abstract abstract ADJ dpc-1615 24 34 2 2 NUM dpc-1615 24 35 research research NOUN dpc-1615 24 36 | | ADV dpc-1615 24 37 dermatol dermatol NOUN dpc-1615 24 38 pract pract NOUN dpc-1615 24 39 concept concept NOUN dpc-1615 24 40 . . PUNCT dpc-1615 25 1 2021 2021 NUM dpc-1615 25 2 ; ; PUNCT dpc-1615 25 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 25 4 introduction introduction NOUN dpc-1615 25 5 clinically clinically ADV dpc-1615 25 6 concerning concern VERB dpc-1615 25 7 skin skin NOUN dpc-1615 25 8 lesions lesion NOUN dpc-1615 25 9 are be AUX dpc-1615 25 10 commonly commonly ADV dpc-1615 25 11 excised excise VERB dpc-1615 25 12 to to PART dpc-1615 25 13 rule rule VERB dpc-1615 25 14 out out ADP dpc-1615 25 15 melanoma melanoma NOUN dpc-1615 26 1 [ [ X dpc-1615 26 2 1 1 NUM dpc-1615 26 3 , , PUNCT dpc-1615 26 4 2 2 NUM dpc-1615 26 5 ] ] PUNCT dpc-1615 26 6 . . PUNCT dpc-1615 27 1 common common ADJ dpc-1615 27 2 clinical clinical ADJ dpc-1615 27 3 mimics mimic NOUN dpc-1615 27 4 of of ADP dpc-1615 27 5 melanoma melanoma NOUN dpc-1615 27 6 , , PUNCT dpc-1615 27 7 excluding exclude VERB dpc-1615 27 8 the the DET dpc-1615 27 9 various various ADJ dpc-1615 27 10 forms form NOUN dpc-1615 27 11 of of ADP dpc-1615 27 12 naevi naevi NOUN dpc-1615 27 13 , , PUNCT dpc-1615 27 14 include include VERB dpc-1615 27 15 benign benign ADJ dpc-1615 27 16 and and CCONJ dpc-1615 27 17 malignant malignant ADJ dpc-1615 27 18 entities entity NOUN dpc-1615 27 19 such such ADJ dpc-1615 27 20 as as ADP dpc-1615 27 21 seborrheic seborrheic ADJ dpc-1615 27 22 keratosis keratosis NOUN dpc-1615 27 23 ( ( PUNCT dpc-1615 27 24 sk sk PROPN dpc-1615 27 25 ) ) PUNCT dpc-1615 27 26 , , PUNCT dpc-1615 27 27 solar solar ADJ dpc-1615 27 28 lentigo lentigo NOUN dpc-1615 27 29 ( ( PUNCT dpc-1615 27 30 sl sl NOUN dpc-1615 27 31 ) ) PUNCT dpc-1615 27 32 , , PUNCT dpc-1615 27 33 hemangioma hemangioma NOUN dpc-1615 27 34 , , PUNCT dpc-1615 27 35 pigmented pigmented ADJ dpc-1615 27 36 actinic actinic ADJ dpc-1615 27 37 keratosis keratosis NOUN dpc-1615 27 38 , , PUNCT dpc-1615 27 39 large large ADJ dpc-1615 27 40 cell cell NOUN dpc-1615 27 41 acanthoma acanthoma NOUN dpc-1615 27 42 ( ( PUNCT dpc-1615 27 43 lca lca PROPN dpc-1615 27 44 ) ) PUNCT dpc-1615 27 45 , , PUNCT dpc-1615 27 46 lichen lichen VERB dpc-1615 27 47 planus planus ADJ dpc-1615 27 48 - - PUNCT dpc-1615 27 49 like like ADJ dpc-1615 27 50 keratosis keratosis NOUN dpc-1615 27 51 / / SYM dpc-1615 27 52 lichenoid lichenoid PROPN dpc-1615 27 53 keratosis keratosis NOUN dpc-1615 27 54 ( ( PUNCT dpc-1615 27 55 lplk lplk PROPN dpc-1615 27 56 ) ) PUNCT dpc-1615 27 57 , , PUNCT dpc-1615 27 58 pigmented pigment VERB dpc-1615 27 59 intraepithelial intraepithelial ADJ dpc-1615 27 60 squamous squamous ADJ dpc-1615 27 61 cell cell NOUN dpc-1615 27 62 carcinoma carcinoma NOUN dpc-1615 27 63 ( ( PUNCT dpc-1615 27 64 iscc iscc NOUN dpc-1615 27 65 ) ) PUNCT dpc-1615 27 66 , , PUNCT dpc-1615 27 67 or or CCONJ dpc-1615 27 68 even even ADV dpc-1615 27 69 pigmented pigment VERB dpc-1615 27 70 basal basal NOUN dpc-1615 27 71 cell cell NOUN dpc-1615 27 72 carcinoma carcinoma NOUN dpc-1615 27 73 ( ( PUNCT dpc-1615 27 74 bcc bcc PROPN dpc-1615 27 75 ) ) PUNCT dpc-1615 28 1 [ [ X dpc-1615 28 2 3 3 NUM dpc-1615 28 3 ] ] PUNCT dpc-1615 28 4 . . PUNCT dpc-1615 29 1 cysts cyst NOUN dpc-1615 29 2 [ [ X dpc-1615 29 3 4 4 X dpc-1615 29 4 ] ] PUNCT dpc-1615 29 5 and and CCONJ dpc-1615 29 6 dermatofibromata dermatofibromata VERB dpc-1615 30 1 [ [ X dpc-1615 30 2 3 3 X dpc-1615 30 3 ] ] PUNCT dpc-1615 30 4 may may AUX dpc-1615 30 5 also also ADV dpc-1615 30 6 be be AUX dpc-1615 30 7 occasionally occasionally ADV dpc-1615 30 8 excised excise VERB dpc-1615 30 9 to to PART dpc-1615 30 10 exclude exclude VERB dpc-1615 30 11 melanoma melanoma NOUN dpc-1615 30 12 . . PUNCT dpc-1615 30 13     SPACE dpc-1615 31 1 these these DET dpc-1615 31 2 lesions lesion NOUN dpc-1615 31 3 are be AUX dpc-1615 31 4 generally generally ADV dpc-1615 31 5 easily easily ADV dpc-1615 31 6 managed manage VERB dpc-1615 31 7 . . PUNCT dpc-1615 32 1 the the DET dpc-1615 32 2 consequence consequence NOUN dpc-1615 32 3 of of ADP dpc-1615 32 4 misdiagnosis misdiagnosis NOUN dpc-1615 32 5 is be AUX dpc-1615 32 6 less less ADV dpc-1615 32 7 serious serious ADJ dpc-1615 32 8 than than ADP dpc-1615 32 9 for for ADP dpc-1615 32 10 melanoma melanoma NOUN dpc-1615 32 11 . . PUNCT dpc-1615 33 1 however however ADV dpc-1615 33 2 , , PUNCT dpc-1615 33 3 these these DET dpc-1615 33 4 lesions lesion NOUN dpc-1615 33 5 represent represent VERB dpc-1615 33 6 a a DET dpc-1615 33 7 significant significant ADJ dpc-1615 33 8 workload workload NOUN dpc-1615 33 9 in in ADP dpc-1615 33 10 dermatopathology dermatopathology NOUN dpc-1615 33 11 . . PUNCT dpc-1615 34 1 the the DET dpc-1615 34 2 difficulty difficulty NOUN dpc-1615 34 3 in in ADP dpc-1615 34 4 diagnosing diagnose VERB dpc-1615 34 5 melanocytic melanocytic ADJ dpc-1615 34 6 lesions lesion NOUN dpc-1615 34 7 , , PUNCT dpc-1615 34 8 especially especially ADV dpc-1615 34 9 borderline borderline NOUN dpc-1615 34 10 lesions lesion NOUN dpc-1615 34 11 , , PUNCT dpc-1615 34 12 among among ADP dpc-1615 34 13 pathologists pathologist NOUN dpc-1615 34 14 , , PUNCT dpc-1615 34 15 and and CCONJ dpc-1615 34 16 how how SCONJ dpc-1615 34 17 using use VERB dpc-1615 34 18 a a DET dpc-1615 34 19 management management NOUN dpc-1615 34 20 - - PUNCT dpc-1615 34 21 based base VERB dpc-1615 34 22 response response NOUN dpc-1615 34 23 such such ADJ dpc-1615 34 24 as as ADP dpc-1615 34 25 the the DET dpc-1615 34 26 melanocytic melanocytic ADJ dpc-1615 34 27 pathology pathology NOUN dpc-1615 34 28 assessment assessment NOUN dpc-1615 34 29 tool tool NOUN dpc-1615 34 30 and and CCONJ dpc-1615 34 31 hierarchy hierarchy NOUN dpc-1615 34 32 for for ADP dpc-1615 34 33 diagnosis diagnosis NOUN dpc-1615 34 34 ( ( PUNCT dpc-1615 34 35 mpath mpath NOUN dpc-1615 34 36 - - PUNCT dpc-1615 34 37 dx dx PROPN dpc-1615 34 38 ) ) PUNCT dpc-1615 34 39 can can AUX dpc-1615 34 40 improve improve VERB dpc-1615 34 41 the the DET dpc-1615 34 42 classification classification NOUN dpc-1615 34 43 of of ADP dpc-1615 34 44 such such ADJ dpc-1615 34 45 lesions lesion NOUN dpc-1615 34 46 has have AUX dpc-1615 34 47 been be AUX dpc-1615 34 48 reported report VERB dpc-1615 34 49 [ [ X dpc-1615 34 50 5 5 NUM dpc-1615 34 51 ] ] PUNCT dpc-1615 34 52 . . PUNCT dpc-1615 35 1 there there PRON dpc-1615 35 2 is be VERB dpc-1615 35 3 significant significant ADJ dpc-1615 35 4 overlap overlap NOUN dpc-1615 35 5 in in ADP dpc-1615 35 6 the the DET dpc-1615 35 7 understanding understanding NOUN dpc-1615 35 8 of of ADP dpc-1615 35 9 many many ADJ dpc-1615 35 10 of of ADP dpc-1615 35 11 the the DET dpc-1615 35 12 benign benign ADJ dpc-1615 35 13 lesions lesion NOUN dpc-1615 35 14 excised excise VERB dpc-1615 35 15 to to PART dpc-1615 35 16 exclude exclude VERB dpc-1615 35 17 melanoma melanoma NOUN dpc-1615 35 18 , , PUNCT dpc-1615 35 19 particularly particularly ADV dpc-1615 35 20 in in ADP dpc-1615 35 21 sun sun NOUN dpc-1615 35 22 - - PUNCT dpc-1615 35 23 damaged damage VERB dpc-1615 35 24 skin skin NOUN dpc-1615 35 25 , , PUNCT dpc-1615 35 26 with with ADP dpc-1615 35 27 many many ADJ dpc-1615 35 28 clinicians clinician NOUN dpc-1615 35 29 and and CCONJ dpc-1615 35 30 pathologists pathologist NOUN dpc-1615 35 31 struggling struggle VERB dpc-1615 35 32 to to PART dpc-1615 35 33 define define VERB dpc-1615 35 34 and and CCONJ dpc-1615 35 35 distinguish distinguish VERB dpc-1615 35 36 lesions lesion NOUN dpc-1615 35 37 such such ADJ dpc-1615 35 38 as as ADP dpc-1615 35 39 sk sk PROPN dpc-1615 35 40 , , PUNCT dpc-1615 35 41 lca lca PROPN dpc-1615 35 42 , , PUNCT dpc-1615 35 43 sl sl PROPN dpc-1615 35 44 and and CCONJ dpc-1615 35 45 lplk lplk VERB dpc-1615 36 1 [ [ PUNCT dpc-1615 36 2 6 6 NUM dpc-1615 36 3 - - SYM dpc-1615 36 4 10 10 NUM dpc-1615 36 5 ] ] PUNCT dpc-1615 36 6 . . PUNCT dpc-1615 37 1 similarly similarly ADV dpc-1615 37 2 , , PUNCT dpc-1615 37 3 with with ADP dpc-1615 37 4 regard regard NOUN dpc-1615 37 5 to to ADP dpc-1615 37 6 malignant malignant ADJ dpc-1615 37 7 lesions lesion NOUN dpc-1615 37 8 that that PRON dpc-1615 37 9 can can AUX dpc-1615 37 10 be be AUX dpc-1615 37 11 included include VERB dpc-1615 37 12 in in ADP dpc-1615 37 13 the the DET dpc-1615 37 14 clinical clinical ADJ dpc-1615 37 15 differential differential ADJ dpc-1615 37 16 diagnosis diagnosis NOUN dpc-1615 37 17 of of ADP dpc-1615 37 18 melanoma melanoma NOUN dpc-1615 37 19 , , PUNCT dpc-1615 37 20 a a DET dpc-1615 37 21 2008 2008 NUM dpc-1615 37 22 report report NOUN dpc-1615 37 23 from from ADP dpc-1615 37 24 ramos ramo NOUN dpc-1615 37 25 - - PUNCT dpc-1615 37 26 ceballos ceballos PROPN dpc-1615 37 27 et et PROPN dpc-1615 37 28 al al PROPN dpc-1615 37 29 described describe VERB dpc-1615 37 30 only only ADJ dpc-1615 37 31 moderate moderate ADJ dpc-1615 37 32 pathologists pathologist NOUN dpc-1615 37 33 ’ ' PUNCT dpc-1615 37 34 agreement agreement NOUN dpc-1615 37 35 ( ( PUNCT dpc-1615 37 36 0.575 0.575 NUM dpc-1615 37 37 concordance concordance NOUN dpc-1615 37 38 ) ) PUNCT dpc-1615 37 39 in in ADP dpc-1615 37 40 a a DET dpc-1615 37 41 curated curate VERB dpc-1615 37 42 series series NOUN dpc-1615 37 43 of of ADP dpc-1615 37 44 actinic actinic ADJ dpc-1615 37 45 keratosis keratosis NOUN dpc-1615 37 46 and and CCONJ dpc-1615 37 47 squamous squamous ADJ dpc-1615 37 48 cell cell NOUN dpc-1615 37 49 carcinoma carcinoma NOUN dpc-1615 37 50 in in ADP dpc-1615 37 51 situ situ ADJ dpc-1615 37 52 cases case NOUN dpc-1615 37 53 [ [ X dpc-1615 37 54 11 11 NUM dpc-1615 37 55 ] ] PUNCT dpc-1615 37 56 . . PUNCT dpc-1615 38 1 this this PRON dpc-1615 38 2 supports support VERB dpc-1615 38 3 the the DET dpc-1615 38 4 hypothesis hypothesis NOUN dpc-1615 38 5 that that SCONJ dpc-1615 38 6 there there PRON dpc-1615 38 7 is be VERB dpc-1615 38 8 a a DET dpc-1615 38 9 considerable considerable ADJ dpc-1615 38 10 difficulty difficulty NOUN dpc-1615 38 11 when when SCONJ dpc-1615 38 12 diagnosing diagnose VERB dpc-1615 38 13 both both CCONJ dpc-1615 38 14 benign benign ADJ dpc-1615 38 15 and and CCONJ dpc-1615 38 16 malignant malignant ADJ dpc-1615 38 17 non non ADJ dpc-1615 38 18 - - ADJ dpc-1615 38 19 melanocytic melanocytic ADJ dpc-1615 38 20 lesions lesion NOUN dpc-1615 38 21 that that PRON dpc-1615 38 22 are be AUX dpc-1615 38 23 in in ADP dpc-1615 38 24 the the DET dpc-1615 38 25 differential differential ADJ dpc-1615 38 26 diagnosis diagnosis NOUN dpc-1615 38 27 of of ADP dpc-1615 38 28 melanoma melanoma NOUN dpc-1615 38 29 . . PUNCT dpc-1615 39 1 with with ADP dpc-1615 39 2 the the DET dpc-1615 39 3 recent recent ADJ dpc-1615 39 4 advances advance NOUN dpc-1615 39 5 made make VERB dpc-1615 39 6 in in ADP dpc-1615 39 7 whole whole ADJ dpc-1615 39 8 slide slide NOUN dpc-1615 39 9 imaging imaging NOUN dpc-1615 39 10 technology technology NOUN dpc-1615 39 11 it it PRON dpc-1615 39 12 may may AUX dpc-1615 39 13 soon soon ADV dpc-1615 39 14 be be AUX dpc-1615 39 15 possible possible ADJ dpc-1615 39 16 to to PART dpc-1615 39 17 use use VERB dpc-1615 39 18 artificial artificial ADJ dpc-1615 39 19 intelligence intelligence NOUN dpc-1615 39 20 ( ( PUNCT dpc-1615 39 21 ai ai NOUN dpc-1615 39 22 ) ) PUNCT dpc-1615 39 23 to to PART dpc-1615 39 24 support support VERB dpc-1615 39 25 the the DET dpc-1615 39 26 diagnosis diagnosis NOUN dpc-1615 39 27 . . PUNCT dpc-1615 40 1 ai ai VERB dpc-1615 40 2 will will AUX dpc-1615 40 3 however however ADV dpc-1615 40 4 require require VERB dpc-1615 40 5 a a DET dpc-1615 40 6 gold gold ADJ dpc-1615 40 7 standard standard ADJ dpc-1615 40 8 diagnosis diagnosis NOUN dpc-1615 40 9 [ [ X dpc-1615 40 10 12 12 NUM dpc-1615 40 11 ] ] PUNCT dpc-1615 40 12 . . PUNCT dpc-1615 41 1 in in ADP dpc-1615 41 2 this this DET dpc-1615 41 3 report report NOUN dpc-1615 41 4 , , PUNCT dpc-1615 41 5 we we PRON dpc-1615 41 6 present present VERB dpc-1615 41 7 the the DET dpc-1615 41 8 first first ADJ dpc-1615 41 9 prospective prospective ADJ dpc-1615 41 10 study study NOUN dpc-1615 41 11 evaluating evaluate VERB dpc-1615 41 12 the the DET dpc-1615 41 13 agreement agreement NOUN dpc-1615 41 14 between between ADP dpc-1615 41 15 dermatopathologists dermatopathologist NOUN dpc-1615 41 16 on on ADP dpc-1615 41 17 the the DET dpc-1615 41 18 diagnosis diagnosis NOUN dpc-1615 41 19 of of ADP dpc-1615 41 20 non non ADJ dpc-1615 41 21 - - ADJ dpc-1615 41 22 melanocytic melanocytic ADJ dpc-1615 41 23 lesions lesion NOUN dpc-1615 41 24 to to PART dpc-1615 41 25 exclude exclude VERB dpc-1615 41 26 melanoma melanoma NOUN dpc-1615 41 27 . . PUNCT dpc-1615 42 1 forty forty NUM dpc-1615 42 2 - - PUNCT dpc-1615 42 3 four four NUM dpc-1615 42 4 non non ADJ dpc-1615 42 5 - - ADJ dpc-1615 42 6 melanocytic melanocytic ADJ dpc-1615 42 7 lesions lesion NOUN dpc-1615 42 8 out out ADP dpc-1615 42 9 of of ADP dpc-1615 42 10 217 217 NUM dpc-1615 42 11 total total ADJ dpc-1615 42 12 lesions lesion NOUN dpc-1615 42 13 , , PUNCT dpc-1615 42 14 including include VERB dpc-1615 42 15 melanocytic melanocytic ADJ dpc-1615 42 16 lesions lesion NOUN dpc-1615 42 17 , , PUNCT dpc-1615 42 18 were be AUX dpc-1615 42 19 biopsied biopsie VERB dpc-1615 42 20 to to PART dpc-1615 42 21 exclude exclude VERB dpc-1615 42 22 melanoma melanoma NOUN dpc-1615 42 23 . . PUNCT dpc-1615 43 1 biopsies biopsy NOUN dpc-1615 43 2 were be AUX dpc-1615 43 3 collected collect VERB dpc-1615 43 4 in in ADP dpc-1615 43 5 a a DET dpc-1615 43 6 prospective prospective ADJ dpc-1615 43 7 manner manner NOUN dpc-1615 43 8 to to PART dpc-1615 43 9 exclude exclude VERB dpc-1615 43 10 case case NOUN dpc-1615 43 11 - - PUNCT dpc-1615 43 12 selection selection NOUN dpc-1615 43 13 bias bias NOUN dpc-1615 43 14 . . PUNCT dpc-1615 44 1 thus thus ADV dpc-1615 44 2 , , PUNCT dpc-1615 44 3 this this DET dpc-1615 44 4 case case NOUN dpc-1615 44 5 set set VERB dpc-1615 44 6 represents represent VERB dpc-1615 44 7 a a DET dpc-1615 44 8 collection collection NOUN dpc-1615 44 9 of of ADP dpc-1615 44 10 non non ADJ dpc-1615 44 11 - - ADJ dpc-1615 44 12 melanocytic melanocytic ADJ dpc-1615 44 13 clinical clinical ADJ dpc-1615 44 14 mimics mimic NOUN dpc-1615 44 15 of of ADP dpc-1615 44 16 melanoma melanoma NOUN dpc-1615 44 17 . . PUNCT dpc-1615 45 1 five five NUM dpc-1615 45 2 pathologists pathologist NOUN dpc-1615 45 3 diagnosed diagnose VERB dpc-1615 45 4 each each DET dpc-1615 45 5 case case NOUN dpc-1615 45 6 , , PUNCT dpc-1615 45 7 results result NOUN dpc-1615 45 8 show show VERB dpc-1615 45 9 a a DET dpc-1615 45 10 significant significant ADJ dpc-1615 45 11 variation variation NOUN dpc-1615 45 12 in in ADP dpc-1615 45 13 the the DET dpc-1615 45 14 diagnostic diagnostic ADJ dpc-1615 45 15 terminology terminology NOUN dpc-1615 45 16 , , PUNCT dpc-1615 45 17 which which PRON dpc-1615 45 18 aligns align VERB dpc-1615 45 19 with with ADP dpc-1615 45 20 prior prior ADJ dpc-1615 45 21 reports report NOUN dpc-1615 45 22 on on ADP dpc-1615 45 23 melanocytic melanocytic ADJ dpc-1615 45 24 lesion lesion NOUN dpc-1615 45 25 diagnostic diagnostic ADJ dpc-1615 45 26 terminology terminology NOUN dpc-1615 45 27 [ [ X dpc-1615 45 28 5 5 NUM dpc-1615 45 29 ] ] PUNCT dpc-1615 45 30 . . PUNCT dpc-1615 46 1 variability variability NOUN dpc-1615 46 2 was be AUX dpc-1615 46 3 highest high ADJ dpc-1615 46 4 with with ADP dpc-1615 46 5 sk sk PROPN dpc-1615 46 6 , , PUNCT dpc-1615 46 7 lca lca PROPN dpc-1615 46 8 , , PUNCT dpc-1615 46 9 and and CCONJ dpc-1615 46 10 sl sl NUM dpc-1615 46 11 diagnoses diagnosis NOUN dpc-1615 46 12 . . PUNCT dpc-1615 47 1 we we PRON dpc-1615 47 2 used use VERB dpc-1615 47 3 a a DET dpc-1615 47 4 consensus consensus NOUN dpc-1615 47 5 diagnosis diagnosis NOUN dpc-1615 47 6 for for ADP dpc-1615 47 7 comparison comparison NOUN dpc-1615 47 8 . . PUNCT dpc-1615 48 1 a a DET dpc-1615 48 2 total total NOUN dpc-1615 48 3 of of ADP dpc-1615 48 4 4 4 NUM dpc-1615 48 5 % % NOUN dpc-1615 48 6 of of ADP dpc-1615 48 7 benign benign ADJ dpc-1615 48 8 lesions lesion NOUN dpc-1615 48 9 were be AUX dpc-1615 48 10 over over ADV dpc-1615 48 11 - - PUNCT dpc-1615 48 12 diagnosed diagnose VERB dpc-1615 48 13 and and CCONJ dpc-1615 48 14 7 7 NUM dpc-1615 48 15 % % NOUN dpc-1615 48 16 of of ADP dpc-1615 48 17 malignant malignant ADJ dpc-1615 48 18 lesions lesion NOUN dpc-1615 48 19 were be AUX dpc-1615 48 20 underdiagnosed underdiagnose VERB dpc-1615 48 21 . . PUNCT dpc-1615 49 1 the the DET dpc-1615 49 2 highest high ADJ dpc-1615 49 3 levels level NOUN dpc-1615 49 4 of of ADP dpc-1615 49 5 agreement agreement NOUN dpc-1615 49 6 were be AUX dpc-1615 49 7 found find VERB dpc-1615 49 8 when when SCONJ dpc-1615 49 9 diagnosing diagnose VERB dpc-1615 49 10 bcc bcc PROPN dpc-1615 49 11 , , PUNCT dpc-1615 49 12 cysts cyst NOUN dpc-1615 49 13 , , PUNCT dpc-1615 49 14 df df PROPN dpc-1615 49 15 , , PUNCT dpc-1615 49 16 and and CCONJ dpc-1615 49 17 angioma angioma ADJ dpc-1615 49 18 . . PUNCT dpc-1615 50 1 the the DET dpc-1615 50 2 remaining remain VERB dpc-1615 50 3 37 37 NUM dpc-1615 50 4 cases case NOUN dpc-1615 50 5 had have VERB dpc-1615 50 6 varying vary VERB dpc-1615 50 7 terminology terminology NOUN dpc-1615 50 8 regarding regard VERB dpc-1615 50 9 actual actual ADJ dpc-1615 50 10 diagnosis diagnosis NOUN dpc-1615 50 11 . . PUNCT dpc-1615 51 1 these these DET dpc-1615 51 2 results result NOUN dpc-1615 51 3 support support VERB dpc-1615 51 4 the the DET dpc-1615 51 5 need need NOUN dpc-1615 51 6 to to PART dpc-1615 51 7 develop develop VERB dpc-1615 51 8 a a DET dpc-1615 51 9 classification classification NOUN dpc-1615 51 10 schema schema NOUN dpc-1615 51 11 that that PRON dpc-1615 51 12 clarifies clarify VERB dpc-1615 51 13 diagnoses diagnosis NOUN dpc-1615 51 14 by by ADP dpc-1615 51 15 eliminating eliminate VERB dpc-1615 51 16 the the DET dpc-1615 51 17 natural natural ADJ dpc-1615 51 18 language language NOUN dpc-1615 51 19 currently currently ADV dpc-1615 51 20 in in ADP dpc-1615 51 21 use use NOUN dpc-1615 51 22 for for ADP dpc-1615 51 23 diagnosis diagnosis NOUN dpc-1615 51 24 . . PUNCT dpc-1615 52 1 this this PRON dpc-1615 52 2 will will AUX dpc-1615 52 3 help help VERB dpc-1615 52 4 to to PART dpc-1615 52 5 bridge bridge VERB dpc-1615 52 6 the the DET dpc-1615 52 7 gap gap NOUN dpc-1615 52 8 between between ADP dpc-1615 52 9 human human ADJ dpc-1615 52 10 pattern pattern NOUN dpc-1615 52 11 recognition recognition NOUN dpc-1615 52 12 and and CCONJ dpc-1615 52 13 automated automated ADJ dpc-1615 52 14 diagnosis diagnosis NOUN dpc-1615 52 15 . . PUNCT dpc-1615 53 1 methods method NOUN dpc-1615 53 2 human human ADJ dpc-1615 53 3 ethics ethic NOUN dpc-1615 53 4 and and CCONJ dpc-1615 53 5 volunteers volunteer NOUN dpc-1615 53 6 cases case NOUN dpc-1615 53 7 in in ADP dpc-1615 53 8 this this DET dpc-1615 53 9 report report NOUN dpc-1615 53 10 were be AUX dpc-1615 53 11 collected collect VERB dpc-1615 53 12 as as ADP dpc-1615 53 13 part part NOUN dpc-1615 53 14 of of ADP dpc-1615 53 15 a a DET dpc-1615 53 16 larger large ADJ dpc-1615 53 17 prospective prospective ADJ dpc-1615 53 18 study study NOUN dpc-1615 53 19 on on ADP dpc-1615 53 20 the the DET dpc-1615 53 21 preclinical preclinical ADJ dpc-1615 53 22 , , PUNCT dpc-1615 53 23 clinical clinical ADJ dpc-1615 53 24 , , PUNCT dpc-1615 53 25 and and CCONJ dpc-1615 53 26 histological histological ADJ dpc-1615 53 27 diagnosis diagnosis NOUN dpc-1615 53 28 of of ADP dpc-1615 53 29 lesions lesion NOUN dpc-1615 53 30 excised excise VERB dpc-1615 53 31 to to PART dpc-1615 53 32 exclude exclude VERB dpc-1615 53 33 melanoma melanoma NOUN dpc-1615 53 34 , , PUNCT dpc-1615 53 35 with with ADP dpc-1615 53 36 ethics ethic NOUN dpc-1615 53 37 approval approval NOUN dpc-1615 53 38 by by ADP dpc-1615 53 39 bellberry bellberry PROPN dpc-1615 53 40 human human PROPN dpc-1615 53 41 research research PROPN dpc-1615 53 42 ethics ethic NOUN dpc-1615 53 43 committee committee PROPN dpc-1615 53 44 , , PUNCT dpc-1615 53 45 australia australia PROPN dpc-1615 53 46 ( ( PUNCT dpc-1615 53 47 protocol protocol NOUN dpc-1615 53 48 i i PROPN dpc-1615 53 49 d d PROPN dpc-1615 53 50 2018 2018 NUM dpc-1615 53 51 - - SYM dpc-1615 53 52 08 08 NUM dpc-1615 53 53 - - PUNCT dpc-1615 53 54 613 613 NUM dpc-1615 53 55 - - PUNCT dpc-1615 53 56 a-3 a-3 NOUN dpc-1615 53 57 ) ) PUNCT dpc-1615 53 58 . . PUNCT dpc-1615 54 1 patients patient NOUN dpc-1615 54 2 were be AUX dpc-1615 54 3 recruited recruit VERB dpc-1615 54 4 prospectively prospectively ADV dpc-1615 54 5 from from ADP dpc-1615 54 6 april april PROPN dpc-1615 54 7 to to ADP dpc-1615 54 8 december december PROPN dpc-1615 54 9 2019 2019 NUM dpc-1615 54 10 in in ADP dpc-1615 54 11 a a DET dpc-1615 54 12 primary primary ADJ dpc-1615 54 13 care care NOUN dpc-1615 54 14 skin skin NOUN dpc-1615 54 15 cancer cancer NOUN dpc-1615 54 16 clinic clinic PROPN dpc-1615 54 17 in in ADP dpc-1615 54 18 newcastle newcastle PROPN dpc-1615 54 19 , , PUNCT dpc-1615 54 20 nsw nsw PROPN dpc-1615 54 21 , , PUNCT dpc-1615 54 22 australia australia PROPN dpc-1615 54 23 . . PUNCT dpc-1615 55 1 patients patient NOUN dpc-1615 55 2 with with ADP dpc-1615 55 3 a a DET dpc-1615 55 4 suspicious suspicious ADJ dpc-1615 55 5 lesion lesion NOUN dpc-1615 55 6 that that SCONJ dpc-1615 55 7 required require VERB dpc-1615 55 8 shave shave NOUN dpc-1615 55 9 or or CCONJ dpc-1615 55 10 formal formal ADJ dpc-1615 55 11 excision excision NOUN dpc-1615 55 12 to to PART dpc-1615 55 13 exclude exclude VERB dpc-1615 55 14 melanoma melanoma NOUN dpc-1615 55 15 were be AUX dpc-1615 55 16 asked ask VERB dpc-1615 55 17 to to PART dpc-1615 55 18 participate participate VERB dpc-1615 55 19 in in ADP dpc-1615 55 20 the the DET dpc-1615 55 21 study study NOUN dpc-1615 55 22 . . PUNCT dpc-1615 56 1 all all DET dpc-1615 56 2 non non ADJ dpc-1615 56 3 - - ADJ dpc-1615 56 4 melanocytic melanocytic ADJ dpc-1615 56 5 lesions lesion NOUN dpc-1615 56 6 including include VERB dpc-1615 56 7 a a DET dpc-1615 56 8 single single ADJ dpc-1615 56 9 case case NOUN dpc-1615 56 10 thought think VERB dpc-1615 56 11 by by ADP dpc-1615 56 12 only only ADV dpc-1615 56 13 one one NUM dpc-1615 56 14 pathologist pathologist NOUN dpc-1615 56 15 to to PART dpc-1615 56 16 be be AUX dpc-1615 56 17 melanocytic melanocytic ADJ dpc-1615 56 18 in in ADP dpc-1615 56 19 origin origin NOUN dpc-1615 56 20 , , PUNCT dpc-1615 56 21 and and CCONJ dpc-1615 56 22 lentigo lentigo ADJ dpc-1615 56 23 simplex simplex NOUN dpc-1615 56 24 ( ( PUNCT dpc-1615 56 25 ls ls PROPN dpc-1615 56 26 ) ) PUNCT dpc-1615 56 27 were be AUX dpc-1615 56 28 included include VERB dpc-1615 56 29 in in ADP dpc-1615 56 30 this this DET dpc-1615 56 31 report report NOUN dpc-1615 56 32 . . PUNCT dpc-1615 57 1 pathologist pathologist NOUN dpc-1615 57 2 diagnoses diagnose VERB dpc-1615 57 3 the the DET dpc-1615 57 4 first first ADJ dpc-1615 57 5 author author NOUN dpc-1615 57 6 of of ADP dpc-1615 57 7 this this DET dpc-1615 57 8 article article NOUN dpc-1615 57 9 ( ( PUNCT dpc-1615 57 10 ik ik X dpc-1615 57 11 ) ) PUNCT dpc-1615 57 12 reviewed review VERB dpc-1615 57 13 each each DET dpc-1615 57 14 case case NOUN dpc-1615 57 15 and and CCONJ dpc-1615 57 16 chose choose VERB dpc-1615 57 17 one one NUM dpc-1615 57 18 or or CCONJ dpc-1615 57 19 more more ADJ dpc-1615 57 20 representative representative ADJ dpc-1615 57 21 sections section NOUN dpc-1615 57 22 including include VERB dpc-1615 57 23 relevant relevant ADJ dpc-1615 57 24 immunohistochemistry immunohistochemistry NOUN dpc-1615 57 25 stains stain NOUN dpc-1615 57 26 . . PUNCT dpc-1615 58 1 five five NUM dpc-1615 58 2 experienced experienced ADJ dpc-1615 58 3 dermatopathologists dermatopathologist NOUN dpc-1615 58 4 from from ADP dpc-1615 58 5 australia australia PROPN dpc-1615 58 6 and and CCONJ dpc-1615 58 7 the the DET dpc-1615 58 8 usa usa PROPN dpc-1615 58 9 reviewed review VERB dpc-1615 58 10 each each DET dpc-1615 58 11 case case NOUN dpc-1615 58 12 . . PUNCT dpc-1615 59 1 each each DET dpc-1615 59 2 pathologist pathologist NOUN dpc-1615 59 3 had have VERB dpc-1615 59 4 more more ADJ dpc-1615 59 5 than than ADP dpc-1615 59 6 8 8 NUM dpc-1615 59 7 years year NOUN dpc-1615 59 8 ’ ' PUNCT dpc-1615 59 9 experience experience NOUN dpc-1615 59 10 and and CCONJ dpc-1615 59 11 each each PRON dpc-1615 59 12 examined examine VERB dpc-1615 59 13 , , PUNCT dpc-1615 59 14 on on ADP dpc-1615 59 15 average average ADJ dpc-1615 59 16 , , PUNCT dpc-1615 59 17 more more ADJ dpc-1615 59 18 than than ADP dpc-1615 59 19 15,000 15,000 NUM dpc-1615 59 20 skin skin NOUN dpc-1615 59 21 samples/ samples/ NUM dpc-1615 59 22 year year NOUN dpc-1615 59 23 . . PUNCT dpc-1615 60 1 the the DET dpc-1615 60 2 australian australian ADJ dpc-1615 60 3 pathologists pathologist NOUN dpc-1615 60 4 reviewed review VERB dpc-1615 60 5 the the DET dpc-1615 60 6 glass glass NOUN dpc-1615 60 7 slides slide NOUN dpc-1615 60 8 while while SCONJ dpc-1615 60 9 the the DET dpc-1615 60 10 2 2 NUM dpc-1615 60 11 usa usa NOUN dpc-1615 60 12 pathologists pathologist NOUN dpc-1615 60 13 reviewed review VERB dpc-1615 60 14 digital digital ADJ dpc-1615 60 15 slides slide NOUN dpc-1615 60 16 . . PUNCT dpc-1615 61 1 there there PRON dpc-1615 61 2 were be VERB dpc-1615 61 3 no no DET dpc-1615 61 4 significant significant ADJ dpc-1615 61 5 differences difference NOUN dpc-1615 61 6 between between ADP dpc-1615 61 7 glass glass NOUN dpc-1615 61 8 slide slide NOUN dpc-1615 61 9 and and CCONJ dpc-1615 61 10 digital digital ADJ dpc-1615 61 11 diagnoses diagnosis NOUN dpc-1615 61 12 . . PUNCT dpc-1615 62 1 pathologists pathologist NOUN dpc-1615 62 2 were be AUX dpc-1615 62 3 informed inform VERB dpc-1615 62 4 about about ADP dpc-1615 62 5 the the DET dpc-1615 62 6 patients patient NOUN dpc-1615 62 7 ’ ' PUNCT dpc-1615 62 8 age age NOUN dpc-1615 62 9 , , PUNCT dpc-1615 62 10 sex sex NOUN dpc-1615 62 11 , , PUNCT dpc-1615 62 12 and and CCONJ dpc-1615 62 13 basic basic ADJ dpc-1615 62 14 clinical clinical ADJ dpc-1615 62 15 details detail NOUN dpc-1615 62 16 , , PUNCT dpc-1615 62 17 present present ADJ dpc-1615 62 18 on on ADP dpc-1615 62 19 the the DET dpc-1615 62 20 pathology pathology NOUN dpc-1615 62 21 request request NOUN dpc-1615 62 22 form form NOUN dpc-1615 62 23 . . PUNCT dpc-1615 63 1 they they PRON dpc-1615 63 2 were be AUX dpc-1615 63 3 then then ADV dpc-1615 63 4 asked ask VERB dpc-1615 63 5 to to ADP dpc-1615 63 6 ( ( PUNCT dpc-1615 63 7 1 1 X dpc-1615 63 8 ) ) PUNCT dpc-1615 63 9 provide provide VERB dpc-1615 63 10 a a DET dpc-1615 63 11 one one NUM dpc-1615 63 12 - - PUNCT dpc-1615 63 13 line line NOUN dpc-1615 63 14 problematic problematic NOUN dpc-1615 63 15 . . PUNCT dpc-1615 64 1 we we PRON dpc-1615 64 2 propose propose VERB dpc-1615 64 3 a a DET dpc-1615 64 4 new new ADJ dpc-1615 64 5 management management NOUN dpc-1615 64 6 classification classification NOUN dpc-1615 64 7 scheme scheme NOUN dpc-1615 64 8 called call VERB dpc-1615 64 9 molem molem NOUN dpc-1615 64 10 ( ( PUNCT dpc-1615 64 11 management management NOUN dpc-1615 64 12 of of ADP dpc-1615 64 13 lesions lesion NOUN dpc-1615 64 14 excised excise VERB dpc-1615 64 15 to to PART dpc-1615 64 16 exclude exclude VERB dpc-1615 64 17 melanoma melanoma NOUN dpc-1615 64 18 ) ) PUNCT dpc-1615 64 19 which which PRON dpc-1615 64 20 expands expand VERB dpc-1615 64 21 the the DET dpc-1615 64 22 previously previously ADV dpc-1615 64 23 described describe VERB dpc-1615 64 24 mpath mpath NOUN dpc-1615 64 25 - - PUNCT dpc-1615 64 26 dx dx PROPN dpc-1615 64 27 to to PART dpc-1615 64 28 include include VERB dpc-1615 64 29 non non ADJ dpc-1615 64 30 - - ADJ dpc-1615 64 31 melanocytic melanocytic ADJ dpc-1615 64 32 lesions lesion NOUN dpc-1615 64 33 . . PUNCT dpc-1615 65 1 research research NOUN dpc-1615 65 2 | | ADV dpc-1615 65 3 dermatol dermatol ADJ dpc-1615 65 4 pract pract NOUN dpc-1615 65 5 concept concept NOUN dpc-1615 65 6 . . PUNCT dpc-1615 66 1 2021 2021 NUM dpc-1615 66 2 ; ; PUNCT dpc-1615 66 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 66 4 3 3 NUM dpc-1615 66 5 diagnosis diagnosis NOUN dpc-1615 66 6 , , PUNCT dpc-1615 66 7 and and CCONJ dpc-1615 66 8 ( ( PUNCT dpc-1615 66 9 2 2 X dpc-1615 66 10 ) ) PUNCT dpc-1615 66 11 assign assign VERB dpc-1615 66 12 a a DET dpc-1615 66 13 risk risk NOUN dpc-1615 66 14 class class NOUN dpc-1615 66 15 according accord VERB dpc-1615 66 16 to to ADP dpc-1615 66 17 what what PRON dpc-1615 66 18 we we PRON dpc-1615 66 19 term term VERB dpc-1615 66 20 molem molem NOUN dpc-1615 66 21 ( ( PUNCT dpc-1615 66 22 management management NOUN dpc-1615 66 23 of of ADP dpc-1615 66 24 lesions lesion NOUN dpc-1615 66 25 to to PART dpc-1615 66 26 exclude exclude VERB dpc-1615 66 27 melanoma melanoma NOUN dpc-1615 66 28 ) ) PUNCT dpc-1615 66 29 ( ( PUNCT dpc-1615 66 30 table table NOUN dpc-1615 66 31 1 1 NUM dpc-1615 66 32 ) ) PUNCT dpc-1615 66 33 . . PUNCT dpc-1615 67 1 the the DET dpc-1615 67 2 molem molem NOUN dpc-1615 67 3 schema schema NOUN dpc-1615 67 4 was be AUX dpc-1615 67 5 adapted adapt VERB dpc-1615 67 6 from from ADP dpc-1615 67 7 the the DET dpc-1615 67 8 mpath mpath NOUN dpc-1615 67 9 - - PUNCT dpc-1615 67 10 dx dx NOUN dpc-1615 67 11 classification classification NOUN dpc-1615 67 12 [ [ X dpc-1615 67 13 5 5 NUM dpc-1615 67 14 ] ] PUNCT dpc-1615 67 15 . . PUNCT dpc-1615 68 1 the the DET dpc-1615 68 2 slides slide NOUN dpc-1615 68 3 presented present VERB dpc-1615 68 4 for for ADP dpc-1615 68 5 each each DET dpc-1615 68 6 case case NOUN dpc-1615 68 7 were be AUX dpc-1615 68 8 taken take VERB dpc-1615 68 9 as as ADP dpc-1615 68 10 representative representative NOUN dpc-1615 68 11 of of ADP dpc-1615 68 12 the the DET dpc-1615 68 13 lesion lesion NOUN dpc-1615 68 14 including include VERB dpc-1615 68 15 the the DET dpc-1615 68 16 assumption assumption NOUN dpc-1615 68 17 that that SCONJ dpc-1615 68 18 the the DET dpc-1615 68 19 lesion lesion NOUN dpc-1615 68 20 went go VERB dpc-1615 68 21 to to ADP dpc-1615 68 22 the the DET dpc-1615 68 23 margins margin NOUN dpc-1615 68 24 of of ADP dpc-1615 68 25 the the DET dpc-1615 68 26 excision excision NOUN dpc-1615 68 27 . . PUNCT dpc-1615 69 1 the the DET dpc-1615 69 2 lesion lesion NOUN dpc-1615 69 3 diagnoses diagnosis NOUN dpc-1615 69 4 fell fall VERB dpc-1615 69 5 within within ADP dpc-1615 69 6 molem molem NOUN dpc-1615 69 7 classes class NOUN dpc-1615 69 8 i i PRON dpc-1615 69 9 ( ( PUNCT dpc-1615 69 10 benign benign ADJ dpc-1615 69 11 ) ) PUNCT dpc-1615 69 12 and and CCONJ dpc-1615 69 13 v v NOUN dpc-1615 69 14 ( ( PUNCT dpc-1615 69 15 malignant malignant ADJ dpc-1615 69 16 ) ) PUNCT dpc-1615 69 17 . . PUNCT dpc-1615 70 1 the the DET dpc-1615 70 2 majority majority NOUN dpc-1615 70 3 molem molem NOUN dpc-1615 70 4 class class NOUN dpc-1615 70 5 diagnosis diagnosis NOUN dpc-1615 70 6 was be AUX dpc-1615 70 7 taken take VERB dpc-1615 70 8 as as ADP dpc-1615 70 9 reference reference NOUN dpc-1615 70 10 standard standard NOUN dpc-1615 70 11 in in ADP dpc-1615 70 12 terms term NOUN dpc-1615 70 13 of of ADP dpc-1615 70 14 benign benign ADJ dpc-1615 70 15 versus versus ADP dpc-1615 70 16 malignant malignant ADJ dpc-1615 70 17 . . PUNCT dpc-1615 71 1 if if SCONJ dpc-1615 71 2 there there PRON dpc-1615 71 3 was be VERB dpc-1615 71 4 a a DET dpc-1615 71 5 tie tie NOUN dpc-1615 71 6 in in ADP dpc-1615 71 7 the the DET dpc-1615 71 8 majority majority NOUN dpc-1615 71 9 molem molem NOUN dpc-1615 71 10 diagnostic diagnostic ADJ dpc-1615 71 11 class class NOUN dpc-1615 71 12 , , PUNCT dpc-1615 71 13 the the DET dpc-1615 71 14 malignant malignant ADJ dpc-1615 71 15 class class NOUN dpc-1615 71 16 was be AUX dpc-1615 71 17 assumed assume VERB dpc-1615 71 18 to to PART dpc-1615 71 19 be be AUX dpc-1615 71 20 the the DET dpc-1615 71 21 gold gold ADJ dpc-1615 71 22 standard standard NOUN dpc-1615 71 23 . . PUNCT dpc-1615 72 1 slide slide NOUN dpc-1615 72 2 scanning scanning NOUN dpc-1615 72 3 and and CCONJ dpc-1615 72 4 raw raw ADJ dpc-1615 72 5 data data NOUN dpc-1615 72 6 slide slide NOUN dpc-1615 72 7 scanning scanning NOUN dpc-1615 72 8 with with ADP dpc-1615 72 9 a a DET dpc-1615 72 10 leica leica NOUN dpc-1615 72 11 at-2 at-2 PART dpc-1615 72 12 scanner scanner NOUN dpc-1615 72 13 ( ( PUNCT dpc-1615 72 14 magnification magnification NOUN dpc-1615 72 15 x x NOUN dpc-1615 72 16 40 40 NUM dpc-1615 72 17 ) ) PUNCT dpc-1615 72 18 and and CCONJ dpc-1615 72 19 digital digital ADJ dpc-1615 72 20 slides slide NOUN dpc-1615 72 21 were be AUX dpc-1615 72 22 uploaded upload VERB dpc-1615 72 23 to to PART dpc-1615 72 24 pathpresenter pathpresenter VERB dpc-1615 72 25 digital digital ADJ dpc-1615 72 26 slide slide NOUN dpc-1615 72 27 presentation presentation NOUN dpc-1615 72 28 platform platform NOUN dpc-1615 72 29 for for ADP dpc-1615 72 30 those those DET dpc-1615 72 31 pathologists pathologist NOUN dpc-1615 72 32 who who PRON dpc-1615 72 33 were be AUX dpc-1615 72 34 assigned assign VERB dpc-1615 72 35 to to PART dpc-1615 72 36 review review VERB dpc-1615 72 37 the the DET dpc-1615 72 38 digital digital ADJ dpc-1615 72 39 slides slide NOUN dpc-1615 72 40 . . PUNCT dpc-1615 73 1 statistical statistical ADJ dpc-1615 73 2 analysis analysis NOUN dpc-1615 73 3 statistical statistical ADJ dpc-1615 73 4 analysis analysis NOUN dpc-1615 73 5 was be AUX dpc-1615 73 6 conducted conduct VERB dpc-1615 73 7 using use VERB dpc-1615 73 8 microsoft microsoft PROPN dpc-1615 73 9 excel excel PROPN dpc-1615 73 10 2016 2016 NUM dpc-1615 73 11 and and CCONJ dpc-1615 73 12 graphpad graphpad NOUN dpc-1615 73 13 prism prism NOUN dpc-1615 73 14 v7.03 v7.03 PROPN dpc-1615 73 15 . . PUNCT dpc-1615 73 16 results result VERB dpc-1615 73 17 a a DET dpc-1615 73 18 total total NOUN dpc-1615 73 19 of of ADP dpc-1615 73 20 217 217 NUM dpc-1615 73 21 lesions lesion NOUN dpc-1615 73 22 from from ADP dpc-1615 73 23 198 198 NUM dpc-1615 73 24 patients patient NOUN dpc-1615 73 25 were be AUX dpc-1615 73 26 biopsied biopsie VERB dpc-1615 73 27 to to PART dpc-1615 73 28 exclude exclude VERB dpc-1615 73 29 melanoma melanoma NOUN dpc-1615 73 30 . . PUNCT dpc-1615 74 1 within within ADP dpc-1615 74 2 that that DET dpc-1615 74 3 biopsy biopsy NOUN dpc-1615 74 4 pool pool NOUN dpc-1615 74 5 44 44 NUM dpc-1615 74 6 lesions lesion NOUN dpc-1615 74 7 from from ADP dpc-1615 74 8 44 44 NUM dpc-1615 74 9 patients patient NOUN dpc-1615 74 10 were be AUX dpc-1615 74 11 non non ADJ dpc-1615 74 12 - - ADJ dpc-1615 74 13 melanocytic melanocytic ADJ dpc-1615 74 14 . . PUNCT dpc-1615 75 1 the the DET dpc-1615 75 2 average average ADJ dpc-1615 75 3 age age NOUN dpc-1615 75 4 of of ADP dpc-1615 75 5 the the DET dpc-1615 75 6 patients patient NOUN dpc-1615 75 7 was be AUX dpc-1615 75 8 67 67 NUM dpc-1615 75 9 years year NOUN dpc-1615 75 10 , , PUNCT dpc-1615 75 11 there there PRON dpc-1615 75 12 were be VERB dpc-1615 75 13 20 20 NUM dpc-1615 75 14 male male ADJ dpc-1615 75 15 and and CCONJ dpc-1615 75 16 24 24 NUM dpc-1615 75 17 female female ADJ dpc-1615 75 18 patients patient NOUN dpc-1615 75 19 . . PUNCT dpc-1615 76 1 one one NUM dpc-1615 76 2 case case NOUN dpc-1615 76 3 was be AUX dpc-1615 76 4 thought think VERB dpc-1615 76 5 , , PUNCT dpc-1615 76 6 by by ADP dpc-1615 76 7 just just ADV dpc-1615 76 8 one one NUM dpc-1615 76 9 pathologist pathologist NOUN dpc-1615 76 10 , , PUNCT dpc-1615 76 11 to to PART dpc-1615 76 12 be be AUX dpc-1615 76 13 melanocytic melanocytic ADJ dpc-1615 76 14 in in ADP dpc-1615 76 15 origin origin NOUN dpc-1615 76 16 and and CCONJ dpc-1615 76 17 was be AUX dpc-1615 76 18 included include VERB dpc-1615 76 19 in in ADP dpc-1615 76 20 this this DET dpc-1615 76 21 study study NOUN dpc-1615 76 22 . . PUNCT dpc-1615 77 1 we we PRON dpc-1615 77 2 included include VERB dpc-1615 77 3 ls ls PROPN dpc-1615 77 4 in in ADP dpc-1615 77 5 the the DET dpc-1615 77 6 non non ADJ dpc-1615 77 7 - - ADJ dpc-1615 77 8 melanocytic melanocytic ADJ dpc-1615 77 9 lesions lesion NOUN dpc-1615 77 10 . . PUNCT dpc-1615 78 1 details detail NOUN dpc-1615 78 2 concerning concern VERB dpc-1615 78 3 the the DET dpc-1615 78 4 site site NOUN dpc-1615 78 5 of of ADP dpc-1615 78 6 the the DET dpc-1615 78 7 lesion lesion NOUN dpc-1615 78 8 , , PUNCT dpc-1615 78 9 patients patient NOUN dpc-1615 78 10 ’ ' PUNCT dpc-1615 78 11 age age NOUN dpc-1615 78 12 , , PUNCT dpc-1615 78 13 and and CCONJ dpc-1615 78 14 the the DET dpc-1615 78 15 final final ADJ dpc-1615 78 16 diagnosis diagnosis NOUN dpc-1615 78 17 made make VERB dpc-1615 78 18 by by ADP dpc-1615 78 19 the the DET dpc-1615 78 20 5 5 NUM dpc-1615 78 21 pathologists pathologist NOUN dpc-1615 78 22 for for ADP dpc-1615 78 23 all all DET dpc-1615 78 24 examined examine VERB dpc-1615 78 25 lesions lesion NOUN dpc-1615 78 26 , , PUNCT dpc-1615 78 27 are be AUX dpc-1615 78 28 listed list VERB dpc-1615 78 29 in in ADP dpc-1615 78 30 table table NOUN dpc-1615 78 31 2 2 NUM dpc-1615 78 32 . . PUNCT dpc-1615 79 1 diagnoses diagnosis NOUN dpc-1615 79 2 included include VERB dpc-1615 79 3 sk sk NOUN dpc-1615 79 4 or or CCONJ dpc-1615 79 5 a a DET dpc-1615 79 6 variant variant NOUN dpc-1615 79 7 of of ADP dpc-1615 79 8 sk sk PROPN dpc-1615 79 9 , , PUNCT dpc-1615 79 10 ak ak PROPN dpc-1615 79 11 , , PUNCT dpc-1615 79 12 pigmented pigmented ADJ dpc-1615 79 13 ak ak PROPN dpc-1615 79 14 , , PUNCT dpc-1615 79 15 iscc iscc PROPN dpc-1615 79 16 , , PUNCT dpc-1615 79 17 lca lca PROPN dpc-1615 79 18 , , PUNCT dpc-1615 79 19 sl sl INTJ dpc-1615 79 20 , , PUNCT dpc-1615 79 21 ls ls ADJ dpc-1615 79 22 , , PUNCT dpc-1615 79 23 and and CCONJ dpc-1615 79 24 lplk lplk ADJ dpc-1615 79 25 . . PUNCT dpc-1615 80 1 cysts cyst NOUN dpc-1615 80 2 , , PUNCT dpc-1615 80 3 bcc bcc PROPN dpc-1615 80 4 , , PUNCT dpc-1615 80 5 a a DET dpc-1615 80 6 dermatofibroma dermatofibroma NOUN dpc-1615 80 7 , , PUNCT dpc-1615 80 8 and and CCONJ dpc-1615 80 9 an an DET dpc-1615 80 10 angioma angioma NOUN dpc-1615 80 11 were be AUX dpc-1615 80 12 also also ADV dpc-1615 80 13 included include VERB dpc-1615 80 14 . . PUNCT dpc-1615 81 1 there there PRON dpc-1615 81 2 was be VERB dpc-1615 81 3 marked mark VERB dpc-1615 81 4 variation variation NOUN dpc-1615 81 5 in in ADP dpc-1615 81 6 the the DET dpc-1615 81 7 diagnostic diagnostic ADJ dpc-1615 81 8 terminology terminology NOUN dpc-1615 81 9 used use VERB dpc-1615 81 10 by by ADP dpc-1615 81 11 the the DET dpc-1615 81 12 pathologists pathologist NOUN dpc-1615 81 13 . . PUNCT dpc-1615 82 1 discrepant discrepant PROPN dpc-1615 82 2 diagnoses diagnosis NOUN dpc-1615 82 3 ( ( PUNCT dpc-1615 82 4 benign benign ADJ dpc-1615 82 5 versus versus ADP dpc-1615 82 6 malignant malignant ADJ dpc-1615 82 7 ) ) PUNCT dpc-1615 82 8 are be AUX dpc-1615 82 9 highlighted highlight VERB dpc-1615 82 10 in in ADP dpc-1615 82 11 red red ADJ dpc-1615 82 12 ( ( PUNCT dpc-1615 82 13 table table NOUN dpc-1615 82 14 2 2 NUM dpc-1615 82 15 ) ) PUNCT dpc-1615 82 16 . . PUNCT dpc-1615 83 1 pathologists pathologist NOUN dpc-1615 83 2 gave give VERB dpc-1615 83 3 219 219 NUM dpc-1615 83 4 interpretations interpretation NOUN dpc-1615 83 5 in in ADP dpc-1615 83 6 total total NOUN dpc-1615 83 7 ( ( PUNCT dpc-1615 83 8 44 44 NUM dpc-1615 83 9 lesions lesion NOUN dpc-1615 83 10 x x SYM dpc-1615 83 11 5 5 NUM dpc-1615 83 12 pathologists pathologist NOUN dpc-1615 83 13 ) ) PUNCT dpc-1615 83 14 . . PUNCT dpc-1615 84 1 one one NUM dpc-1615 84 2 pathologist pathologist NOUN dpc-1615 84 3 did do AUX dpc-1615 84 4 not not PART dpc-1615 84 5 report report VERB dpc-1615 84 6 one one NUM dpc-1615 84 7 case case NOUN dpc-1615 84 8 . . PUNCT dpc-1615 85 1 the the DET dpc-1615 85 2 7 7 NUM dpc-1615 85 3 cases case NOUN dpc-1615 85 4 that that PRON dpc-1615 85 5 were be AUX dpc-1615 85 6 bcc bcc PROPN dpc-1615 85 7 , , PUNCT dpc-1615 85 8 cysts cyst NOUN dpc-1615 85 9 , , PUNCT dpc-1615 85 10 df df PROPN dpc-1615 85 11 , , PUNCT dpc-1615 85 12 and and CCONJ dpc-1615 85 13 the the DET dpc-1615 85 14 angioma angioma NOUN dpc-1615 85 15 had have VERB dpc-1615 85 16 no no DET dpc-1615 85 17 discrepant discrepant NOUN dpc-1615 85 18 diagnoses diagnosis NOUN dpc-1615 85 19 . . PUNCT dpc-1615 86 1 of of ADP dpc-1615 86 2 the the DET dpc-1615 86 3 other other ADJ dpc-1615 86 4 37 37 NUM dpc-1615 86 5 cases case NOUN dpc-1615 86 6 , , PUNCT dpc-1615 86 7 12 12 NUM dpc-1615 86 8 ( ( PUNCT dpc-1615 86 9 32 32 NUM dpc-1615 86 10 % % NOUN dpc-1615 86 11 ) ) PUNCT dpc-1615 86 12 received receive VERB dpc-1615 86 13 essentially essentially ADV dpc-1615 86 14 the the DET dpc-1615 86 15 same same ADJ dpc-1615 86 16 diagnosis diagnosis NOUN dpc-1615 86 17 from from ADP dpc-1615 86 18 all all DET dpc-1615 86 19 pathologists pathologist NOUN dpc-1615 86 20 but but CCONJ dpc-1615 86 21 with with ADP dpc-1615 86 22 a a DET dpc-1615 86 23 slightly slightly ADV dpc-1615 86 24 different different ADJ dpc-1615 86 25 table table NOUN dpc-1615 86 26 1 1 NUM dpc-1615 86 27 . . PUNCT dpc-1615 86 28 molem molem NOUN dpc-1615 86 29 reporting reporting NOUN dpc-1615 86 30 schema schema NOUN dpc-1615 86 31 for for ADP dpc-1615 86 32 skin skin NOUN dpc-1615 86 33 lesions lesion NOUN dpc-1615 86 34 ’ ' PUNCT dpc-1615 86 35 classification classification NOUN dpc-1615 86 36 into into ADP dpc-1615 86 37 5 5 NUM dpc-1615 86 38 classes class NOUN dpc-1615 86 39 . . PUNCT dpc-1615 87 1 molem molem NOUN dpc-1615 87 2 class class PROPN dpc-1615 87 3 suggested suggest VERB dpc-1615 87 4 management management NOUN dpc-1615 87 5 examples example NOUN dpc-1615 88 1 i i PRON dpc-1615 88 2 no no PRON dpc-1615 88 3 further further ADJ dpc-1615 88 4 treatment treatment NOUN dpc-1615 88 5 or or CCONJ dpc-1615 88 6 topical topical ADJ dpc-1615 88 7 benign benign ADJ dpc-1615 88 8 naevus naevus NOUN dpc-1615 88 9 , , PUNCT dpc-1615 88 10 low low ADJ dpc-1615 88 11 grade grade NOUN dpc-1615 88 12 atypia atypia PROPN dpc-1615 88 13 , , PUNCT dpc-1615 88 14 seborrheic seborrheic ADJ dpc-1615 88 15 keratosis keratosis NOUN dpc-1615 88 16 , , PUNCT dpc-1615 88 17 lichenoid lichenoid PROPN dpc-1615 88 18 keratosis keratosis NOUN dpc-1615 88 19 , , PUNCT dpc-1615 88 20 cyst cyst NOUN dpc-1615 88 21 , , PUNCT dpc-1615 88 22 dermatofibroma dermatofibroma ADJ dpc-1615 88 23 , , PUNCT dpc-1615 88 24 large large ADJ dpc-1615 88 25 cell cell NOUN dpc-1615 88 26 acanthoma acanthoma PROPN dpc-1615 88 27 ii ii PROPN dpc-1615 88 28 narrow narrow ADJ dpc-1615 88 29 but but CCONJ dpc-1615 88 30 complete complete ADJ dpc-1615 88 31 excision excision NOUN dpc-1615 88 32 < < X dpc-1615 88 33 5 5 NUM dpc-1615 88 34 mm mm INTJ dpc-1615 88 35 moderately moderately ADV dpc-1615 88 36 atypical atypical ADJ dpc-1615 88 37 naevus naevus NOUN dpc-1615 88 38 , , PUNCT dpc-1615 88 39 spitz spitz PROPN dpc-1615 88 40 iii iii NUM dpc-1615 88 41 complete complete ADJ dpc-1615 88 42 excision excision NOUN dpc-1615 88 43 with with ADP dpc-1615 88 44 > > X dpc-1615 88 45 5 5 NUM dpc-1615 88 46 mm mm NOUN dpc-1615 88 47 but but CCONJ dpc-1615 88 48 < < X dpc-1615 88 49 10 10 NUM dpc-1615 88 50 mm mm NOUN dpc-1615 88 51 margins margin NOUN dpc-1615 88 52 melanoma melanoma NOUN dpc-1615 88 53 in in ADP dpc-1615 88 54 situ situ NOUN dpc-1615 88 55 , , PUNCT dpc-1615 88 56 severely severely ADV dpc-1615 88 57 atypical atypical ADJ dpc-1615 88 58 naevus naevus NOUN dpc-1615 88 59 iv iv NUM dpc-1615 88 60 complete complete ADJ dpc-1615 88 61 excision excision NOUN dpc-1615 88 62 with with ADP dpc-1615 88 63 > > X dpc-1615 88 64 10 10 NUM dpc-1615 88 65 mm mm NOUN dpc-1615 88 66 margins margin NOUN dpc-1615 88 67 invasive invasive ADJ dpc-1615 88 68 melanoma melanoma NOUN dpc-1615 88 69 v v ADP dpc-1615 88 70 non non ADJ dpc-1615 88 71 - - ADJ dpc-1615 88 72 melanoma melanoma ADJ dpc-1615 88 73 skin skin NOUN dpc-1615 88 74 cancer cancer NOUN dpc-1615 88 75 management management NOUN dpc-1615 88 76 , , PUNCT dpc-1615 88 77 possibly possibly ADV dpc-1615 88 78 including include VERB dpc-1615 88 79 complete complete ADJ dpc-1615 88 80 excision excision NOUN dpc-1615 88 81 basal basal NOUN dpc-1615 88 82 cell cell NOUN dpc-1615 88 83 carcinoma carcinoma NOUN dpc-1615 88 84 , , PUNCT dpc-1615 88 85 in in ADP dpc-1615 88 86 situ situ ADJ dpc-1615 88 87 and and CCONJ dpc-1615 88 88 invasive invasive ADJ dpc-1615 88 89 squamous squamous ADJ dpc-1615 88 90 cell cell NOUN dpc-1615 88 91 carcinoma carcinoma NOUN dpc-1615 88 92 table table NOUN dpc-1615 88 93 2 2 NUM dpc-1615 88 94 . . PUNCT dpc-1615 88 95 pathologists pathologist NOUN dpc-1615 88 96 ’ ' PUNCT dpc-1615 88 97 diagnoses diagnosis NOUN dpc-1615 88 98 for for ADP dpc-1615 88 99 the the DET dpc-1615 88 100 44 44 NUM dpc-1615 88 101 cases case NOUN dpc-1615 88 102 . . PUNCT dpc-1615 89 1 case case NOUN dpc-1615 89 2 p1 p1 PROPN dpc-1615 89 3 p2 p2 PROPN dpc-1615 89 4 p3 p3 PROPN dpc-1615 89 5 p4 p4 ADJ dpc-1615 89 6 p5 p5 ADJ dpc-1615 89 7 majority majority NOUN dpc-1615 89 8 class class NOUN dpc-1615 89 9 1 1 NUM dpc-1615 90 1 sl sl NOUN dpc-1615 90 2 ls ls INTJ dpc-1615 91 1 sl sl INTJ dpc-1615 91 2 sl sl INTJ dpc-1615 91 3 sl sl NUM dpc-1615 91 4 1 1 NUM dpc-1615 91 5 2 2 NUM dpc-1615 92 1 pak pak NOUN dpc-1615 92 2 pak pak NOUN dpc-1615 92 3 sl sl INTJ dpc-1615 92 4 and and CCONJ dpc-1615 92 5 sk sk PROPN dpc-1615 92 6 lca lca PROPN dpc-1615 92 7 , , PUNCT dpc-1615 92 8 ak ak PROPN dpc-1615 92 9 and and CCONJ dpc-1615 92 10 iscc iscc PROPN dpc-1615 92 11 iscc iscc PROPN dpc-1615 92 12 epidermolytic epidermolytic PROPN dpc-1615 92 13 hk hk PROPN dpc-1615 92 14 1 1 NUM dpc-1615 92 15 3 3 NUM dpc-1615 92 16 sl sl NOUN dpc-1615 92 17 sl sl NOUN dpc-1615 92 18 / / SYM dpc-1615 92 19 early early ADV dpc-1615 92 20 sk sk INTJ dpc-1615 93 1 sl sl INTJ dpc-1615 93 2 sl sl INTJ dpc-1615 93 3 sk sk INTJ dpc-1615 93 4 1 1 NUM dpc-1615 93 5 4 4 NUM dpc-1615 93 6 pig pig NOUN dpc-1615 93 7 iscc iscc NOUN dpc-1615 93 8 arising arise VERB dpc-1615 93 9 in in ADP dpc-1615 93 10 sk sk NOUN dpc-1615 93 11 sk sk NOUN dpc-1615 93 12 , , PUNCT dpc-1615 93 13 macular macular ADJ dpc-1615 93 14 , , PUNCT dpc-1615 93 15 heavily heavily ADV dpc-1615 93 16 igmented igmente VERB dpc-1615 93 17 sk sk NOUN dpc-1615 93 18 , , PUNCT dpc-1615 93 19 inflamed inflame VERB dpc-1615 93 20 sk sk X dpc-1615 93 21 sk sk PROPN dpc-1615 93 22 1 1 NUM dpc-1615 93 23 5 5 NUM dpc-1615 93 24 pig pig NOUN dpc-1615 93 25 iscc iscc NOUN dpc-1615 93 26 , , PUNCT dpc-1615 93 27 ak ak PROPN dpc-1615 93 28 ak ak PROPN dpc-1615 93 29 with with ADP dpc-1615 93 30 adnexal adnexal PROPN dpc-1615 93 31 extension extension NOUN dpc-1615 93 32 , , PUNCT dpc-1615 93 33 pigmented pigment VERB dpc-1615 93 34 pak pak PROPN dpc-1615 93 35 iscc iscc PROPN dpc-1615 93 36 pak pak PROPN dpc-1615 93 37 , , PUNCT dpc-1615 93 38 focal focal ADJ dpc-1615 93 39 iscc iscc NOUN dpc-1615 93 40 5 5 NUM dpc-1615 93 41 6 6 NUM dpc-1615 93 42 pig pig NOUN dpc-1615 93 43 flat flat ADJ dpc-1615 93 44 sk sk ADP dpc-1615 93 45 / / SYM dpc-1615 93 46 lca lca PROPN dpc-1615 93 47 sl sl PROPN dpc-1615 93 48 / / SYM dpc-1615 93 49 early early ADJ dpc-1615 93 50 sk sk ADP dpc-1615 93 51 sl sl INTJ dpc-1615 93 52 / / SYM dpc-1615 93 53 early early ADV dpc-1615 93 54 sk sk ADP dpc-1615 93 55 lca lca PROPN dpc-1615 93 56 sk sk VERB dpc-1615 93 57 1 1 NUM dpc-1615 93 58 7 7 NUM dpc-1615 93 59 pig pig NOUN dpc-1615 93 60 iscc iscc PROPN dpc-1615 93 61     SPACE dpc-1615 93 62 pig pig NOUN dpc-1615 93 63 iscc iscc PROPN dpc-1615 93 64 iscc iscc PROPN dpc-1615 93 65 iscc iscc VERB dpc-1615 93 66 5 5 NUM dpc-1615 93 67 table table NOUN dpc-1615 93 68 2 2 NUM dpc-1615 93 69 continues continue VERB dpc-1615 93 70 4 4 NUM dpc-1615 93 71 research research NOUN dpc-1615 93 72 | | ADV dpc-1615 93 73 dermatol dermatol ADJ dpc-1615 93 74 pract pract NOUN dpc-1615 93 75 concept concept NOUN dpc-1615 93 76 . . PUNCT dpc-1615 94 1 2021 2021 NUM dpc-1615 94 2 ; ; PUNCT dpc-1615 94 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 94 4 case case NOUN dpc-1615 94 5 p1 p1 NOUN dpc-1615 94 6 p2 p2 PROPN dpc-1615 94 7 p3 p3 PROPN dpc-1615 94 8 p4 p4 ADJ dpc-1615 94 9 p5 p5 ADJ dpc-1615 94 10 majority majority NOUN dpc-1615 94 11 class class NOUN dpc-1615 94 12 8 8 NUM dpc-1615 94 13 sl sl NOUN dpc-1615 94 14 with with ADP dpc-1615 94 15 lichenoid lichenoid PROPN dpc-1615 94 16 regression regression NOUN dpc-1615 94 17 macular macular NOUN dpc-1615 94 18 sk sk INTJ dpc-1615 94 19 sl sl INTJ dpc-1615 94 20 / / SYM dpc-1615 94 21 early early ADJ dpc-1615 94 22 sk sk NOUN dpc-1615 94 23 , , PUNCT dpc-1615 94 24 inflamed inflame VERB dpc-1615 94 25 ( ( PUNCT dpc-1615 94 26 early early ADJ dpc-1615 94 27 lplk lplk PROPN dpc-1615 94 28 ) ) PUNCT dpc-1615 94 29 sl sl PROPN dpc-1615 94 30 , , PUNCT dpc-1615 94 31 lplk lplk X dpc-1615 94 32 sk sk VERB dpc-1615 94 33 1 1 NUM dpc-1615 94 34 9 9 NUM dpc-1615 94 35 sl sl NOUN dpc-1615 94 36 / / SYM dpc-1615 94 37 flat flat ADJ dpc-1615 94 38 sk sk ADP dpc-1615 94 39 wth wth NOUN dpc-1615 94 40 lichenoid lichenoid PROPN dpc-1615 94 41 regression regression NOUN dpc-1615 94 42 sk sk ADP dpc-1615 94 43 , , PUNCT dpc-1615 94 44 macular macular ADJ dpc-1615 94 45 , , PUNCT dpc-1615 94 46 heavily heavily ADV dpc-1615 94 47 pigmented pigment VERB dpc-1615 94 48 sl sl INTJ dpc-1615 94 49 / / SYM dpc-1615 94 50 early early ADJ dpc-1615 94 51 sk sk NOUN dpc-1615 94 52 , , PUNCT dpc-1615 94 53 inflamed inflame VERB dpc-1615 94 54 ak ak PROPN dpc-1615 94 55 , , PUNCT dpc-1615 94 56 sl sl INTJ dpc-1615 94 57 , , PUNCT dpc-1615 94 58 lplk lplk PROPN dpc-1615 94 59 sl sl PROPN dpc-1615 94 60 / / SYM dpc-1615 94 61 sk sk PROPN dpc-1615 94 62 1 1 NUM dpc-1615 94 63 10 10 NUM dpc-1615 94 64 sl sl NOUN dpc-1615 94 65 , , PUNCT dpc-1615 94 66 changes change NOUN dpc-1615 94 67 of of ADP dpc-1615 94 68 regression regression NOUN dpc-1615 94 69 , , PUNCT dpc-1615 94 70 possible possible ADJ dpc-1615 94 71 lplk lplk PROPN dpc-1615 94 72 sl sl INTJ dpc-1615 94 73 lk lk NOUN dpc-1615 94 74 lk lk PROPN dpc-1615 94 75 post post NOUN dpc-1615 94 76 inflamatory inflamatory ADJ dpc-1615 94 77 pigmentation pigmentation NOUN dpc-1615 94 78 1 1 NUM dpc-1615 94 79 11 11 NUM dpc-1615 95 1 sl sl NOUN dpc-1615 95 2 sk sk NOUN dpc-1615 95 3 , , PUNCT dpc-1615 95 4 macular macular ADJ dpc-1615 95 5 heavily heavily ADV dpc-1615 95 6 pig pig NOUN dpc-1615 95 7 sl sl INTJ dpc-1615 96 1 sl sl INTJ dpc-1615 96 2 sl sl NUM dpc-1615 96 3 1 1 NUM dpc-1615 96 4 12 12 NUM dpc-1615 96 5 pig pig NOUN dpc-1615 96 6 sk sk ADP dpc-1615 96 7 sk sk ADP dpc-1615 96 8 sl sl PROPN dpc-1615 96 9 , , PUNCT dpc-1615 96 10 ak ak PROPN dpc-1615 96 11 sl sl PROPN dpc-1615 96 12 , , PUNCT dpc-1615 96 13 pak pak NOUN dpc-1615 96 14 sk sk VERB dpc-1615 96 15 1 1 NUM dpc-1615 96 16 13 13 NUM dpc-1615 96 17 pig pig NOUN dpc-1615 96 18 early early ADV dpc-1615 96 19 iscc iscc NOUN dpc-1615 96 20 with with ADP dpc-1615 96 21 erosion erosion NOUN dpc-1615 97 1 , , PUNCT dpc-1615 97 2 lichenoid lichenoid PROPN dpc-1615 97 3 inflamation inflamation NOUN dpc-1615 97 4 lplk lplk PROPN dpc-1615 97 5 lplk lplk PROPN dpc-1615 97 6 lplk lplk PROPN dpc-1615 97 7 sk sk VERB dpc-1615 97 8 1 1 NUM dpc-1615 97 9 14 14 NUM dpc-1615 97 10 sl sl INTJ dpc-1615 97 11 sl sl NUM dpc-1615 97 12 sl sl INTJ dpc-1615 97 13 , , PUNCT dpc-1615 97 14 inflamed inflame VERB dpc-1615 97 15 sl sl NUM dpc-1615 97 16 ephelis epheli NOUN dpc-1615 97 17 , , PUNCT dpc-1615 97 18 sl sl PROPN dpc-1615 97 19 1 1 NUM dpc-1615 97 20 15 15 NUM dpc-1615 98 1 sl sl NOUN dpc-1615 98 2 sl sl INTJ dpc-1615 98 3 pak pak NOUN dpc-1615 99 1 sl sl INTJ dpc-1615 99 2 sk sk INTJ dpc-1615 99 3 1 1 NUM dpc-1615 99 4 16 16 NUM dpc-1615 99 5 sk sk INTJ dpc-1615 99 6 sk sk NOUN dpc-1615 99 7 , , PUNCT dpc-1615 99 8 pig pig NOUN dpc-1615 99 9 sk sk VERB dpc-1615 99 10 sk sk ADP dpc-1615 99 11 sk sk PROPN dpc-1615 99 12 1 1 NUM dpc-1615 99 13 17 17 NUM dpc-1615 99 14 favour favour NOUN dpc-1615 99 15 irritated irritated ADJ dpc-1615 99 16 flat flat ADJ dpc-1615 99 17 sk sk NOUN dpc-1615 99 18 ls ls PROPN dpc-1615 99 19 with with ADP dpc-1615 99 20 underlying underlie VERB dpc-1615 99 21 stasis stasis NOUN dpc-1615 99 22 sl sl NOUN dpc-1615 99 23 / / SYM dpc-1615 99 24 early early ADV dpc-1615 99 25 sk sk ADP dpc-1615 99 26 lca lca PROPN dpc-1615 99 27 lk lk PROPN dpc-1615 99 28 1 1 NUM dpc-1615 99 29 18 18 NUM dpc-1615 99 30 iscc iscc NOUN dpc-1615 99 31 arising arise VERB dpc-1615 99 32 in in ADP dpc-1615 99 33 sk sk NOUN dpc-1615 99 34 sk sk NOUN dpc-1615 99 35 , , PUNCT dpc-1615 99 36 pigmented pigment VERB dpc-1615 99 37 favour favour NOUN dpc-1615 99 38 clonal clonal ADJ dpc-1615 99 39 sk sk NOUN dpc-1615 99 40 over over ADP dpc-1615 99 41 iscc iscc PROPN dpc-1615 99 42 sk sk X dpc-1615 99 43 sk sk PROPN dpc-1615 99 44 1 1 NUM dpc-1615 99 45 19 19 NUM dpc-1615 99 46 pak pak NOUN dpc-1615 99 47 , , PUNCT dpc-1615 99 48 early early ADV dpc-1615 99 49 iscc iscc PROPN dpc-1615 99 50 pak pak PROPN dpc-1615 99 51 pak pak PROPN dpc-1615 99 52 , , PUNCT dpc-1615 99 53 inflamed inflame VERB dpc-1615 99 54 pak pak PROPN dpc-1615 99 55 pak pak PROPN dpc-1615 99 56 1 1 NUM dpc-1615 99 57 20 20 NUM dpc-1615 99 58 pak pak PROPN dpc-1615 99 59 pak pak PROPN dpc-1615 99 60 pak pak PROPN dpc-1615 99 61 pak pak PROPN dpc-1615 99 62 ak ak PROPN dpc-1615 99 63 1 1 NUM dpc-1615 99 64 21 21 NUM dpc-1615 99 65 pak pak PROPN dpc-1615 99 66 and and CCONJ dpc-1615 99 67 al al PROPN dpc-1615 99 68 pak pak PROPN dpc-1615 99 69 , , PUNCT dpc-1615 99 70 hypertrophic hypertrophic PROPN dpc-1615 99 71 pak pak PROPN dpc-1615 99 72 pak pak PROPN dpc-1615 99 73 ak ak PROPN dpc-1615 99 74 1 1 NUM dpc-1615 99 75 22 22 NUM dpc-1615 99 76 sk sk INTJ dpc-1615 99 77 sk sk ADP dpc-1615 99 78 sl sl INTJ dpc-1615 99 79 / / SYM dpc-1615 99 80 early early ADV dpc-1615 99 81 sk sk ADP dpc-1615 99 82 sk sk ADP dpc-1615 99 83 sk sk PROPN dpc-1615 99 84 1 1 NUM dpc-1615 99 85 23 23 NUM dpc-1615 99 86 lplk lplk ADJ dpc-1615 99 87 lplk lplk NOUN dpc-1615 99 88 sk sk PROPN dpc-1615 99 89 , , PUNCT dpc-1615 99 90 inflamed inflame VERB dpc-1615 99 91 ( ( PUNCT dpc-1615 99 92 early early ADJ dpc-1615 99 93 lplk lplk ADJ dpc-1615 99 94 ) ) PUNCT dpc-1615 99 95 lplk lplk PROPN dpc-1615 99 96 , , PUNCT dpc-1615 99 97 possible possible ADJ dpc-1615 99 98 subtle subtle ADJ dpc-1615 99 99 lentig lentig NOUN dpc-1615 99 100 proliferation proliferation NOUN dpc-1615 99 101 lplk lplk VERB dpc-1615 99 102 1 1 NUM dpc-1615 99 103 24 24 NUM dpc-1615 99 104 irritated irritated ADJ dpc-1615 99 105 sk sk NOUN dpc-1615 99 106 , , PUNCT dpc-1615 99 107 dermal dermal ADJ dpc-1615 99 108 inflamation inflamation NOUN dpc-1615 99 109 sk sk NOUN dpc-1615 99 110 inflamed inflame VERB dpc-1615 99 111 atypical atypical ADJ dpc-1615 99 112 squamous squamous ADJ dpc-1615 99 113 proliferation proliferation NOUN dpc-1615 99 114 , , PUNCT dpc-1615 99 115 inflamed inflame VERB dpc-1615 99 116 iscc iscc PROPN dpc-1615 99 117 ak ak PROPN dpc-1615 99 118 5 5 NUM dpc-1615 99 119 25 25 NUM dpc-1615 99 120 late late ADJ dpc-1615 99 121 stage stage NOUN dpc-1615 99 122 lplk lplk PROPN dpc-1615 99 123 lichenoid lichenoid PROPN dpc-1615 99 124 dermatitis dermatitis PROPN dpc-1615 99 125 with with ADP dpc-1615 99 126 late late ADJ dpc-1615 99 127 stage stage NOUN dpc-1615 99 128 lplk lplk PROPN dpc-1615 99 129 lplk lplk PROPN dpc-1615 99 130 ( ( PUNCT dpc-1615 99 131 end end NOUN dpc-1615 99 132 stage stage NOUN dpc-1615 99 133 ) ) PUNCT dpc-1615 100 1 lplk lplk VERB dpc-1615 100 2 sl sl NUM dpc-1615 100 3 1 1 NUM dpc-1615 100 4 26 26 NUM dpc-1615 100 5 sk sk NOUN dpc-1615 100 6 and and CCONJ dpc-1615 100 7 pityriasis pityriasis PROPN dpc-1615 100 8 versicolour versicolour PROPN dpc-1615 100 9 sl sl NOUN dpc-1615 100 10 and and CCONJ dpc-1615 100 11 early early ADJ dpc-1615 100 12 sk sk INTJ dpc-1615 100 13 sl sl INTJ dpc-1615 100 14 / / SYM dpc-1615 100 15 sk sk NOUN dpc-1615 100 16 lca lca PROPN dpc-1615 100 17 sl sl INTJ dpc-1615 100 18 1 1 NUM dpc-1615 100 19 27 27 NUM dpc-1615 100 20 sk sk INTJ dpc-1615 100 21 sk sk ADP dpc-1615 100 22 sk sk X dpc-1615 100 23 sk sk X dpc-1615 100 24 sk sk PROPN dpc-1615 100 25 1 1 NUM dpc-1615 100 26 28 28 NUM dpc-1615 100 27 porokeratosis porokeratosis NOUN dpc-1615 100 28 lplk lplk VERB dpc-1615 100 29 late late ADJ dpc-1615 100 30 stage stage NOUN dpc-1615 100 31 porokeratosis porokeratosis NOUN dpc-1615 100 32 and and CCONJ dpc-1615 100 33 sl sl PROPN dpc-1615 100 34 lplk lplk ADJ dpc-1615 100 35 porokeratosis porokeratosis NOUN dpc-1615 100 36 1 1 NUM dpc-1615 100 37 29 29 NUM dpc-1615 100 38 sl sl NUM dpc-1615 100 39 lentigo lentigo ADJ dpc-1615 101 1 sl sl INTJ dpc-1615 101 2 lca lca PROPN dpc-1615 101 3 sl sl VERB dpc-1615 101 4 1 1 NUM dpc-1615 101 5 30 30 NUM dpc-1615 101 6 overlapping overlap VERB dpc-1615 101 7 sl sl NOUN dpc-1615 101 8 and and CCONJ dpc-1615 101 9 pig pig NOUN dpc-1615 101 10 sk sk PRON dpc-1615 101 11 sk sk NOUN dpc-1615 101 12 , , PUNCT dpc-1615 101 13 reticulated reticulated ADJ dpc-1615 101 14 and and CCONJ dpc-1615 101 15 pigmented pigment VERB dpc-1615 101 16 sk sk NOUN dpc-1615 101 17 and and CCONJ dpc-1615 101 18 sk sk VERB dpc-1615 101 19 , , PUNCT dpc-1615 101 20 inflamed inflame VERB dpc-1615 101 21 pak pak PROPN dpc-1615 101 22 , , PUNCT dpc-1615 101 23 sl sl PROPN dpc-1615 101 24 , , PUNCT dpc-1615 101 25 lca lca PROPN dpc-1615 101 26 sl sl PROPN dpc-1615 101 27 / / SYM dpc-1615 101 28 sk sk PROPN dpc-1615 101 29 1 1 NUM dpc-1615 101 30 31 31 NUM dpc-1615 101 31 sk sk NOUN dpc-1615 101 32 macular macular PROPN dpc-1615 101 33 sk sk PROPN dpc-1615 101 34 ak ak PROPN dpc-1615 101 35 , , PUNCT dpc-1615 101 36 slightly slightly ADV dpc-1615 101 37 inflamed inflame VERB dpc-1615 101 38 sk sk X dpc-1615 101 39 sk sk PROPN dpc-1615 101 40 1 1 NUM dpc-1615 101 41 32 32 NUM dpc-1615 102 1 sl sl INTJ dpc-1615 102 2 sl sl INTJ dpc-1615 103 1 sl sl INTJ dpc-1615 103 2 sl sl INTJ dpc-1615 104 1 sl sl NUM dpc-1615 104 2 1 1 NUM dpc-1615 104 3 33 33 NUM dpc-1615 105 1 sl sl NOUN dpc-1615 105 2 sl sl INTJ dpc-1615 105 3 sl sl INTJ dpc-1615 105 4 / / SYM dpc-1615 105 5 early early ADV dpc-1615 105 6 sk sk INTJ dpc-1615 106 1 sl sl INTJ dpc-1615 106 2 sk sk INTJ dpc-1615 106 3 1 1 NUM dpc-1615 106 4 34 34 NUM dpc-1615 106 5 sk sk NOUN dpc-1615 106 6 pig pig NOUN dpc-1615 106 7 sk sk X dpc-1615 106 8 sk sk NOUN dpc-1615 106 9 , , PUNCT dpc-1615 106 10 pigmented pigment VERB dpc-1615 106 11 sk sk ADP dpc-1615 106 12 sk sk PROPN dpc-1615 106 13 1 1 NUM dpc-1615 106 14 35 35 NUM dpc-1615 106 15 pig pig NOUN dpc-1615 106 16 sk sk ADP dpc-1615 106 17 sk sk NOUN dpc-1615 106 18 sk sk NOUN dpc-1615 106 19 , , PUNCT dpc-1615 106 20 inflamed inflame VERB dpc-1615 106 21 sk sk NOUN dpc-1615 106 22 sk sk PROPN dpc-1615 106 23 1 1 NUM dpc-1615 106 24 table table NOUN dpc-1615 106 25 2 2 NUM dpc-1615 106 26 . . PUNCT dpc-1615 106 27 pathologists pathologist NOUN dpc-1615 106 28 ’ ' PUNCT dpc-1615 106 29 diagnoses diagnosis NOUN dpc-1615 106 30 for for ADP dpc-1615 106 31 the the DET dpc-1615 106 32 44 44 NUM dpc-1615 106 33 cases case NOUN dpc-1615 106 34 ( ( PUNCT dpc-1615 106 35 continued continue VERB dpc-1615 106 36 ) ) PUNCT dpc-1615 106 37 . . PUNCT dpc-1615 107 1 table table NOUN dpc-1615 107 2 2 2 NUM dpc-1615 107 3 continues continue VERB dpc-1615 107 4 research research NOUN dpc-1615 107 5 | | ADV dpc-1615 107 6 dermatol dermatol ADJ dpc-1615 107 7 pract pract NOUN dpc-1615 107 8 concept concept NOUN dpc-1615 107 9 . . PUNCT dpc-1615 108 1 2021 2021 NUM dpc-1615 108 2 ; ; PUNCT dpc-1615 108 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 108 4 5 5 NUM dpc-1615 108 5 table table NOUN dpc-1615 108 6 3 3 NUM dpc-1615 108 7 . . PUNCT dpc-1615 108 8 pathologists pathologist NOUN dpc-1615 108 9 ’ ' PUNCT dpc-1615 108 10 accuracy accuracy NOUN dpc-1615 108 11 for for ADP dpc-1615 108 12 non non ADJ dpc-1615 108 13 - - ADJ dpc-1615 108 14 melanocytic melanocytic ADJ dpc-1615 108 15 lesion lesion NOUN dpc-1615 108 16 diagnosis diagnosis NOUN dpc-1615 108 17 compared compare VERB dpc-1615 108 18 to to ADP dpc-1615 108 19 majority majority NOUN dpc-1615 108 20 diagnosis diagnosis NOUN dpc-1615 108 21 ( ( PUNCT dpc-1615 108 22 bcc bcc PROPN dpc-1615 108 23 , , PUNCT dpc-1615 108 24 cysts cyst NOUN dpc-1615 108 25 , , PUNCT dpc-1615 108 26 df df PROPN dpc-1615 108 27 , , PUNCT dpc-1615 108 28 angioma angioma PROPN dpc-1615 108 29 excluded exclude VERB dpc-1615 108 30 ) ) PUNCT dpc-1615 108 31 . . PUNCT dpc-1615 109 1 consensus consensus NOUN dpc-1615 109 2 reference reference NOUN dpc-1615 109 3 diagnosis diagnosis NOUN dpc-1615 109 4 pathologists pathologist NOUN dpc-1615 109 5 ’ ' PUNCT dpc-1615 109 6 interpretation interpretation NOUN dpc-1615 109 7 class class NOUN dpc-1615 109 8 v v PROPN dpc-1615 110 1 total total NOUN dpc-1615 110 2 interpretation interpretation NOUN dpc-1615 110 3 ( ( PUNCT dpc-1615 110 4 no no NOUN dpc-1615 110 5 ) ) PUNCT dpc-1615 110 6 % % NOUN dpc-1615 110 7 concordanceclass concordanceclass NOUN dpc-1615 111 1 i i PRON dpc-1615 111 2 class class NOUN dpc-1615 111 3 i i PRON dpc-1615 111 4 benign benign VERB dpc-1615 111 5 167 167 NUM dpc-1615 111 6 8 8 NUM dpc-1615 111 7 175 175 NUM dpc-1615 111 8 95 95 NUM dpc-1615 111 9 % % NOUN dpc-1615 111 10 class class NOUN dpc-1615 111 11 v v NOUN dpc-1615 111 12 malignant malignant NOUN dpc-1615 111 13 2 2 NUM dpc-1615 111 14 7 7 NUM dpc-1615 111 15 9 9 NUM dpc-1615 111 16 78 78 NUM dpc-1615 111 17 % % NOUN dpc-1615 111 18 total total NOUN dpc-1615 111 19 169 169 NUM dpc-1615 111 20 15 15 NUM dpc-1615 111 21 184 184 NUM dpc-1615 111 22     SPACE dpc-1615 111 23 table table NOUN dpc-1615 111 24 4 4 NUM dpc-1615 111 25 . . PUNCT dpc-1615 111 26 pathologists pathologist NOUN dpc-1615 111 27 ’ ' PUNCT dpc-1615 111 28 accuracy accuracy NOUN dpc-1615 111 29 for for ADP dpc-1615 111 30 non non ADJ dpc-1615 111 31 - - ADJ dpc-1615 111 32 melanocytic melanocytic ADJ dpc-1615 111 33 lesion lesion NOUN dpc-1615 111 34 diagnosis diagnosis NOUN dpc-1615 111 35 compared compare VERB dpc-1615 111 36 to to ADP dpc-1615 111 37 majority majority NOUN dpc-1615 111 38 diagnosis diagnosis NOUN dpc-1615 111 39 ( ( PUNCT dpc-1615 111 40 all all DET dpc-1615 111 41 cases case NOUN dpc-1615 111 42 ) ) PUNCT dpc-1615 111 43 . . PUNCT dpc-1615 112 1 consensus consensus NOUN dpc-1615 112 2 reference reference NOUN dpc-1615 112 3 diagnosis diagnosis NOUN dpc-1615 112 4 pathologitsts pathologitst NOUN dpc-1615 112 5 ’ ’ PART dpc-1615 112 6 interpretation interpretation NOUN dpc-1615 112 7 class class NOUN dpc-1615 112 8 v v PROPN dpc-1615 112 9 total total NOUN dpc-1615 112 10 interpretation interpretation NOUN dpc-1615 112 11 ( ( PUNCT dpc-1615 112 12 no no NOUN dpc-1615 112 13 ) ) PUNCT dpc-1615 112 14 % % NOUN dpc-1615 112 15 concordanceclass concordanceclass NOUN dpc-1615 113 1 i i PRON dpc-1615 113 2 class class NOUN dpc-1615 113 3 i i PRON dpc-1615 113 4 benign benign VERB dpc-1615 113 5 182 182 NUM dpc-1615 113 6 8 8 NUM dpc-1615 113 7 190 190 NUM dpc-1615 113 8 96 96 NUM dpc-1615 113 9 % % NOUN dpc-1615 113 10 class class NOUN dpc-1615 113 11 v v NOUN dpc-1615 113 12 malignant malignant NOUN dpc-1615 113 13 2 2 NUM dpc-1615 113 14 27 27 NUM dpc-1615 113 15 29 29 NUM dpc-1615 113 16 93 93 NUM dpc-1615 113 17 % % NOUN dpc-1615 113 18 total total NOUN dpc-1615 113 19 184 184 NUM dpc-1615 113 20 35 35 NUM dpc-1615 113 21 219 219 NUM dpc-1615 113 22     SPACE dpc-1615 113 23 case case NOUN dpc-1615 113 24 p1 p1 NOUN dpc-1615 113 25 p2 p2 PROPN dpc-1615 113 26 p3 p3 PROPN dpc-1615 113 27 p4 p4 ADJ dpc-1615 113 28 p5 p5 ADJ dpc-1615 113 29 majority majority NOUN dpc-1615 113 30 class class NOUN dpc-1615 113 31 36 36 NUM dpc-1615 113 32 sk sk INTJ dpc-1615 113 33 sk sk INTJ dpc-1615 113 34 sk sk X dpc-1615 113 35 sk sk X dpc-1615 113 36 sk sk PROPN dpc-1615 113 37 1 1 NUM dpc-1615 113 38 37 37 NUM dpc-1615 113 39 sl sl NOUN dpc-1615 113 40 lentigo lentigo ADJ dpc-1615 114 1 sl sl INTJ dpc-1615 114 2 jmn jmn NOUN dpc-1615 114 3 with with ADP dpc-1615 114 4 atypia atypia PROPN dpc-1615 114 5 sl sl VERB dpc-1615 114 6 1 1 NUM dpc-1615 114 7 38 38 NUM dpc-1615 114 8 bcc bcc PROPN dpc-1615 114 9 bcc bcc PROPN dpc-1615 114 10 pinkus pinkus PROPN dpc-1615 114 11 type type PROPN dpc-1615 114 12 bcc bcc PROPN dpc-1615 114 13 bcc bcc PROPN dpc-1615 114 14 bcc bcc PROPN dpc-1615 114 15 5 5 NUM dpc-1615 114 16 39 39 NUM dpc-1615 114 17 pig pig NOUN dpc-1615 114 18 bcc bcc PROPN dpc-1615 114 19 , , PUNCT dpc-1615 114 20 superficial superficial ADJ dpc-1615 114 21 type type NOUN dpc-1615 114 22 bcc bcc PROPN dpc-1615 114 23 , , PUNCT dpc-1615 114 24 pigmented pigment VERB dpc-1615 114 25 bcc bcc PROPN dpc-1615 114 26 bcc bcc PROPN dpc-1615 114 27 bcc bcc PROPN dpc-1615 114 28 5 5 NUM dpc-1615 114 29 40 40 NUM dpc-1615 114 30 df df PROPN dpc-1615 114 31 df df PROPN dpc-1615 114 32 df df PROPN dpc-1615 114 33 df df PROPN dpc-1615 114 34 df df PROPN dpc-1615 114 35 1 1 NUM dpc-1615 114 36 41 41 NUM dpc-1615 114 37 pig pig NOUN dpc-1615 114 38 bcc bcc PROPN dpc-1615 114 39 bcc bcc PROPN dpc-1615 114 40 , , PUNCT dpc-1615 114 41 nodular nodular ADJ dpc-1615 114 42 , , PUNCT dpc-1615 114 43 pigmented pigmented ADJ dpc-1615 114 44 bcc bcc PROPN dpc-1615 114 45 , , PUNCT dpc-1615 114 46 pigmented pigment VERB dpc-1615 114 47 bcc bcc PROPN dpc-1615 114 48 bcc bcc PROPN dpc-1615 114 49 5 5 NUM dpc-1615 114 50 42 42 NUM dpc-1615 114 51 tc tc NOUN dpc-1615 114 52 pilar pilar PROPN dpc-1615 114 53 / / SYM dpc-1615 114 54 tc tc NOUN dpc-1615 114 55 follicular follicular ADJ dpc-1615 114 56 cyst cyst NOUN dpc-1615 114 57 , , PUNCT dpc-1615 114 58 isthmictype isthmictype NOUN dpc-1615 114 59 ( ( PUNCT dpc-1615 114 60 pilar pilar NOUN dpc-1615 114 61 or or CCONJ dpc-1615 114 62 trichilemmal trichilemmal ADJ dpc-1615 114 63 ) ) PUNCT dpc-1615 114 64 pc pc NOUN dpc-1615 114 65 pc pc NOUN dpc-1615 114 66 1 1 NUM dpc-1615 114 67 43 43 NUM dpc-1615 114 68 bcc bcc PROPN dpc-1615 114 69 bcc bcc PROPN dpc-1615 114 70 superficial superficial ADJ dpc-1615 114 71 and and CCONJ dpc-1615 114 72 nodular nodular ADJ dpc-1615 114 73 bcc bcc PROPN dpc-1615 114 74 nodular nodular ADJ dpc-1615 114 75 bcc bcc PROPN dpc-1615 114 76 bcc bcc PROPN dpc-1615 114 77 5 5 NUM dpc-1615 114 78 44 44 NUM dpc-1615 114 79 favour favour PROPN dpc-1615 114 80 lymphangioma lymphangioma NOUN dpc-1615 114 81 over over ADP dpc-1615 114 82 hemangioma hemangioma PROPN dpc-1615 114 83 lymphangioma lymphangioma ADJ dpc-1615 114 84 benign benign ADJ dpc-1615 114 85 vascular vascular ADJ dpc-1615 114 86 neoplasm neoplasm NOUN dpc-1615 114 87 hemangioma hemangioma NOUN dpc-1615 114 88 lymphangioma lymphangioma PROPN dpc-1615 114 89 1 1 NUM dpc-1615 114 90 p1 p1 PROPN dpc-1615 114 91 - - PUNCT dpc-1615 114 92 p5= p5= PROPN dpc-1615 114 93 five five NUM dpc-1615 114 94 different different ADJ dpc-1615 114 95 pathologists pathologist NOUN dpc-1615 114 96 ; ; PUNCT dpc-1615 114 97 sl sl NOUN dpc-1615 114 98 = = NOUN dpc-1615 114 99 solar solar ADJ dpc-1615 114 100 lentigo lentigo ADV dpc-1615 114 101 ; ; PUNCT dpc-1615 114 102 ls ls PROPN dpc-1615 114 103 = = PROPN dpc-1615 114 104 lentigo lentigo ADJ dpc-1615 114 105 simplex simplex NOUN dpc-1615 114 106 ; ; PUNCT dpc-1615 114 107 ak ak PROPN dpc-1615 114 108 = = PROPN dpc-1615 114 109 actinic actinic ADJ dpc-1615 114 110 keratosis keratosis NOUN dpc-1615 114 111 ; ; PUNCT dpc-1615 114 112 pak pak NOUN dpc-1615 114 113 = = NUM dpc-1615 114 114 pigmented pigment VERB dpc-1615 114 115 ak ak PROPN dpc-1615 114 116 ; ; PUNCT dpc-1615 114 117 lca lca PROPN dpc-1615 114 118 = = ADJ dpc-1615 114 119 large large ADJ dpc-1615 114 120 cell cell NOUN dpc-1615 114 121 acanthoma acanthoma NOUN dpc-1615 114 122 ; ; PUNCT dpc-1615 114 123 sk sk PROPN dpc-1615 114 124 = = ADJ dpc-1615 114 125 seborrheic seborrheic VERB dpc-1615 114 126 keratosis keratosis NOUN dpc-1615 114 127 ; ; PUNCT dpc-1615 114 128 iscc iscc NOUN dpc-1615 114 129 = = NOUN dpc-1615 114 130 intra intra ADJ dpc-1615 114 131 - - ADJ dpc-1615 114 132 epidermal epidermal ADJ dpc-1615 114 133 squamous squamous ADJ dpc-1615 114 134 cell cell NOUN dpc-1615 114 135 carcinoma carcinoma NOUN dpc-1615 114 136 ; ; PUNCT dpc-1615 114 137 pc pc NOUN dpc-1615 114 138 = = NOUN dpc-1615 114 139 pilar pilar ADJ dpc-1615 114 140 cyst cyst NOUN dpc-1615 114 141 ; ; PUNCT dpc-1615 114 142 tc tc NUM dpc-1615 114 143 = = NOUN dpc-1615 114 144 trichilemmal trichilemmal ADJ dpc-1615 114 145 cyst cyst NOUN dpc-1615 114 146 ; ; PUNCT dpc-1615 114 147 pig pig NOUN dpc-1615 114 148 = = AUX dpc-1615 114 149 pigmented pigment VERB dpc-1615 114 150 ; ; PUNCT dpc-1615 114 151 bcc bcc PROPN dpc-1615 114 152 = = SYM dpc-1615 114 153 basal basal NOUN dpc-1615 114 154 cell cell NOUN dpc-1615 114 155 carcinoma carcinoma NOUN dpc-1615 114 156 ; ; PUNCT dpc-1615 114 157 lentig lentig X dpc-1615 114 158 = = NOUN dpc-1615 114 159 lentiginous lentiginous ADJ dpc-1615 114 160 ; ; PUNCT dpc-1615 114 161 lplk lplk ADJ dpc-1615 114 162 = = SYM dpc-1615 114 163 lichen lichen NOUN dpc-1615 114 164 planus planus NOUN dpc-1615 114 165 like like ADP dpc-1615 114 166 keratosis keratosis NOUN dpc-1615 114 167 ; ; PUNCT dpc-1615 114 168 jmn jmn NOUN dpc-1615 114 169 = = ADJ dpc-1615 114 170 junctional junctional ADJ dpc-1615 114 171 melanocytic melanocytic ADJ dpc-1615 114 172 naevus naevus NOUN dpc-1615 114 173 terminology terminology NOUN dpc-1615 114 174 . . PUNCT dpc-1615 115 1 if if SCONJ dpc-1615 115 2 we we PRON dpc-1615 115 3 exclude exclude VERB dpc-1615 115 4 the the DET dpc-1615 115 5 7 7 NUM dpc-1615 115 6 cases case NOUN dpc-1615 115 7 of of ADP dpc-1615 115 8 bcc bcc PROPN dpc-1615 115 9 , , PUNCT dpc-1615 115 10 cysts cyst NOUN dpc-1615 115 11 , , PUNCT dpc-1615 115 12 df df PROPN dpc-1615 115 13 , , PUNCT dpc-1615 115 14 and and CCONJ dpc-1615 115 15 angioma angioma ADJ dpc-1615 115 16 , , PUNCT dpc-1615 115 17 5 5 NUM dpc-1615 115 18 % % NOUN dpc-1615 115 19 of of ADP dpc-1615 115 20 the the DET dpc-1615 115 21 majority majority NOUN dpc-1615 115 22 benign benign ADJ dpc-1615 115 23 diagnoses diagnosis NOUN dpc-1615 115 24 were be AUX dpc-1615 115 25 considered consider VERB dpc-1615 115 26 to to PART dpc-1615 115 27 be be AUX dpc-1615 115 28 malignant malignant ADJ dpc-1615 115 29 by by ADP dpc-1615 115 30 at at ADV dpc-1615 115 31 least least ADJ dpc-1615 115 32 1 1 NUM dpc-1615 115 33 pathologist pathologist NOUN dpc-1615 115 34 , , PUNCT dpc-1615 115 35 and and CCONJ dpc-1615 115 36 22 22 NUM dpc-1615 115 37 % % NOUN dpc-1615 115 38 of of ADP dpc-1615 115 39 the the DET dpc-1615 115 40 majority majority NOUN dpc-1615 115 41 malignant malignant NOUN dpc-1615 115 42 diagnoses diagnosis NOUN dpc-1615 115 43 were be AUX dpc-1615 115 44 considered consider VERB dpc-1615 115 45 to to PART dpc-1615 115 46 be be AUX dpc-1615 115 47 benign benign ADJ dpc-1615 115 48 by by ADP dpc-1615 115 49 at at ADV dpc-1615 115 50 least least ADJ dpc-1615 115 51 1 1 NUM dpc-1615 115 52 pathologist pathologist NOUN dpc-1615 115 53 ( ( PUNCT dpc-1615 115 54 table table NOUN dpc-1615 115 55 3 3 NUM dpc-1615 115 56 ) ) PUNCT dpc-1615 115 57 . . PUNCT dpc-1615 116 1 if if SCONJ dpc-1615 116 2 all all DET dpc-1615 116 3 lesions lesion NOUN dpc-1615 116 4 are be AUX dpc-1615 116 5 included include VERB dpc-1615 116 6 , , PUNCT dpc-1615 116 7 4 4 NUM dpc-1615 116 8 % % NOUN dpc-1615 116 9 of of ADP dpc-1615 116 10 the the DET dpc-1615 116 11 majority majority NOUN dpc-1615 116 12 benign benign ADJ dpc-1615 116 13 lesion lesion NOUN dpc-1615 116 14 diagnoses diagnosis NOUN dpc-1615 116 15 were be AUX dpc-1615 116 16 considered consider VERB dpc-1615 116 17 to to PART dpc-1615 116 18 be be AUX dpc-1615 116 19 malignant malignant ADJ dpc-1615 116 20 , , PUNCT dpc-1615 116 21 and and CCONJ dpc-1615 116 22 7 7 NUM dpc-1615 116 23 % % NOUN dpc-1615 116 24 of of ADP dpc-1615 116 25 the the DET dpc-1615 116 26 majority majority NOUN dpc-1615 116 27 malignant malignant NOUN dpc-1615 116 28 diagnoses diagnosis NOUN dpc-1615 116 29 were be AUX dpc-1615 116 30 considered consider VERB dpc-1615 116 31 to to PART dpc-1615 116 32 be be AUX dpc-1615 116 33 benign benign ADJ dpc-1615 116 34 ( ( PUNCT dpc-1615 116 35 table table NOUN dpc-1615 116 36 4 4 NUM dpc-1615 116 37 ) ) PUNCT dpc-1615 116 38 . . PUNCT dpc-1615 117 1 figures figure NOUN dpc-1615 117 2 1 1 NUM dpc-1615 117 3 - - SYM dpc-1615 117 4 3 3 NUM dpc-1615 117 5 illustrate illustrate VERB dpc-1615 117 6 3 3 NUM dpc-1615 117 7 representative representative ADJ dpc-1615 117 8 cases case NOUN dpc-1615 117 9 . . PUNCT dpc-1615 118 1 figure figure NOUN dpc-1615 118 2 1 1 NUM dpc-1615 118 3 was be AUX dpc-1615 118 4 taken take VERB dpc-1615 118 5 from from ADP dpc-1615 118 6 a a DET dpc-1615 118 7 59 59 NUM dpc-1615 118 8 - - PUNCT dpc-1615 118 9 year year NOUN dpc-1615 118 10 - - PUNCT dpc-1615 118 11 old old ADJ dpc-1615 118 12 male male NOUN dpc-1615 118 13 ( ( PUNCT dpc-1615 118 14 table table NOUN dpc-1615 118 15 2 2 NUM dpc-1615 118 16 , , PUNCT dpc-1615 118 17 case case NOUN dpc-1615 118 18 6 6 NUM dpc-1615 118 19 ) ) PUNCT dpc-1615 118 20 with with ADP dpc-1615 118 21 a a DET dpc-1615 118 22 lesion lesion NOUN dpc-1615 118 23 on on ADP dpc-1615 118 24 the the DET dpc-1615 118 25 upper upper ADJ dpc-1615 118 26 back back NOUN dpc-1615 118 27 with with ADP dpc-1615 118 28 the the DET dpc-1615 118 29 clinical clinical ADJ dpc-1615 118 30 history history NOUN dpc-1615 118 31 “ " PUNCT dpc-1615 118 32 ? ? PUNCT dpc-1615 119 1 mis mis X dpc-1615 119 2 ” " PUNCT dpc-1615 119 3 . . PUNCT dpc-1615 120 1 this this PRON dpc-1615 120 2 represents represent VERB dpc-1615 120 3 one one NUM dpc-1615 120 4 of of ADP dpc-1615 120 5 the the DET dpc-1615 120 6 cases case NOUN dpc-1615 120 7 where where SCONJ dpc-1615 120 8 different different ADJ dpc-1615 120 9 diagnoses diagnosis NOUN dpc-1615 120 10 were be AUX dpc-1615 120 11 given give VERB dpc-1615 120 12 by by ADP dpc-1615 120 13 the the DET dpc-1615 120 14 5 5 NUM dpc-1615 120 15 pathologists pathologist NOUN dpc-1615 120 16 . . PUNCT dpc-1615 121 1 the the DET dpc-1615 121 2 suggested suggest VERB dpc-1615 121 3 diagnoses diagnosis NOUN dpc-1615 121 4 included include VERB dpc-1615 121 5 pigmented pigment VERB dpc-1615 121 6 flat flat ADJ dpc-1615 121 7 sk sk ADP dpc-1615 121 8 , , PUNCT dpc-1615 121 9 lca lca PROPN dpc-1615 121 10 , , PUNCT dpc-1615 121 11 early early ADJ dpc-1615 121 12 sk sk NOUN dpc-1615 121 13 , , PUNCT dpc-1615 121 14 and and CCONJ dpc-1615 121 15 sl sl NOUN dpc-1615 121 16 . . NOUN dpc-1615 121 17 figure figure NOUN dpc-1615 121 18 2 2 NUM dpc-1615 121 19 was be AUX dpc-1615 121 20 taken take VERB dpc-1615 121 21 from from ADP dpc-1615 121 22 a a DET dpc-1615 121 23 73 73 NUM dpc-1615 121 24 - - PUNCT dpc-1615 121 25 year year NOUN dpc-1615 121 26 - - PUNCT dpc-1615 121 27 old old ADJ dpc-1615 121 28 female female ADJ dpc-1615 121 29 presenting presenting NOUN dpc-1615 121 30 with with ADP dpc-1615 121 31 a a DET dpc-1615 121 32 lesion lesion NOUN dpc-1615 121 33 on on ADP dpc-1615 121 34 the the DET dpc-1615 121 35 left left ADJ dpc-1615 121 36 side side NOUN dpc-1615 121 37 of of ADP dpc-1615 121 38 the the DET dpc-1615 121 39 neck neck NOUN dpc-1615 121 40 , , PUNCT dpc-1615 121 41 ( ( PUNCT dpc-1615 121 42 table table NOUN dpc-1615 121 43 2 2 NUM dpc-1615 121 44 , , PUNCT dpc-1615 121 45 case case NOUN dpc-1615 121 46 32 32 NUM dpc-1615 121 47 ) ) PUNCT dpc-1615 121 48 with with ADP dpc-1615 121 49 a a DET dpc-1615 121 50 clinical clinical ADJ dpc-1615 121 51 history history NOUN dpc-1615 121 52 of of ADP dpc-1615 121 53 “ " PUNCT dpc-1615 121 54 ? ? PUNCT dpc-1615 121 55 melanocytic melanocytic ADJ dpc-1615 121 56 lesion lesion NOUN dpc-1615 121 57 ” " PUNCT dpc-1615 121 58 . . PUNCT dpc-1615 122 1 the the DET dpc-1615 122 2 case case NOUN dpc-1615 122 3 shown show VERB dpc-1615 122 4 in in ADP dpc-1615 122 5 figure figure NOUN dpc-1615 122 6 2 2 NUM dpc-1615 122 7 is be AUX dpc-1615 122 8 the the DET dpc-1615 122 9 one one NUM dpc-1615 122 10 where where SCONJ dpc-1615 122 11 complete complete ADJ dpc-1615 122 12 diagnostic diagnostic ADJ dpc-1615 122 13 agreement agreement NOUN dpc-1615 122 14 was be AUX dpc-1615 122 15 found find VERB dpc-1615 122 16 between between ADP dpc-1615 122 17 pathologists pathologist NOUN dpc-1615 122 18 . . PUNCT dpc-1615 123 1 the the DET dpc-1615 123 2 case case NOUN dpc-1615 123 3 was be AUX dpc-1615 123 4 diagnosed diagnose VERB dpc-1615 123 5 as as ADP dpc-1615 123 6 a a DET dpc-1615 123 7 solar solar ADJ dpc-1615 123 8 lentigo lentigo NOUN dpc-1615 123 9 . . PUNCT dpc-1615 124 1 figure figure NOUN dpc-1615 124 2 3 3 NUM dpc-1615 124 3 shows show VERB dpc-1615 124 4 a a DET dpc-1615 124 5 65 65 NUM dpc-1615 124 6 - - PUNCT dpc-1615 124 7 year year NOUN dpc-1615 124 8 - - PUNCT dpc-1615 124 9 old old ADJ dpc-1615 124 10 woman woman NOUN dpc-1615 124 11 presenting present VERB dpc-1615 124 12 with with ADP dpc-1615 124 13 a a DET dpc-1615 124 14 lesion lesion NOUN dpc-1615 124 15 on on ADP dpc-1615 124 16 her her PRON dpc-1615 124 17 6 6 NUM dpc-1615 124 18 research research NOUN dpc-1615 125 1 | | ADV dpc-1615 125 2 dermatol dermatol ADJ dpc-1615 125 3 pract pract NOUN dpc-1615 125 4 concept concept NOUN dpc-1615 125 5 . . PUNCT dpc-1615 126 1 2021 2021 NUM dpc-1615 126 2 ; ; PUNCT dpc-1615 126 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 126 4 figure figure NOUN dpc-1615 126 5 1 1 NUM dpc-1615 126 6 . . PUNCT dpc-1615 127 1 ( ( PUNCT dpc-1615 127 2 a a X dpc-1615 127 3 ) ) PUNCT dpc-1615 127 4 clinical clinical ADJ dpc-1615 127 5 image image NOUN dpc-1615 127 6 showing show VERB dpc-1615 127 7 a a DET dpc-1615 127 8 solitary solitary ADJ dpc-1615 127 9 asymmetric asymmetric ADJ dpc-1615 127 10 pigmented pigment VERB dpc-1615 127 11 macule macule NOUN dpc-1615 127 12 in in ADP dpc-1615 127 13 sun sun NOUN dpc-1615 127 14 - - PUNCT dpc-1615 127 15 damaged damage VERB dpc-1615 127 16 skin skin NOUN dpc-1615 127 17 of of ADP dpc-1615 127 18 upper upper ADJ dpc-1615 127 19 back back NOUN dpc-1615 127 20 . . PUNCT dpc-1615 128 1 ( ( PUNCT dpc-1615 128 2 b b X dpc-1615 128 3 ) ) PUNCT dpc-1615 128 4 dermoscopy dermoscopy NOUN dpc-1615 128 5 shows show VERB dpc-1615 128 6 central central ADJ dpc-1615 128 7 brown brown ADJ dpc-1615 128 8 dots dot NOUN dpc-1615 128 9 and and CCONJ dpc-1615 128 10 grey grey ADJ dpc-1615 128 11 areas area NOUN dpc-1615 128 12 , , PUNCT dpc-1615 128 13 and and CCONJ dpc-1615 128 14 at at ADP dpc-1615 128 15 6 6 NUM dpc-1615 128 16 - - SYM dpc-1615 128 17 9 9 NUM dpc-1615 128 18 o’clock o’clock NOUN dpc-1615 128 19 possible possible ADJ dpc-1615 128 20 abnormal abnormal ADJ dpc-1615 128 21 network network NOUN dpc-1615 128 22 with with ADP dpc-1615 128 23 rhomboidal rhomboidal NOUN dpc-1615 128 24 structures structure NOUN dpc-1615 128 25 , , PUNCT dpc-1615 128 26 and and CCONJ dpc-1615 128 27 at at ADP dpc-1615 128 28 1 1 NUM dpc-1615 128 29 - - SYM dpc-1615 128 30 3 3 NUM dpc-1615 128 31 o’clock o’clock NOUN dpc-1615 128 32 features feature NOUN dpc-1615 128 33 of of ADP dpc-1615 128 34 regression regression NOUN dpc-1615 128 35 . . PUNCT dpc-1615 129 1 ( ( PUNCT dpc-1615 129 2 c c X dpc-1615 129 3 ) ) PUNCT dpc-1615 129 4 stained stain VERB dpc-1615 129 5 pathology pathology NOUN dpc-1615 129 6 slide slide NOUN dpc-1615 129 7 ( ( PUNCT dpc-1615 129 8 h&e h&e PROPN dpc-1615 129 9 , , PUNCT dpc-1615 129 10 x20 x20 NOUN dpc-1615 129 11 ) ) PUNCT dpc-1615 129 12 , , PUNCT dpc-1615 129 13 cropped crop VERB dpc-1615 129 14 from from ADP dpc-1615 129 15 the the DET dpc-1615 129 16 pathpresenter pathpresenter ADJ dpc-1615 129 17 wsi wsi PROPN dpc-1615 129 18 shows show NOUN dpc-1615 129 19 slightly slightly ADV dpc-1615 129 20 thickened thicken VERB dpc-1615 129 21 epidermis epidermis NOUN dpc-1615 129 22 but but CCONJ dpc-1615 129 23 with with ADP dpc-1615 129 24 minimal minimal ADJ dpc-1615 129 25 cytologic cytologic ADJ dpc-1615 129 26 atypia atypia PROPN dpc-1615 129 27 and and CCONJ dpc-1615 129 28 most most ADJ dpc-1615 129 29 pigment pigment NOUN dpc-1615 129 30 in in ADP dpc-1615 129 31 basal basal ADJ dpc-1615 129 32 keratinocytes keratinocyte NOUN dpc-1615 129 33 . . PUNCT dpc-1615 130 1 this this PRON dpc-1615 130 2 is be AUX dpc-1615 130 3 a a DET dpc-1615 130 4 link link NOUN dpc-1615 130 5 to to ADP dpc-1615 130 6 the the DET dpc-1615 130 7 wsi wsi NOUN dpc-1615 130 8 : : PUNCT dpc-1615 130 9 https://pathpresenter.net/#/public/display?token=34352199 https://pathpresenter.net/#/public/display?token=34352199 NOUN dpc-1615 130 10 . . PUNCT dpc-1615 130 11 figure figure NOUN dpc-1615 130 12 2 2 NUM dpc-1615 130 13 . . PUNCT dpc-1615 130 14 lesion lesion NOUN dpc-1615 130 15 unanimously unanimously ADV dpc-1615 130 16 diagnosed diagnose VERB dpc-1615 130 17 as as ADP dpc-1615 130 18 solar solar ADJ dpc-1615 130 19 lentigo lentigo NOUN dpc-1615 130 20 . . PUNCT dpc-1615 131 1 ( ( PUNCT dpc-1615 131 2 a a X dpc-1615 131 3 ) ) PUNCT dpc-1615 131 4 clinical clinical ADJ dpc-1615 131 5 and and CCONJ dpc-1615 131 6 ( ( PUNCT dpc-1615 131 7 b b NOUN dpc-1615 131 8 ) ) PUNCT dpc-1615 131 9 dermoscopic dermoscopic NOUN dpc-1615 131 10 images image NOUN dpc-1615 131 11 show show VERB dpc-1615 131 12 broad broad ADJ dpc-1615 131 13 lentiginous lentiginous ADJ dpc-1615 131 14 pigment pigment NOUN dpc-1615 131 15 with with ADP dpc-1615 131 16 some some DET dpc-1615 131 17 asymmetry asymmetry NOUN dpc-1615 131 18 and and CCONJ dpc-1615 131 19 a a DET dpc-1615 131 20 possible possible ADJ dpc-1615 131 21 abnormal abnormal ADJ dpc-1615 131 22 network network NOUN dpc-1615 131 23 . . PUNCT dpc-1615 132 1 ( ( PUNCT dpc-1615 132 2 c c X dpc-1615 132 3 ) ) PUNCT dpc-1615 132 4 pathology pathology NOUN dpc-1615 132 5 ( ( PUNCT dpc-1615 132 6 h&e h&e PROPN dpc-1615 132 7 , , PUNCT dpc-1615 132 8 x20 x20 NUM dpc-1615 132 9 ) ) PUNCT dpc-1615 132 10 , , PUNCT dpc-1615 132 11 showing show VERB dpc-1615 132 12 bulbous bulbous ADJ dpc-1615 132 13 acanthosis acanthosis NOUN dpc-1615 132 14 of of ADP dpc-1615 132 15 epidermis epidermis NOUN dpc-1615 132 16 hyperkeratosis hyperkeratosis NOUN dpc-1615 132 17 increased increase VERB dpc-1615 132 18 basal basal NOUN dpc-1615 132 19 pigmentation pigmentation NOUN dpc-1615 132 20 , , PUNCT dpc-1615 132 21 mainly mainly ADV dpc-1615 132 22 in in ADP dpc-1615 132 23 keratinocytes keratinocyte NOUN dpc-1615 132 24 . . PUNCT dpc-1615 133 1 the the DET dpc-1615 133 2 wsi wsi PROPN dpc-1615 133 3 images image NOUN dpc-1615 133 4 are be AUX dpc-1615 133 5 found find VERB dpc-1615 133 6 at at ADP dpc-1615 133 7 https://pathpresenter.net/#/public/display?token=1d8609e3 https://pathpresenter.net/#/public/display?token=1d8609e3 PROPN dpc-1615 133 8 . . PUNCT dpc-1615 134 1 research research NOUN dpc-1615 134 2 | | ADV dpc-1615 134 3 dermatol dermatol ADJ dpc-1615 134 4 pract pract NOUN dpc-1615 134 5 concept concept NOUN dpc-1615 134 6 . . PUNCT dpc-1615 135 1 2021 2021 NUM dpc-1615 135 2 ; ; PUNCT dpc-1615 135 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 135 4 7 7 NUM dpc-1615 135 5 calf calf NOUN dpc-1615 135 6 ( ( PUNCT dpc-1615 135 7 table table NOUN dpc-1615 135 8 2 2 NUM dpc-1615 135 9 , , PUNCT dpc-1615 135 10 case case NOUN dpc-1615 135 11 13 13 NUM dpc-1615 135 12 ) ) PUNCT dpc-1615 135 13 . . PUNCT dpc-1615 136 1 three three NUM dpc-1615 136 2 different different ADJ dpc-1615 136 3 diagnoses diagnosis NOUN dpc-1615 136 4 were be AUX dpc-1615 136 5 made make VERB dpc-1615 136 6 in in ADP dpc-1615 136 7 this this DET dpc-1615 136 8 case case NOUN dpc-1615 136 9 : : PUNCT dpc-1615 136 10 lplk lplk VERB dpc-1615 136 11 with with ADP dpc-1615 136 12 reactive reactive ADJ dpc-1615 136 13 change change NOUN dpc-1615 136 14 , , PUNCT dpc-1615 136 15 early early ADV dpc-1615 136 16 pigmented pigment VERB dpc-1615 136 17 iscc iscc NOUN dpc-1615 136 18 , , PUNCT dpc-1615 136 19 and and CCONJ dpc-1615 136 20 sk sk PRON dpc-1615 136 21 . . PROPN dpc-1615 136 22 discussion discussion NOUN dpc-1615 136 23 this this PRON dpc-1615 136 24 is be AUX dpc-1615 136 25 the the DET dpc-1615 136 26 first first ADJ dpc-1615 136 27 prospective prospective ADJ dpc-1615 136 28 study study NOUN dpc-1615 136 29 comparing compare VERB dpc-1615 136 30 the the DET dpc-1615 136 31 diagnosis diagnosis NOUN dpc-1615 136 32 made make VERB dpc-1615 136 33 by by ADP dpc-1615 136 34 dermatopathologists dermatopathologist NOUN dpc-1615 136 35 of of ADP dpc-1615 136 36 non non ADJ dpc-1615 136 37 - - ADJ dpc-1615 136 38 melanocytic melanocytic ADJ dpc-1615 136 39 lesions lesion NOUN dpc-1615 136 40 excised excise VERB dpc-1615 136 41 to to PART dpc-1615 136 42 exclude exclude VERB dpc-1615 136 43 melanoma melanoma NOUN dpc-1615 136 44 . . PUNCT dpc-1615 137 1 anecdotally anecdotally ADV dpc-1615 137 2 , , PUNCT dpc-1615 137 3 we we PRON dpc-1615 137 4 observed observe VERB dpc-1615 137 5 that that SCONJ dpc-1615 137 6 there there PRON dpc-1615 137 7 was be VERB dpc-1615 137 8 marked mark VERB dpc-1615 137 9 variability variability NOUN dpc-1615 137 10 in in ADP dpc-1615 137 11 the the DET dpc-1615 137 12 terminology terminology NOUN dpc-1615 137 13 adopted adopt VERB dpc-1615 137 14 by by ADP dpc-1615 137 15 5 5 NUM dpc-1615 137 16 experienced experienced ADJ dpc-1615 137 17 dermatopathologists dermatopathologist NOUN dpc-1615 137 18 to to PART dpc-1615 137 19 describe describe VERB dpc-1615 137 20 and and CCONJ dpc-1615 137 21 diagnose diagnose VERB dpc-1615 137 22 lplk lplk PROPN dpc-1615 137 23 , , PUNCT dpc-1615 137 24 sl sl INTJ dpc-1615 137 25 , , PUNCT dpc-1615 137 26 sk sk NOUN dpc-1615 137 27 , , PUNCT dpc-1615 137 28 and and CCONJ dpc-1615 137 29 lca lca PROPN dpc-1615 137 30 . . PUNCT dpc-1615 138 1 this this DET dpc-1615 138 2 prospective prospective ADJ dpc-1615 138 3 study study NOUN dpc-1615 138 4 also also ADV dpc-1615 138 5 reported report VERB dpc-1615 138 6 some some DET dpc-1615 138 7 disagreement disagreement NOUN dpc-1615 138 8 between between ADP dpc-1615 138 9 benign benign ADJ dpc-1615 138 10 versus versus ADP dpc-1615 138 11 malignant malignant ADJ dpc-1615 138 12 lesions lesion NOUN dpc-1615 138 13 ’ ' PUNCT dpc-1615 138 14 diagnoses diagnose VERB dpc-1615 138 15 . . PUNCT dpc-1615 139 1 benign benign ADJ dpc-1615 139 2 lesions lesion NOUN dpc-1615 139 3 were be AUX dpc-1615 139 4 over over ADV dpc-1615 139 5 - - PUNCT dpc-1615 139 6 diagnosed diagnose VERB dpc-1615 139 7 by by ADP dpc-1615 139 8 4 4 NUM dpc-1615 139 9 % % NOUN dpc-1615 139 10 and and CCONJ dpc-1615 139 11 malignant malignant ADJ dpc-1615 139 12 lesions lesion NOUN dpc-1615 139 13 were be AUX dpc-1615 139 14 under under ADV dpc-1615 139 15 - - PUNCT dpc-1615 139 16 diagnosed diagnose VERB dpc-1615 139 17 by by ADP dpc-1615 139 18 7 7 NUM dpc-1615 139 19 % % NOUN dpc-1615 139 20 compared compare VERB dpc-1615 139 21 to to ADP dpc-1615 139 22 majority majority NOUN dpc-1615 139 23 diagnosis diagnosis NOUN dpc-1615 139 24 . . PUNCT dpc-1615 140 1 subjectivity subjectivity NOUN dpc-1615 140 2 in in ADP dpc-1615 140 3 the the DET dpc-1615 140 4 assessment assessment NOUN dpc-1615 140 5 of of ADP dpc-1615 140 6 melanocytic melanocytic ADJ dpc-1615 140 7 lesions lesion NOUN dpc-1615 140 8 has have AUX dpc-1615 140 9 been be AUX dpc-1615 140 10 well well ADV dpc-1615 140 11 documented document VERB dpc-1615 140 12 in in ADP dpc-1615 140 13 the the DET dpc-1615 140 14 literature literature NOUN dpc-1615 140 15 [ [ X dpc-1615 140 16 5 5 NUM dpc-1615 140 17 ] ] PUNCT dpc-1615 140 18 but but CCONJ dpc-1615 140 19 our our PRON dpc-1615 140 20 study study NOUN dpc-1615 140 21 is be AUX dpc-1615 140 22 the the DET dpc-1615 140 23 first first ADJ dpc-1615 140 24 to to PART dpc-1615 140 25 prospectively prospectively ADV dpc-1615 140 26 show show VERB dpc-1615 140 27 subjectivity subjectivity NOUN dpc-1615 140 28 with with ADP dpc-1615 140 29 non non ADJ dpc-1615 140 30 - - ADJ dpc-1615 140 31 melanocytic melanocytic ADJ dpc-1615 140 32 lesions lesion NOUN dpc-1615 140 33 . . PUNCT dpc-1615 140 34     SPACE dpc-1615 141 1 our our PRON dpc-1615 141 2 results result NOUN dpc-1615 141 3 reflect reflect VERB dpc-1615 141 4 inter inter ADJ dpc-1615 141 5 - - ADJ dpc-1615 141 6 observer observer ADJ dpc-1615 141 7 variability variability NOUN dpc-1615 141 8 in in ADP dpc-1615 141 9 a a DET dpc-1615 141 10 set set NOUN dpc-1615 141 11 of of ADP dpc-1615 141 12 otherwise otherwise ADV dpc-1615 141 13 common common ADJ dpc-1615 141 14 lesions lesion NOUN dpc-1615 141 15 . . PUNCT dpc-1615 142 1 there there PRON dpc-1615 142 2 is be VERB dpc-1615 142 3 controversy controversy NOUN dpc-1615 142 4 in in ADP dpc-1615 142 5 both both CCONJ dpc-1615 142 6 the the DET dpc-1615 142 7 literature literature NOUN dpc-1615 142 8 and and CCONJ dpc-1615 142 9 clinical clinical ADJ dpc-1615 142 10 practice practice NOUN dpc-1615 142 11 regarding regard VERB dpc-1615 142 12 the the DET dpc-1615 142 13 relationship relationship NOUN dpc-1615 142 14 between between ADP dpc-1615 142 15 lca lca PROPN dpc-1615 142 16 , , PUNCT dpc-1615 142 17 sk sk PROPN dpc-1615 142 18 , , PUNCT dpc-1615 142 19 lplk lplk PROPN dpc-1615 142 20 , , PUNCT dpc-1615 142 21 sl sl INTJ dpc-1615 142 22 , , PUNCT dpc-1615 142 23 and and CCONJ dpc-1615 142 24 ak ak PROPN dpc-1615 143 1 [ [ X dpc-1615 143 2 7 7 NUM dpc-1615 143 3 ] ] PUNCT dpc-1615 143 4 . . PUNCT dpc-1615 144 1 whether whether SCONJ dpc-1615 144 2 lca lca PROPN dpc-1615 144 3 is be AUX dpc-1615 144 4 a a DET dpc-1615 144 5 distinct distinct ADJ dpc-1615 144 6 entity entity NOUN dpc-1615 144 7 , , PUNCT dpc-1615 144 8 or or CCONJ dpc-1615 144 9 a a DET dpc-1615 144 10 subtype subtype NOUN dpc-1615 144 11 of of ADP dpc-1615 144 12 sk sk PROPN dpc-1615 144 13 is be AUX dpc-1615 144 14 still still ADV dpc-1615 144 15 a a DET dpc-1615 144 16 matter matter NOUN dpc-1615 144 17 of of ADP dpc-1615 144 18 debate debate NOUN dpc-1615 144 19 . . PUNCT dpc-1615 145 1 sanchez sanchez PROPN dpc-1615 145 2 and and CCONJ dpc-1615 145 3 requena requena PROPN dpc-1615 145 4 report report NOUN dpc-1615 145 5 that that SCONJ dpc-1615 145 6 lca lca PROPN dpc-1615 145 7 was be AUX dpc-1615 145 8 a a DET dpc-1615 145 9 distinctive distinctive ADJ dpc-1615 145 10 entity entity NOUN dpc-1615 145 11 [ [ X dpc-1615 145 12 10 10 NUM dpc-1615 145 13 ] ] PUNCT dpc-1615 145 14 . . PUNCT dpc-1615 146 1 however however ADV dpc-1615 146 2 , , PUNCT dpc-1615 146 3 rowert rowert PROPN dpc-1615 146 4 and and CCONJ dpc-1615 146 5 ackerman ackerman PROPN dpc-1615 146 6 asserted assert VERB dpc-1615 146 7 that that SCONJ dpc-1615 146 8 lca lca PROPN dpc-1615 146 9 is be AUX dpc-1615 146 10 a a DET dpc-1615 146 11 variant variant NOUN dpc-1615 146 12 of of ADP dpc-1615 146 13 sl sl NOUN dpc-1615 146 14 , , PUNCT dpc-1615 146 15 and and CCONJ dpc-1615 146 16 that that SCONJ dpc-1615 146 17 sl sl INTJ dpc-1615 146 18 ( ( PUNCT dpc-1615 146 19 including include VERB dpc-1615 146 20 the the DET dpc-1615 146 21 large large ADJ dpc-1615 146 22 cell cell NOUN dpc-1615 146 23 variant variant NOUN dpc-1615 146 24 ) ) PUNCT dpc-1615 146 25 is be AUX dpc-1615 146 26 a a DET dpc-1615 146 27 stage stage NOUN dpc-1615 146 28 in in ADP dpc-1615 146 29 the the DET dpc-1615 146 30 evolution evolution NOUN dpc-1615 146 31 of of ADP dpc-1615 146 32 reticulated reticulated ADJ dpc-1615 146 33 sk sk INTJ dpc-1615 146 34 and and CCONJ dpc-1615 146 35 of of ADP dpc-1615 146 36 lplk lplk PROPN dpc-1615 147 1 [ [ X dpc-1615 147 2 9 9 NUM dpc-1615 147 3 ] ] PUNCT dpc-1615 147 4 . . PUNCT dpc-1615 147 5 rhabhari rhabhari PROPN dpc-1615 147 6 and and CCONJ dpc-1615 147 7 pinkus pinku NOUN dpc-1615 147 8 reported report VERB dpc-1615 147 9 that that SCONJ dpc-1615 147 10 lca lca PROPN dpc-1615 147 11 was be AUX dpc-1615 147 12 an an DET dpc-1615 147 13 ak ak PROPN dpc-1615 147 14 [ [ X dpc-1615 147 15 8 8 NUM dpc-1615 147 16 ] ] PUNCT dpc-1615 147 17 . . PUNCT dpc-1615 148 1 on on ADP dpc-1615 148 2 the the DET dpc-1615 148 3 other other ADJ dpc-1615 148 4 hand hand NOUN dpc-1615 148 5 , , PUNCT dpc-1615 148 6 fraga fraga NOUN dpc-1615 148 7 and and CCONJ dpc-1615 148 8 amin amin NOUN dpc-1615 148 9 [ [ X dpc-1615 148 10 6 6 NUM dpc-1615 148 11 ] ] PUNCT dpc-1615 148 12 investigated investigate VERB dpc-1615 148 13 whether whether SCONJ dpc-1615 148 14 lca lca PROPN dpc-1615 148 15 is be AUX dpc-1615 148 16 a a DET dpc-1615 148 17 variant variant NOUN dpc-1615 148 18 of of ADP dpc-1615 148 19 solar solar ADJ dpc-1615 148 20 lentigo lentigo NOUN dpc-1615 148 21 by by ADP dpc-1615 148 22 comparing compare VERB dpc-1615 148 23 macroscopic macroscopic ADJ dpc-1615 148 24 , , PUNCT dpc-1615 148 25 microscopic microscopic ADJ dpc-1615 148 26 , , PUNCT dpc-1615 148 27 and and CCONJ dpc-1615 148 28 immunophenotypic immunophenotypic ADJ dpc-1615 148 29 attributes attribute NOUN dpc-1615 148 30 of of ADP dpc-1615 148 31 lca lca PROPN dpc-1615 148 32 with with ADP dpc-1615 148 33 conventional conventional ADJ dpc-1615 148 34 solar solar ADJ dpc-1615 148 35 lentigo lentigo ADJ dpc-1615 148 36 , , PUNCT dpc-1615 148 37 seborrheic seborrheic ADJ dpc-1615 148 38 keratosis keratosis NOUN dpc-1615 148 39 , , PUNCT dpc-1615 148 40 actinic actinic ADJ dpc-1615 148 41 keratosis keratosis NOUN dpc-1615 148 42 , , PUNCT dpc-1615 148 43 and and CCONJ dpc-1615 148 44 bowen bowen PROPN dpc-1615 148 45 disease disease PROPN dpc-1615 148 46 . . PUNCT dpc-1615 149 1 they they PRON dpc-1615 149 2 concluded conclude VERB dpc-1615 149 3 that that SCONJ dpc-1615 149 4 lca lca PROPN dpc-1615 149 5 is be AUX dpc-1615 149 6 best well ADV dpc-1615 149 7 considered consider VERB dpc-1615 149 8 a a DET dpc-1615 149 9 variant variant NOUN dpc-1615 149 10 of of ADP dpc-1615 149 11 solar solar ADJ dpc-1615 149 12 lentigo lentigo ADJ dpc-1615 149 13 with with ADP dpc-1615 149 14 cellular cellular ADJ dpc-1615 149 15 hypertrophy hypertrophy NOUN dpc-1615 149 16 . . PUNCT dpc-1615 150 1 all all PRON dpc-1615 150 2 of of ADP dpc-1615 150 3 this this PRON dpc-1615 150 4 helps help VERB dpc-1615 150 5 explain explain VERB dpc-1615 150 6 why why SCONJ dpc-1615 150 7 there there PRON dpc-1615 150 8 is be VERB dpc-1615 150 9 such such ADJ dpc-1615 150 10 low low ADJ dpc-1615 150 11 agreement agreement NOUN dpc-1615 150 12 in in ADP dpc-1615 150 13 the the DET dpc-1615 150 14 diagnoses diagnosis NOUN dpc-1615 150 15 between between ADP dpc-1615 150 16 these these DET dpc-1615 150 17 entities entity NOUN dpc-1615 150 18 among among ADP dpc-1615 150 19 pathologists pathologist NOUN dpc-1615 150 20 distinguishing distinguish VERB dpc-1615 150 21 a a DET dpc-1615 150 22 sk sk NOUN dpc-1615 150 23 from from ADP dpc-1615 150 24 iscc iscc PROPN dpc-1615 150 25 can can AUX dpc-1615 150 26 occasionally occasionally ADV dpc-1615 150 27 be be AUX dpc-1615 150 28 challenging challenging ADJ dpc-1615 150 29 , , PUNCT dpc-1615 150 30 both both CCONJ dpc-1615 150 31 histologically histologically ADV dpc-1615 150 32 and and CCONJ dpc-1615 150 33 clinically clinically ADV dpc-1615 150 34 [ [ X dpc-1615 150 35 13 13 NUM dpc-1615 150 36 - - SYM dpc-1615 150 37 15 15 NUM dpc-1615 150 38 ] ] PUNCT dpc-1615 150 39 . . PUNCT dpc-1615 151 1 an an DET dpc-1615 151 2 accurate accurate ADJ dpc-1615 151 3 diagnosis diagnosis NOUN dpc-1615 151 4 differentiating differentiate VERB dpc-1615 151 5 benign benign ADJ dpc-1615 151 6 versus versus ADP dpc-1615 151 7 malignant malignant NOUN dpc-1615 151 8 is be AUX dpc-1615 151 9 important important ADJ dpc-1615 151 10 . . PUNCT dpc-1615 152 1 the the DET dpc-1615 152 2 resulting result VERB dpc-1615 152 3 diagnosis diagnosis NOUN dpc-1615 152 4 determines determine VERB dpc-1615 152 5 treatment treatment NOUN dpc-1615 152 6 options option NOUN dpc-1615 152 7 which which PRON dpc-1615 152 8 could could AUX dpc-1615 152 9 severely severely ADV dpc-1615 152 10 impact impact VERB dpc-1615 152 11 patients patient NOUN dpc-1615 152 12 with with ADP dpc-1615 152 13 lesions lesion NOUN dpc-1615 152 14 in in ADP dpc-1615 152 15 figure figure NOUN dpc-1615 152 16 3 3 NUM dpc-1615 152 17 . . PUNCT dpc-1615 152 18 lesion lesion NOUN dpc-1615 152 19 that that PRON dpc-1615 152 20 was be AUX dpc-1615 152 21 either either ADV dpc-1615 152 22 defined define VERB dpc-1615 152 23 as as ADP dpc-1615 152 24 lichenoid lichenoid PROPN dpc-1615 152 25 keratosis keratosis NOUN dpc-1615 152 26 , , PUNCT dpc-1615 152 27 intra intra ADJ dpc-1615 152 28 - - ADJ dpc-1615 152 29 epidermal epidermal ADJ dpc-1615 152 30 squamous squamous ADJ dpc-1615 152 31 cell cell NOUN dpc-1615 152 32 carcinoma carcinoma NOUN dpc-1615 152 33 , , PUNCT dpc-1615 152 34 or or CCONJ dpc-1615 152 35 seborrheic seborrheic VERB dpc-1615 152 36 keratosis keratosis NOUN dpc-1615 152 37 by by ADP dpc-1615 152 38 pathologists pathologist NOUN dpc-1615 152 39 participating participate VERB dpc-1615 152 40 to to ADP dpc-1615 152 41 this this DET dpc-1615 152 42 study study NOUN dpc-1615 152 43 . . PUNCT dpc-1615 153 1 ( ( PUNCT dpc-1615 153 2 a a X dpc-1615 153 3 ) ) PUNCT dpc-1615 153 4 clinical clinical ADJ dpc-1615 153 5 image image NOUN dpc-1615 153 6 shows show VERB dpc-1615 153 7 an an DET dpc-1615 153 8 asymmetrical asymmetrical ADJ dpc-1615 153 9 lesion lesion NOUN dpc-1615 153 10 with with ADP dpc-1615 153 11 red red ADJ dpc-1615 153 12 / / SYM dpc-1615 153 13 pink pink ADJ dpc-1615 153 14 and and CCONJ dpc-1615 153 15 brown brown ADJ dpc-1615 153 16 within within ADP dpc-1615 153 17 sun sun NOUN dpc-1615 153 18 damaged damage VERB dpc-1615 153 19 skin skin NOUN dpc-1615 153 20 . . PUNCT dpc-1615 154 1 ( ( PUNCT dpc-1615 154 2 b b X dpc-1615 154 3 ) ) PUNCT dpc-1615 154 4 dermoscopy dermoscopy NOUN dpc-1615 154 5 shows show VERB dpc-1615 154 6 a a DET dpc-1615 154 7 pink pink ADJ dpc-1615 154 8 and and CCONJ dpc-1615 154 9 brown brown ADJ dpc-1615 154 10 , , PUNCT dpc-1615 154 11 traumatized traumatized ADJ dpc-1615 154 12 lesion lesion NOUN dpc-1615 154 13 , , PUNCT dpc-1615 154 14 possible possible ADJ dpc-1615 154 15 peripheral peripheral ADJ dpc-1615 154 16 network network NOUN dpc-1615 154 17 , , PUNCT dpc-1615 154 18 and and CCONJ dpc-1615 154 19 central central ADJ dpc-1615 154 20 inflammation inflammation NOUN dpc-1615 154 21 . . PUNCT dpc-1615 155 1 ( ( PUNCT dpc-1615 155 2 c c X dpc-1615 155 3 ) ) PUNCT dpc-1615 155 4 dense dense ADJ dpc-1615 155 5 lichenoid lichenoid PROPN dpc-1615 155 6 chronic chronic ADJ dpc-1615 155 7 inflammatory inflammatory ADJ dpc-1615 155 8 infiltrate infiltrate VERB dpc-1615 155 9 with with ADP dpc-1615 155 10 interface interface NOUN dpc-1615 155 11 change change NOUN dpc-1615 155 12 with with ADP dpc-1615 155 13 some some DET dpc-1615 155 14 squamous squamous ADJ dpc-1615 155 15 atypia atypia NOUN dpc-1615 155 16 that that SCONJ dpc-1615 155 17 for for ADP dpc-1615 155 18 some some DET dpc-1615 155 19 pathologists pathologist NOUN dpc-1615 155 20 was be AUX dpc-1615 155 21 diagnostic diagnostic ADJ dpc-1615 155 22 for for ADP dpc-1615 155 23 intra intra ADJ dpc-1615 155 24 - - ADJ dpc-1615 155 25 epidermal epidermal ADJ dpc-1615 155 26 squamous squamous ADJ dpc-1615 155 27 cell cell NOUN dpc-1615 155 28 ( ( PUNCT dpc-1615 155 29 h&e h&e PROPN dpc-1615 155 30 , , PUNCT dpc-1615 155 31 x10 x10 NOUN dpc-1615 155 32 ) ) PUNCT dpc-1615 155 33 . . PUNCT dpc-1615 156 1 ( ( PUNCT dpc-1615 156 2 d d X dpc-1615 156 3 ) ) PUNCT dpc-1615 156 4 sox-10 sox-10 NOUN dpc-1615 156 5 immunohistochemistry immunohistochemistry NOUN dpc-1615 156 6 ( ( PUNCT dpc-1615 156 7 magnification magnification NOUN dpc-1615 156 8 10x 10x NUM dpc-1615 156 9 ) ) PUNCT dpc-1615 156 10 with with ADP dpc-1615 156 11 no no DET dpc-1615 156 12 significant significant ADJ dpc-1615 156 13 increase increase NOUN dpc-1615 156 14 in in ADP dpc-1615 156 15 melanocytes melanocyte NOUN dpc-1615 156 16 . . PUNCT dpc-1615 157 1 the the DET dpc-1615 157 2 wsi wsi PROPN dpc-1615 157 3 image image NOUN dpc-1615 157 4 of of ADP dpc-1615 157 5 the the DET dpc-1615 157 6 h&e h&e PROPN dpc-1615 157 7 can can AUX dpc-1615 157 8 be be AUX dpc-1615 157 9 found find VERB dpc-1615 157 10 at at ADP dpc-1615 157 11 https://pathpresenter.net/#/public/display?token=0c88e847 https://pathpresenter.net/#/public/display?token=0c88e847 PROPN dpc-1615 157 12 . . PROPN dpc-1615 157 13 8 8 NUM dpc-1615 157 14 research research NOUN dpc-1615 157 15 | | ADV dpc-1615 157 16 dermatol dermatol NOUN dpc-1615 157 17 pract pract NOUN dpc-1615 157 18 concept concept NOUN dpc-1615 157 19 . . PUNCT dpc-1615 158 1 2021 2021 NUM dpc-1615 158 2 ; ; PUNCT dpc-1615 158 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 158 4 cosmetically cosmetically ADV dpc-1615 158 5 sensitive sensitive ADJ dpc-1615 158 6 areas area NOUN dpc-1615 158 7 . . PUNCT dpc-1615 159 1 there there PRON dpc-1615 159 2 are be VERB dpc-1615 159 3 case case NOUN dpc-1615 159 4 reports report NOUN dpc-1615 159 5 of of ADP dpc-1615 159 6 malignant malignant ADJ dpc-1615 159 7 transformation transformation NOUN dpc-1615 159 8 of of ADP dpc-1615 159 9 sk sk NOUN dpc-1615 159 10 to to ADP dpc-1615 159 11 scc scc PROPN dpc-1615 159 12 and and CCONJ dpc-1615 159 13 iscc iscc PROPN dpc-1615 159 14 within within ADP dpc-1615 159 15 a a DET dpc-1615 159 16 sk sk NOUN dpc-1615 159 17 is be AUX dpc-1615 159 18 not not PART dpc-1615 159 19 uncommonly uncommonly ADV dpc-1615 159 20 seen see VERB dpc-1615 159 21 in in ADP dpc-1615 159 22 routine routine ADJ dpc-1615 159 23 dermatopathology dermatopathology NOUN dpc-1615 159 24 practice practice NOUN dpc-1615 159 25 . . PUNCT dpc-1615 160 1 there there PRON dpc-1615 160 2 is be VERB dpc-1615 160 3 debate debate NOUN dpc-1615 160 4 about about ADP dpc-1615 160 5 whether whether SCONJ dpc-1615 160 6 this this PRON dpc-1615 160 7 represents represent VERB dpc-1615 160 8 true true ADJ dpc-1615 160 9 transformation transformation NOUN dpc-1615 160 10 , , PUNCT dpc-1615 160 11 chance chance NOUN dpc-1615 160 12 observation observation NOUN dpc-1615 160 13 of of ADP dpc-1615 160 14 collision collision NOUN dpc-1615 160 15 between between ADP dpc-1615 160 16 the the DET dpc-1615 160 17 two two NUM dpc-1615 160 18 types type NOUN dpc-1615 160 19 of of ADP dpc-1615 160 20 lesions lesion NOUN dpc-1615 160 21 , , PUNCT dpc-1615 160 22 or or CCONJ dpc-1615 160 23 initial initial ADJ dpc-1615 160 24 misdiagnosis misdiagnosis NOUN dpc-1615 160 25 [ [ PUNCT dpc-1615 160 26 13 13 NUM dpc-1615 160 27 ] ] PUNCT dpc-1615 160 28 . . PUNCT dpc-1615 161 1 there there PRON dpc-1615 161 2 are be VERB dpc-1615 161 3 a a DET dpc-1615 161 4 number number NOUN dpc-1615 161 5 of of ADP dpc-1615 161 6 studies study NOUN dpc-1615 161 7 suggesting suggest VERB dpc-1615 161 8 that that SCONJ dpc-1615 161 9 immunohistochemical immunohistochemical ADJ dpc-1615 161 10 stains stain NOUN dpc-1615 161 11 could could AUX dpc-1615 161 12 be be AUX dpc-1615 161 13 used use VERB dpc-1615 161 14 to to PART dpc-1615 161 15 distinguish distinguish VERB dpc-1615 161 16 sk sk NOUN dpc-1615 161 17 from from ADP dpc-1615 161 18 scc scc PROPN dpc-1615 161 19 , , PUNCT dpc-1615 161 20 eg eg NOUN dpc-1615 161 21 ki-67 ki-67 PUNCT dpc-1615 161 22 and and CCONJ dpc-1615 161 23 p16 p16 NOUN dpc-1615 161 24 [ [ X dpc-1615 161 25 14 14 NUM dpc-1615 161 26 ] ] PUNCT dpc-1615 161 27 , , PUNCT dpc-1615 161 28 or or CCONJ dpc-1615 161 29 bcl-2 bcl-2 PUNCT dpc-1615 161 30 and and CCONJ dpc-1615 161 31 imp3 imp3 NOUN dpc-1615 162 1 [ [ X dpc-1615 162 2 15 15 NUM dpc-1615 162 3 ] ] PUNCT dpc-1615 162 4 , , PUNCT dpc-1615 162 5 but but CCONJ dpc-1615 162 6 this this PRON dpc-1615 162 7 is be AUX dpc-1615 162 8 not not PART dpc-1615 162 9 generally generally ADV dpc-1615 162 10 used use VERB dpc-1615 162 11 in in ADP dpc-1615 162 12 routine routine ADJ dpc-1615 162 13 clinical clinical ADJ dpc-1615 162 14 practice practice NOUN dpc-1615 162 15 . . PUNCT dpc-1615 163 1 in in ADP dpc-1615 163 2 the the DET dpc-1615 163 3 current current ADJ dpc-1615 163 4 study study NOUN dpc-1615 163 5 , , PUNCT dpc-1615 163 6 there there PRON dpc-1615 163 7 were be VERB dpc-1615 163 8 5 5 NUM dpc-1615 163 9 lesions lesion NOUN dpc-1615 163 10 ( ( PUNCT dpc-1615 163 11 11 11 NUM dpc-1615 163 12 % % NOUN dpc-1615 163 13 of of ADP dpc-1615 163 14 lesions lesion NOUN dpc-1615 163 15 ) ) PUNCT dpc-1615 163 16 for for ADP dpc-1615 163 17 which which DET dpc-1615 163 18 difficulty difficulty NOUN dpc-1615 163 19 in in ADP dpc-1615 163 20 distinguishing distinguish VERB dpc-1615 163 21 sk sk NOUN dpc-1615 163 22 from from ADP dpc-1615 163 23 iscc iscc PROPN dpc-1615 163 24 was be AUX dpc-1615 163 25 reported report VERB dpc-1615 163 26 . . PUNCT dpc-1615 164 1 it it PRON dpc-1615 164 2 can can AUX dpc-1615 164 3 be be AUX dpc-1615 164 4 argued argue VERB dpc-1615 164 5 that that SCONJ dpc-1615 164 6 distinguishing distinguish VERB dpc-1615 164 7 histologically histologically ADV dpc-1615 164 8 benign benign ADJ dpc-1615 164 9 lesions lesion NOUN dpc-1615 164 10 has have VERB dpc-1615 164 11 no no DET dpc-1615 164 12 clinical clinical ADJ dpc-1615 164 13 consequences consequence NOUN dpc-1615 164 14 . . PUNCT dpc-1615 165 1 however however ADV dpc-1615 165 2 , , PUNCT dpc-1615 165 3 we we PRON dpc-1615 165 4 argue argue VERB dpc-1615 165 5 that that SCONJ dpc-1615 165 6 making make VERB dpc-1615 165 7 a a DET dpc-1615 165 8 consistent consistent ADJ dpc-1615 165 9 diagnosis diagnosis NOUN dpc-1615 165 10 is be AUX dpc-1615 165 11 important important ADJ dpc-1615 165 12 for for ADP dpc-1615 165 13 2 2 NUM dpc-1615 165 14 main main ADJ dpc-1615 165 15 reasons reason NOUN dpc-1615 165 16 . . PUNCT dpc-1615 166 1 firstly firstly ADV dpc-1615 166 2 , , PUNCT dpc-1615 166 3 we we PRON dpc-1615 166 4 observed observe VERB dpc-1615 166 5 that that SCONJ dpc-1615 166 6 the the DET dpc-1615 166 7 differential differential ADJ dpc-1615 166 8 diagnosis diagnosis NOUN dpc-1615 166 9 of of ADP dpc-1615 166 10 keratotic keratotic ADJ dpc-1615 166 11 lesions lesion NOUN dpc-1615 166 12 including include VERB dpc-1615 166 13 intra intra ADJ dpc-1615 166 14 - - ADJ dpc-1615 166 15 epithelial epithelial ADJ dpc-1615 166 16 squamous squamous ADJ dpc-1615 166 17 cell cell NOUN dpc-1615 166 18 carcinoma carcinoma NOUN dpc-1615 166 19 of of ADP dpc-1615 166 20 acanthotic acanthotic ADJ dpc-1615 166 21 type type NOUN dpc-1615 166 22 , , PUNCT dpc-1615 166 23 and and CCONJ dpc-1615 166 24 their their PRON dpc-1615 166 25 management management NOUN dpc-1615 166 26 could could AUX dpc-1615 166 27 be be AUX dpc-1615 166 28 quite quite ADV dpc-1615 166 29 different different ADJ dpc-1615 166 30 to to ADP dpc-1615 166 31 the the DET dpc-1615 166 32 management management NOUN dpc-1615 166 33 of of ADP dpc-1615 166 34 morphologically morphologically ADV dpc-1615 166 35 similar similar ADJ dpc-1615 166 36 benign benign ADJ dpc-1615 166 37 lesions lesion NOUN dpc-1615 166 38 . . PUNCT dpc-1615 167 1 secondly secondly ADV dpc-1615 167 2 , , PUNCT dpc-1615 167 3 as as SCONJ dpc-1615 167 4 ai ai VERB dpc-1615 167 5 becomes become VERB dpc-1615 167 6 more more ADV dpc-1615 167 7 prevalent prevalent ADJ dpc-1615 167 8 in in ADP dpc-1615 167 9 assisting assist VERB dpc-1615 167 10 both both CCONJ dpc-1615 167 11 clinical clinical ADJ dpc-1615 167 12 and and CCONJ dpc-1615 167 13 histopathological histopathological ADJ dpc-1615 167 14 diagnoses diagnosis NOUN dpc-1615 167 15 of of ADP dpc-1615 167 16 these these DET dpc-1615 167 17 lesions lesion NOUN dpc-1615 167 18 , , PUNCT dpc-1615 167 19 it it PRON dpc-1615 167 20 is be AUX dpc-1615 167 21 vital vital ADJ dpc-1615 167 22 to to PART dpc-1615 167 23 establish establish VERB dpc-1615 167 24 gold gold ADJ dpc-1615 167 25 standard standard ADJ dpc-1615 167 26 diagnoses diagnosis NOUN dpc-1615 167 27 for for ADP dpc-1615 167 28 training training NOUN dpc-1615 167 29 ai ai NOUN dpc-1615 167 30 systems system NOUN dpc-1615 167 31 . . PUNCT dpc-1615 168 1 we we PRON dpc-1615 168 2 hypothesize hypothesize VERB dpc-1615 168 3 that that SCONJ dpc-1615 168 4 the the DET dpc-1615 168 5 high high ADJ dpc-1615 168 6 level level NOUN dpc-1615 168 7 of of ADP dpc-1615 168 8 difficulty difficulty NOUN dpc-1615 168 9 in in ADP dpc-1615 168 10 accurately accurately ADV dpc-1615 168 11 diagnosing diagnose VERB dpc-1615 168 12 the the DET dpc-1615 168 13 lesions lesion NOUN dpc-1615 168 14 histologically histologically ADV dpc-1615 168 15 to to PART dpc-1615 168 16 produce produce VERB dpc-1615 168 17 a a DET dpc-1615 168 18 gold gold ADJ dpc-1615 168 19 standard standard ADJ dpc-1615 168 20 diagnosis diagnosis NOUN dpc-1615 168 21 is be AUX dpc-1615 168 22 likely likely ADJ dpc-1615 168 23 to to PART dpc-1615 168 24 significantly significantly ADV dpc-1615 168 25 reduce reduce VERB dpc-1615 168 26 ai ai PRON dpc-1615 168 27 performance performance NOUN dpc-1615 168 28 [ [ X dpc-1615 168 29 16 16 NUM dpc-1615 168 30 ] ] PUNCT dpc-1615 168 31 . . PUNCT dpc-1615 169 1 this this PRON dpc-1615 169 2 can can AUX dpc-1615 169 3 be be AUX dpc-1615 169 4 addressed address VERB dpc-1615 169 5 by by ADP dpc-1615 169 6 extensive extensive ADJ dpc-1615 169 7 research research NOUN dpc-1615 169 8 on on ADP dpc-1615 169 9 the the DET dpc-1615 169 10 subject subject NOUN dpc-1615 169 11 and and CCONJ dpc-1615 169 12 through through ADP dpc-1615 169 13 the the DET dpc-1615 169 14 integration integration NOUN dpc-1615 169 15 of of ADP dpc-1615 169 16 molecular molecular ADJ dpc-1615 169 17 diagnoses diagnosis NOUN dpc-1615 169 18 . . PUNCT dpc-1615 170 1 adamson adamson PROPN dpc-1615 170 2 and and CCONJ dpc-1615 170 3 welch welch PROPN dpc-1615 170 4 discussed discuss VERB dpc-1615 170 5 the the DET dpc-1615 170 6 problems problem NOUN dpc-1615 170 7 in in ADP dpc-1615 170 8 deriving derive VERB dpc-1615 170 9 a a DET dpc-1615 170 10 gold gold ADJ dpc-1615 170 11 standard standard ADJ dpc-1615 170 12 diagnosis diagnosis NOUN dpc-1615 170 13 in in ADP dpc-1615 170 14 pathology pathology NOUN dpc-1615 170 15 [ [ X dpc-1615 170 16 12 12 NUM dpc-1615 170 17 ] ] PUNCT dpc-1615 170 18 . . PUNCT dpc-1615 171 1 any any DET dpc-1615 171 2 inherent inherent ADJ dpc-1615 171 3 bias bias NOUN dpc-1615 171 4 in in ADP dpc-1615 171 5 the the DET dpc-1615 171 6 data datum NOUN dpc-1615 171 7 used use VERB dpc-1615 171 8 to to PART dpc-1615 171 9 train train VERB dpc-1615 171 10 an an DET dpc-1615 171 11 ai ai NOUN dpc-1615 171 12 algorithm algorithm NOUN dpc-1615 171 13 , , PUNCT dpc-1615 171 14 will will AUX dpc-1615 171 15 reflect reflect VERB dpc-1615 171 16 on on ADP dpc-1615 171 17 the the DET dpc-1615 171 18 final final ADJ dpc-1615 171 19 result result NOUN dpc-1615 171 20 . . PUNCT dpc-1615 171 21     SPACE dpc-1615 172 1 the the DET dpc-1615 172 2 potential potential NOUN dpc-1615 172 3 for for ADP dpc-1615 172 4 biased biased ADJ dpc-1615 172 5 data datum NOUN dpc-1615 172 6 to to PART dpc-1615 172 7 negatively negatively ADV dpc-1615 172 8 influence influence VERB dpc-1615 172 9 ai ai NOUN dpc-1615 172 10 - - PUNCT dpc-1615 172 11 based base VERB dpc-1615 172 12 programs program NOUN dpc-1615 172 13 was be AUX dpc-1615 172 14 made make VERB dpc-1615 172 15 evident evident ADJ dpc-1615 172 16 in in ADP dpc-1615 172 17 the the DET dpc-1615 172 18 healthcare healthcare NOUN dpc-1615 172 19 sphere sphere ADV dpc-1615 173 1 [ [ X dpc-1615 173 2 17 17 NUM dpc-1615 173 3 ] ] PUNCT dpc-1615 173 4 . . PUNCT dpc-1615 173 5     SPACE dpc-1615 174 1 thus thus ADV dpc-1615 174 2 , , PUNCT dpc-1615 174 3 in in ADP dpc-1615 174 4 the the DET dpc-1615 174 5 early early ADJ dpc-1615 174 6 stages stage NOUN dpc-1615 174 7 of of ADP dpc-1615 174 8 ai ai NOUN dpc-1615 174 9 in in ADP dpc-1615 174 10 skin skin NOUN dpc-1615 174 11 pathology pathology NOUN dpc-1615 174 12 , , PUNCT dpc-1615 174 13 we we PRON dpc-1615 174 14 will will AUX dpc-1615 174 15 have have VERB dpc-1615 174 16 to to PART dpc-1615 174 17 face face VERB dpc-1615 174 18 the the DET dpc-1615 174 19 problem problem NOUN dpc-1615 174 20 of of ADP dpc-1615 174 21 how how SCONJ dpc-1615 174 22 to to PART dpc-1615 174 23 create create VERB dpc-1615 174 24 a a DET dpc-1615 174 25 dataset dataset NOUN dpc-1615 174 26 with with ADP dpc-1615 174 27 minimal minimal ADJ dpc-1615 174 28 bias bias NOUN dpc-1615 174 29 in in ADP dpc-1615 174 30 terms term NOUN dpc-1615 174 31 of of ADP dpc-1615 174 32 disease disease NOUN dpc-1615 174 33 classification classification NOUN dpc-1615 174 34 and and CCONJ dpc-1615 174 35 diagnoses diagnosis NOUN dpc-1615 174 36 . . PUNCT dpc-1615 175 1 to to PART dpc-1615 175 2 help help VERB dpc-1615 175 3 address address VERB dpc-1615 175 4 the the DET dpc-1615 175 5 issue issue NOUN dpc-1615 175 6 of of ADP dpc-1615 175 7 variation variation NOUN dpc-1615 175 8 in in ADP dpc-1615 175 9 the the DET dpc-1615 175 10 diagnostic diagnostic ADJ dpc-1615 175 11 terminology terminology NOUN dpc-1615 175 12 we we PRON dpc-1615 175 13 developed develop VERB dpc-1615 175 14 a a DET dpc-1615 175 15 classification classification NOUN dpc-1615 175 16 schema schema NOUN dpc-1615 175 17 called call VERB dpc-1615 175 18 molem molem NOUN dpc-1615 175 19 ( ( PUNCT dpc-1615 175 20 management management NOUN dpc-1615 175 21 of of ADP dpc-1615 175 22 lesions lesion NOUN dpc-1615 175 23 excised excise VERB dpc-1615 175 24 to to PART dpc-1615 175 25 exclude exclude VERB dpc-1615 175 26 melanoma melanoma NOUN dpc-1615 175 27 ) ) PUNCT dpc-1615 175 28 that that SCONJ dpc-1615 175 29 groups group NOUN dpc-1615 175 30 lesions lesion NOUN dpc-1615 175 31 with with ADP dpc-1615 175 32 similar similar ADJ dpc-1615 175 33 management management NOUN dpc-1615 175 34 strategies strategy NOUN dpc-1615 175 35 . . PUNCT dpc-1615 176 1 this this DET dpc-1615 176 2 schema schema NOUN dpc-1615 176 3 extends extend VERB dpc-1615 176 4 upon upon SCONJ dpc-1615 176 5 the the DET dpc-1615 176 6 mpath mpath NOUN dpc-1615 176 7 - - PUNCT dpc-1615 176 8 dx dx PROPN dpc-1615 176 9 developed develop VERB dpc-1615 176 10 by by ADP dpc-1615 176 11 piepkorn piepkorn VERB dpc-1615 176 12 et et PROPN dpc-1615 176 13 al al PROPN dpc-1615 177 1 [ [ X dpc-1615 177 2 5 5 NUM dpc-1615 177 3 ] ] PUNCT dpc-1615 177 4 , , PUNCT dpc-1615 177 5 which which PRON dpc-1615 177 6 only only ADV dpc-1615 177 7 accommodates accommodate VERB dpc-1615 177 8 melanocytic melanocytic ADJ dpc-1615 177 9 lesions lesion NOUN dpc-1615 177 10 . . PUNCT dpc-1615 178 1 to to PART dpc-1615 178 2 create create VERB dpc-1615 178 3 more more ADJ dpc-1615 178 4 harmony harmony NOUN dpc-1615 178 5 in in ADP dpc-1615 178 6 the the DET dpc-1615 178 7 diagnosis diagnosis NOUN dpc-1615 178 8 of of ADP dpc-1615 178 9 the the DET dpc-1615 178 10 non non ADJ dpc-1615 178 11 - - ADJ dpc-1615 178 12 melanocytic melanocytic ADJ dpc-1615 178 13 lesions lesion NOUN dpc-1615 178 14 excised excise VERB dpc-1615 178 15 to to PART dpc-1615 178 16 exclude exclude VERB dpc-1615 178 17 melanoma melanoma NOUN dpc-1615 178 18 , , PUNCT dpc-1615 178 19 we we PRON dpc-1615 178 20 suggest suggest VERB dpc-1615 178 21 several several ADJ dpc-1615 178 22 approaches approach NOUN dpc-1615 178 23 firstly firstly ADV dpc-1615 178 24 , , PUNCT dpc-1615 178 25 the the DET dpc-1615 178 26 features feature NOUN dpc-1615 178 27 of of ADP dpc-1615 178 28 each each DET dpc-1615 178 29 lesion lesion NOUN dpc-1615 178 30 could could AUX dpc-1615 178 31 be be AUX dpc-1615 178 32 better well ADV dpc-1615 178 33 defined define VERB dpc-1615 178 34 in in ADP dpc-1615 178 35 a a DET dpc-1615 178 36 consensus consensus NOUN dpc-1615 178 37 type type NOUN dpc-1615 178 38 meeting meeting NOUN dpc-1615 178 39 , , PUNCT dpc-1615 178 40 with with SCONJ dpc-1615 178 41 examples example NOUN dpc-1615 178 42 depicted depict VERB dpc-1615 178 43 as as SCONJ dpc-1615 178 44 has have AUX dpc-1615 178 45 been be AUX dpc-1615 178 46 demonstrated demonstrate VERB dpc-1615 178 47 in in ADP dpc-1615 178 48 the the DET dpc-1615 178 49 development development NOUN dpc-1615 178 50 of of ADP dpc-1615 178 51 the the DET dpc-1615 178 52 mpath mpath NOUN dpc-1615 178 53 -dx -dx NOUN dpc-1615 178 54 system system NOUN dpc-1615 178 55 [ [ X dpc-1615 178 56 5 5 NUM dpc-1615 178 57 ] ] PUNCT dpc-1615 178 58 . . PUNCT dpc-1615 179 1 molecular molecular ADJ dpc-1615 179 2 studies study NOUN dpc-1615 179 3 may may AUX dpc-1615 179 4 help help VERB dpc-1615 179 5 , , PUNCT dpc-1615 179 6 as as ADV dpc-1615 179 7 well well ADV dpc-1615 179 8 as as ADP dpc-1615 179 9 correlation correlation NOUN dpc-1615 179 10 with with ADP dpc-1615 179 11 clinical clinical ADJ dpc-1615 179 12 and and CCONJ dpc-1615 179 13 dermoscopic dermoscopic ADJ dpc-1615 179 14 images image NOUN dpc-1615 179 15 , , PUNCT dpc-1615 179 16 because because SCONJ dpc-1615 179 17 the the DET dpc-1615 179 18 clinical clinical ADJ dpc-1615 179 19 impression impression NOUN dpc-1615 179 20 can can AUX dpc-1615 179 21 often often ADV dpc-1615 179 22 be be AUX dpc-1615 179 23 more more ADV dpc-1615 179 24 typical typical ADJ dpc-1615 179 25 than than ADP dpc-1615 179 26 the the DET dpc-1615 179 27 histological histological ADJ dpc-1615 179 28 impression impression NOUN dpc-1615 179 29 . . PUNCT dpc-1615 180 1 an an DET dpc-1615 180 2 alternative alternative NOUN dpc-1615 180 3 would would AUX dpc-1615 180 4 be be AUX dpc-1615 180 5 to to PART dpc-1615 180 6 term term VERB dpc-1615 180 7 many many ADJ dpc-1615 180 8 of of ADP dpc-1615 180 9 the the DET dpc-1615 180 10 lesions lesion NOUN dpc-1615 180 11 all all DET dpc-1615 180 12 “ " PUNCT dpc-1615 180 13 benign benign ADJ dpc-1615 180 14 keratoses keratose NOUN dpc-1615 180 15 ” " PUNCT dpc-1615 180 16 or or CCONJ dpc-1615 180 17 “ " PUNCT dpc-1615 180 18 benign benign ADJ dpc-1615 180 19 keratinocytic keratinocytic ADJ dpc-1615 180 20 lesion lesion NOUN dpc-1615 180 21 ” " PUNCT dpc-1615 180 22 with with ADP dpc-1615 180 23 a a DET dpc-1615 180 24 note note NOUN dpc-1615 180 25 that that SCONJ dpc-1615 180 26 few few ADJ dpc-1615 180 27 potential potential ADJ dpc-1615 180 28 entities entity NOUN dpc-1615 180 29 fall fall VERB dpc-1615 180 30 under under ADP dpc-1615 180 31 this this DET dpc-1615 180 32 umbrella umbrella NOUN dpc-1615 180 33 , , PUNCT dpc-1615 180 34 and and CCONJ dpc-1615 180 35 it it PRON dpc-1615 180 36 is be AUX dpc-1615 180 37 impossible impossible ADJ dpc-1615 180 38 to to PART dpc-1615 180 39 accurately accurately ADV dpc-1615 180 40 distinguish distinguish VERB dpc-1615 180 41 them they PRON dpc-1615 180 42 . . PUNCT dpc-1615 181 1 it it PRON dpc-1615 181 2 is be AUX dpc-1615 181 3 unclear unclear ADJ dpc-1615 181 4 which which DET dpc-1615 181 5 approach approach NOUN dpc-1615 181 6 would would AUX dpc-1615 181 7 be be AUX dpc-1615 181 8 most most ADV dpc-1615 181 9 beneficial beneficial ADJ dpc-1615 181 10 when when SCONJ dpc-1615 181 11 defining define VERB dpc-1615 181 12 entities entity NOUN dpc-1615 181 13 for for ADP dpc-1615 181 14 training training NOUN dpc-1615 181 15 ai ai VERB dpc-1615 181 16 algorithms algorithm NOUN dpc-1615 181 17 . . PUNCT dpc-1615 182 1 the the DET dpc-1615 182 2 use use NOUN dpc-1615 182 3 of of ADP dpc-1615 182 4 an an DET dpc-1615 182 5 ‘ ' PUNCT dpc-1615 182 6 umbrella umbrella NOUN dpc-1615 182 7 ’ ' PUNCT dpc-1615 182 8 term term NOUN dpc-1615 182 9 may may AUX dpc-1615 182 10 accurately accurately ADV dpc-1615 182 11 reflect reflect VERB dpc-1615 182 12 how how SCONJ dpc-1615 182 13 lesions lesion NOUN dpc-1615 182 14 such such ADJ dpc-1615 182 15 as as ADP dpc-1615 182 16 sl sl PROPN dpc-1615 182 17 , , PUNCT dpc-1615 182 18 sk sk INTJ dpc-1615 182 19 , , PUNCT dpc-1615 182 20 lplk lplk PROPN dpc-1615 182 21 , , PUNCT dpc-1615 182 22 and and CCONJ dpc-1615 182 23 lca lca PROPN dpc-1615 182 24 exist exist VERB dpc-1615 182 25 on on ADP dpc-1615 182 26 a a DET dpc-1615 182 27 morphologic morphologic ADJ dpc-1615 182 28 spectrum spectrum NOUN dpc-1615 182 29 , , PUNCT dpc-1615 182 30 but but CCONJ dpc-1615 182 31 over over AUX dpc-1615 182 32 - - PUNCT dpc-1615 182 33 simplifying simplify VERB dpc-1615 182 34 classification classification NOUN dpc-1615 182 35 systems system NOUN dpc-1615 182 36 might might AUX dpc-1615 182 37 hinder hinder VERB dpc-1615 182 38 the the DET dpc-1615 182 39 potential potential NOUN dpc-1615 182 40 for for ADP dpc-1615 182 41 machine machine NOUN dpc-1615 182 42 - - PUNCT dpc-1615 182 43 based base VERB dpc-1615 182 44 learning learning NOUN dpc-1615 182 45 algorithms algorithm NOUN dpc-1615 182 46 to to PART dpc-1615 182 47 offer offer VERB dpc-1615 182 48 new new ADJ dpc-1615 182 49 , , PUNCT dpc-1615 182 50 and and CCONJ dpc-1615 182 51 previously previously ADV dpc-1615 182 52 unrecognized unrecognize VERB dpc-1615 182 53 insights insight NOUN dpc-1615 182 54 into into ADP dpc-1615 182 55 disease disease NOUN dpc-1615 182 56 biology biology NOUN dpc-1615 182 57 . . PUNCT dpc-1615 182 58     SPACE dpc-1615 182 59 regarding regard VERB dpc-1615 182 60 the the DET dpc-1615 182 61 issue issue NOUN dpc-1615 182 62 of of ADP dpc-1615 182 63 distinguishing distinguish VERB dpc-1615 182 64 benign benign NOUN dpc-1615 182 65 from from ADP dpc-1615 182 66 malignant malignant ADJ dpc-1615 182 67 lesions lesion NOUN dpc-1615 182 68 in in ADP dpc-1615 182 69 4 4 NUM dpc-1615 182 70 % % NOUN dpc-1615 182 71 to to PART dpc-1615 182 72 7 7 NUM dpc-1615 182 73 % % NOUN dpc-1615 182 74 of of ADP dpc-1615 182 75 cases case NOUN dpc-1615 182 76 , , PUNCT dpc-1615 182 77 it it PRON dpc-1615 182 78 would would AUX dpc-1615 182 79 be be AUX dpc-1615 182 80 beneficial beneficial ADJ dpc-1615 182 81 to to PART dpc-1615 182 82 add add VERB dpc-1615 182 83 a a DET dpc-1615 182 84 note note NOUN dpc-1615 182 85 with with ADP dpc-1615 182 86 the the DET dpc-1615 182 87 lesions lesion NOUN dpc-1615 182 88 ’ ' PUNCT dpc-1615 182 89 diagnosis diagnosis NOUN dpc-1615 182 90 to to PART dpc-1615 182 91 explain explain VERB dpc-1615 182 92 the the DET dpc-1615 182 93 diagnostic diagnostic ADJ dpc-1615 182 94 difficulty difficulty NOUN dpc-1615 182 95 and and CCONJ dpc-1615 182 96 recommend recommend VERB dpc-1615 182 97 a a DET dpc-1615 182 98 clinical clinical ADJ dpc-1615 182 99 follow follow NOUN dpc-1615 182 100 - - PUNCT dpc-1615 182 101 up up NOUN dpc-1615 182 102 . . PUNCT dpc-1615 183 1 on on ADP dpc-1615 183 2 a a DET dpc-1615 183 3 similar similar ADJ dpc-1615 183 4 note note NOUN dpc-1615 183 5 , , PUNCT dpc-1615 183 6 it it PRON dpc-1615 183 7 has have AUX dpc-1615 183 8 been be AUX dpc-1615 183 9 suggested suggest VERB dpc-1615 183 10 that that SCONJ dpc-1615 183 11 dividing divide VERB dpc-1615 183 12 lesions lesion NOUN dpc-1615 183 13 into into ADP dpc-1615 183 14 3 3 NUM dpc-1615 183 15 categories category NOUN dpc-1615 183 16 : : PUNCT dpc-1615 183 17 benign benign ADJ dpc-1615 183 18 , , PUNCT dpc-1615 183 19 malignant malignant ADJ dpc-1615 183 20 , , PUNCT dpc-1615 183 21 and and CCONJ dpc-1615 183 22 “ " PUNCT dpc-1615 183 23 i i PRON dpc-1615 183 24 do do AUX dpc-1615 183 25 not not PART dpc-1615 183 26 know”/ know”/ PROPN dpc-1615 183 27 uncertain uncertain ADJ dpc-1615 183 28 ” " PUNCT dpc-1615 183 29 and and CCONJ dpc-1615 183 30 place place VERB dpc-1615 183 31 a a DET dpc-1615 183 32 comment comment NOUN dpc-1615 183 33 with with ADP dpc-1615 183 34 the the DET dpc-1615 183 35 latter latter ADJ dpc-1615 183 36 category category NOUN dpc-1615 183 37 , , PUNCT dpc-1615 183 38 might might AUX dpc-1615 183 39 be be AUX dpc-1615 183 40 helpful helpful ADJ dpc-1615 183 41 . . PUNCT dpc-1615 184 1 it it PRON dpc-1615 184 2 has have AUX dpc-1615 184 3 been be AUX dpc-1615 184 4 suggested suggest VERB dpc-1615 184 5 that that SCONJ dpc-1615 184 6 the the DET dpc-1615 184 7 use use NOUN dpc-1615 184 8 of of ADP dpc-1615 184 9 ai ai VERB dpc-1615 184 10 for for ADP dpc-1615 184 11 the the DET dpc-1615 184 12 diagnosis diagnosis NOUN dpc-1615 184 13 of of ADP dpc-1615 184 14 skin skin NOUN dpc-1615 184 15 lesions lesion NOUN dpc-1615 184 16 will will AUX dpc-1615 184 17 be be AUX dpc-1615 184 18 “ " PUNCT dpc-1615 184 19 more more ADV dpc-1615 184 20 consistent consistent ADJ dpc-1615 184 21 and and CCONJ dpc-1615 184 22 replicable replicable ADJ dpc-1615 184 23 than than ADP dpc-1615 184 24 those those PRON dpc-1615 184 25 based base VERB dpc-1615 184 26 on on ADP dpc-1615 184 27 human human ADJ dpc-1615 184 28 interpretation interpretation NOUN dpc-1615 184 29 , , PUNCT dpc-1615 184 30 but but CCONJ dpc-1615 184 31 they they PRON dpc-1615 184 32 may may AUX dpc-1615 184 33 not not PART dpc-1615 184 34 be be AUX dpc-1615 184 35 any any ADV dpc-1615 184 36 closer close ADJ dpc-1615 184 37 to to ADP dpc-1615 184 38 the the DET dpc-1615 184 39 truth truth NOUN dpc-1615 184 40 ” " PUNCT dpc-1615 184 41 [ [ X dpc-1615 184 42 12 12 NUM dpc-1615 184 43 ] ] PUNCT dpc-1615 184 44 . . PUNCT dpc-1615 185 1 there there PRON dpc-1615 185 2 are be VERB dpc-1615 185 3 a a DET dpc-1615 185 4 few few ADJ dpc-1615 185 5 limitations limitation NOUN dpc-1615 185 6 to to ADP dpc-1615 185 7 this this DET dpc-1615 185 8 study study NOUN dpc-1615 185 9 . . PUNCT dpc-1615 186 1 firstly firstly ADV dpc-1615 186 2 , , PUNCT dpc-1615 186 3 this this PRON dpc-1615 186 4 is be AUX dpc-1615 186 5 a a DET dpc-1615 186 6 small small ADJ dpc-1615 186 7 study study NOUN dpc-1615 186 8 with with ADP dpc-1615 186 9 5 5 NUM dpc-1615 186 10 dermatopathologists dermatopathologist NOUN dpc-1615 186 11 submitting submit VERB dpc-1615 186 12 a a DET dpc-1615 186 13 diagnosis diagnosis NOUN dpc-1615 186 14 for for ADP dpc-1615 186 15 each each DET dpc-1615 186 16 case case NOUN dpc-1615 186 17 . . PUNCT dpc-1615 187 1 another another DET dpc-1615 187 2 potential potential ADJ dpc-1615 187 3 weakness weakness NOUN dpc-1615 187 4 of of ADP dpc-1615 187 5 the the DET dpc-1615 187 6 study study NOUN dpc-1615 187 7 is be AUX dpc-1615 187 8 that that SCONJ dpc-1615 187 9 some some DET dpc-1615 187 10 pathologists pathologist NOUN dpc-1615 187 11 looked look VERB dpc-1615 187 12 at at ADP dpc-1615 187 13 routine routine ADJ dpc-1615 187 14 glass glass NOUN dpc-1615 187 15 slides slide NOUN dpc-1615 187 16 and and CCONJ dpc-1615 187 17 other other ADJ dpc-1615 187 18 pathologists pathologist NOUN dpc-1615 187 19 looked look VERB dpc-1615 187 20 at at ADP dpc-1615 187 21 digital digital ADJ dpc-1615 187 22 slides slide NOUN dpc-1615 187 23 . . PUNCT dpc-1615 188 1 finally finally ADV dpc-1615 188 2 , , PUNCT dpc-1615 188 3 because because SCONJ dpc-1615 188 4 these these PRON dpc-1615 188 5 were be AUX dpc-1615 188 6 not not PART dpc-1615 188 7 routine routine ADJ dpc-1615 188 8 reports report NOUN dpc-1615 188 9 , , PUNCT dpc-1615 188 10 there there PRON dpc-1615 188 11 is be VERB dpc-1615 188 12 the the DET dpc-1615 188 13 risk risk NOUN dpc-1615 188 14 that that SCONJ dpc-1615 188 15 the the DET dpc-1615 188 16 slides slide NOUN dpc-1615 188 17 were be AUX dpc-1615 188 18 not not PART dpc-1615 188 19 examined examine VERB dpc-1615 188 20 in in ADP dpc-1615 188 21 as as ADV dpc-1615 188 22 much much ADJ dpc-1615 188 23 detail detail NOUN dpc-1615 188 24 as as ADP dpc-1615 188 25 normal normal ADJ dpc-1615 188 26 . . PUNCT dpc-1615 189 1 conclusions conclusion NOUN dpc-1615 189 2 we we PRON dpc-1615 189 3 show show VERB dpc-1615 189 4 that that SCONJ dpc-1615 189 5 there there PRON dpc-1615 189 6 is be VERB dpc-1615 189 7 significant significant ADJ dpc-1615 189 8 inter inter ADJ dpc-1615 189 9 - - ADJ dpc-1615 189 10 pathologist pathologist ADJ dpc-1615 189 11 variation variation NOUN dpc-1615 189 12 in in ADP dpc-1615 189 13 the the DET dpc-1615 189 14 terminology terminology NOUN dpc-1615 189 15 and and CCONJ dpc-1615 189 16 diagnosis diagnosis NOUN dpc-1615 189 17 of of ADP dpc-1615 189 18 benign benign ADJ dpc-1615 189 19 lesions lesion NOUN dpc-1615 189 20 excised excise VERB dpc-1615 189 21 to to PART dpc-1615 189 22 exclude exclude VERB dpc-1615 189 23 melanoma melanoma NOUN dpc-1615 189 24 . . PUNCT dpc-1615 190 1 inter inter ADJ dpc-1615 190 2 - - ADJ dpc-1615 190 3 pathologist pathologist ADJ dpc-1615 190 4 variation variation NOUN dpc-1615 190 5 in in ADP dpc-1615 190 6 distinguishing distinguish VERB dpc-1615 190 7 benign benign ADJ dpc-1615 190 8 lesions lesion NOUN dpc-1615 190 9 from from ADP dpc-1615 190 10 malignant malignant ADJ dpc-1615 190 11 lesions lesion NOUN dpc-1615 190 12 was be AUX dpc-1615 190 13 also also ADV dpc-1615 190 14 observed observe VERB dpc-1615 190 15 . . PUNCT dpc-1615 191 1 we we PRON dpc-1615 191 2 have have AUX dpc-1615 191 3 proposed propose VERB dpc-1615 191 4 a a DET dpc-1615 191 5 new new ADJ dpc-1615 191 6 management management NOUN dpc-1615 191 7 classification classification NOUN dpc-1615 191 8 scheme scheme NOUN dpc-1615 191 9 called call VERB dpc-1615 191 10 molem molem NOUN dpc-1615 191 11 ( ( PUNCT dpc-1615 191 12 management management NOUN dpc-1615 191 13 of of ADP dpc-1615 191 14 lesions lesion NOUN dpc-1615 191 15 excised excise VERB dpc-1615 191 16 to to PART dpc-1615 191 17 exclude exclude VERB dpc-1615 191 18 melanoma melanoma NOUN dpc-1615 191 19 ) ) PUNCT dpc-1615 191 20 which which PRON dpc-1615 191 21 expands expand VERB dpc-1615 191 22 the the DET dpc-1615 191 23 previously previously ADV dpc-1615 191 24 described describe VERB dpc-1615 191 25 mpath mpath NOUN dpc-1615 191 26 - - PUNCT dpc-1615 191 27 dx dx PROPN dpc-1615 191 28 to to PART dpc-1615 191 29 include include VERB dpc-1615 191 30 non non ADJ dpc-1615 191 31 - - ADJ dpc-1615 191 32 melanocytic melanocytic ADJ dpc-1615 191 33 lesions lesion NOUN dpc-1615 191 34 . . PUNCT dpc-1615 192 1 our our PRON dpc-1615 192 2 hypothesis hypothesis NOUN dpc-1615 192 3 is be AUX dpc-1615 192 4 that that SCONJ dpc-1615 192 5 this this DET dpc-1615 192 6 approach approach NOUN dpc-1615 192 7 has have VERB dpc-1615 192 8 the the DET dpc-1615 192 9 potential potential NOUN dpc-1615 192 10 to to PART dpc-1615 192 11 1 1 NUM dpc-1615 192 12 ) ) PUNCT dpc-1615 192 13 clarify clarify VERB dpc-1615 192 14 communication communication NOUN dpc-1615 192 15 between between ADP dpc-1615 192 16 pathologists pathologist NOUN dpc-1615 192 17 and and CCONJ dpc-1615 192 18 clinicians clinician NOUN dpc-1615 192 19 for for ADP dpc-1615 192 20 improved improve VERB dpc-1615 192 21 clinical clinical ADJ dpc-1615 192 22 management management NOUN dpc-1615 192 23 , , PUNCT dpc-1615 192 24 and and CCONJ dpc-1615 192 25 2 2 X dpc-1615 192 26 ) ) PUNCT dpc-1615 192 27 provide provide VERB dpc-1615 192 28 a a DET dpc-1615 192 29 structured structured ADJ dpc-1615 192 30 diagnostic diagnostic ADJ dpc-1615 192 31 schema schema NOUN dpc-1615 192 32 for for ADP dpc-1615 192 33 future future ADJ dpc-1615 192 34 work work NOUN dpc-1615 192 35 in in ADP dpc-1615 192 36 ai ai ADJ dpc-1615 192 37 and and CCONJ dpc-1615 192 38 molecular molecular ADJ dpc-1615 192 39 diagnostics diagnostic NOUN dpc-1615 192 40 fields field NOUN dpc-1615 192 41 . . PUNCT dpc-1615 193 1 supplementary supplementary ADJ dpc-1615 193 2 material material NOUN dpc-1615 193 3 all all DET dpc-1615 193 4 pathology pathology NOUN dpc-1615 193 5 slides slide VERB dpc-1615 193 6 for for ADP dpc-1615 193 7 the the DET dpc-1615 193 8 lesions lesion NOUN dpc-1615 193 9 discussed discuss VERB dpc-1615 193 10 in in ADP dpc-1615 193 11 this this DET dpc-1615 193 12 paper paper NOUN dpc-1615 193 13 are be AUX dpc-1615 193 14 available available ADJ dpc-1615 193 15 at at ADP dpc-1615 193 16 : : PUNCT dpc-1615 193 17 https://pathpresenter.net/#/public/presentation/display https://pathpresenter.net/#/public/presentation/display X dpc-1615 194 1 ? ? PUNCT dpc-1615 194 2 token token PROPN dpc-1615 194 3 = = ADJ dpc-1615 194 4 d08ddedf d08ddedf ADJ dpc-1615 194 5 references reference NOUN dpc-1615 194 6 1 1 NUM dpc-1615 194 7 . . PUNCT dpc-1615 194 8 marchetti marchetti PROPN dpc-1615 194 9 , , PUNCT dpc-1615 194 10 ma ma PROPN dpc-1615 194 11 , , PUNCT dpc-1615 194 12 a a DET dpc-1615 194 13 yu yu PROPN dpc-1615 194 14 , , PUNCT dpc-1615 194 15 j j PROPN dpc-1615 194 16 nanda nanda PROPN dpc-1615 194 17 , , PUNCT dpc-1615 194 18 et et PROPN dpc-1615 194 19 al al PROPN dpc-1615 194 20 . . PROPN dpc-1615 194 21 number number PROPN dpc-1615 194 22 needed need VERB dpc-1615 194 23 to to PART dpc-1615 194 24 biopsy biopsy VERB dpc-1615 194 25 ratio ratio NOUN dpc-1615 194 26 and and CCONJ dpc-1615 194 27 diagnostic diagnostic ADJ dpc-1615 194 28 accuracy accuracy NOUN dpc-1615 194 29 for for ADP dpc-1615 194 30 melanoma melanoma NOUN dpc-1615 194 31 detection detection NOUN dpc-1615 194 32 . . PUNCT dpc-1615 195 1 research research NOUN dpc-1615 195 2 | | ADV dpc-1615 195 3 dermatol dermatol ADJ dpc-1615 195 4 pract pract NOUN dpc-1615 195 5 concept concept NOUN dpc-1615 195 6 . . PUNCT dpc-1615 196 1 2021 2021 NUM dpc-1615 196 2 ; ; PUNCT dpc-1615 196 3 11(4):e2021094 11(4):e2021094 NUM dpc-1615 196 4 9 9 NUM dpc-1615 196 5 j j PROPN dpc-1615 196 6 am be AUX dpc-1615 196 7 acad acad ADJ dpc-1615 196 8 dermatol dermatol NOUN dpc-1615 196 9 . . PUNCT dpc-1615 197 1 2020 2020 NUM dpc-1615 197 2 ; ; PUNCT dpc-1615 197 3 83(3):780 83(3):780 NUM dpc-1615 197 4 - - SYM dpc-1615 197 5 787 787 NUM dpc-1615 197 6 . . PUNCT dpc-1615 198 1 doi doi NOUN dpc-1615 198 2 : : PUNCT dpc-1615 198 3 10.1016 10.1016 NUM dpc-1615 198 4 / / SYM dpc-1615 198 5 j. j. PROPN dpc-1615 198 6 jaad.2020.04.109 jaad.2020.04.109 PROPN dpc-1615 198 7 . . PUNCT dpc-1615 199 1 pmid pmid NOUN dpc-1615 199 2 : : PUNCT dpc-1615 199 3 32360723 32360723 NUM dpc-1615 199 4 . . PUNCT dpc-1615 200 1 pmcid pmcid NOUN dpc-1615 200 2 : : PUNCT dpc-1615 200 3 pmc7484328 pmc7484328 NOUN dpc-1615 200 4 . . PUNCT dpc-1615 201 1 2 2 X dpc-1615 201 2 . . X dpc-1615 201 3 scolyer scolyer PROPN dpc-1615 201 4 , , PUNCT dpc-1615 201 5 ra ra PROPN dpc-1615 201 6 , , PUNCT dpc-1615 201 7 hp hp PROPN dpc-1615 201 8 soyer soyer PROPN dpc-1615 201 9 , , PUNCT dpc-1615 201 10 jw jw PROPN dpc-1615 201 11 kelly kelly PROPN dpc-1615 201 12 , , PUNCT dpc-1615 201 13 et et PROPN dpc-1615 201 14 al al PROPN dpc-1615 201 15 . . PUNCT dpc-1615 201 16 improving improve VERB dpc-1615 201 17 diagnostic diagnostic ADJ dpc-1615 201 18 accuracy accuracy NOUN dpc-1615 201 19 for for ADP dpc-1615 201 20 suspicious suspicious ADJ dpc-1615 201 21 melanocytic melanocytic ADJ dpc-1615 201 22 skin skin NOUN dpc-1615 201 23 lesions lesion NOUN dpc-1615 201 24 : : PUNCT dpc-1615 201 25 new new ADJ dpc-1615 201 26 australian australian ADJ dpc-1615 201 27 melanoma melanoma NOUN dpc-1615 201 28 clinical clinical ADJ dpc-1615 201 29 practice practice NOUN dpc-1615 201 30 guidelines guideline NOUN dpc-1615 201 31 stress stress VERB dpc-1615 201 32 the the DET dpc-1615 201 33 importance importance NOUN dpc-1615 201 34 of of ADP dpc-1615 201 35 clinician clinician NOUN dpc-1615 201 36 / / SYM dpc-1615 201 37 pathologist pathologist NOUN dpc-1615 201 38 communication communication NOUN dpc-1615 201 39 . . PUNCT dpc-1615 202 1 aust aust PROPN dpc-1615 202 2 j j PROPN dpc-1615 202 3 gen gen PROPN dpc-1615 202 4 pract pract NOUN dpc-1615 202 5 . . PUNCT dpc-1615 203 1 2019 2019 NUM dpc-1615 203 2 ; ; PUNCT dpc-1615 203 3 48(6):357 48(6):357 PROPN dpc-1615 203 4 - - PUNCT dpc-1615 203 5 362 362 NUM dpc-1615 203 6 . . PUNCT dpc-1615 204 1 doi doi NOUN dpc-1615 204 2 : : PUNCT dpc-1615 204 3 10.31128 10.31128 NUM dpc-1615 204 4 / / SYM dpc-1615 204 5 ajgp-11 ajgp-11 PROPN dpc-1615 204 6 - - PUNCT dpc-1615 204 7 18 18 NUM dpc-1615 204 8 - - SYM dpc-1615 204 9 4759 4759 NUM dpc-1615 204 10 . . PUNCT dpc-1615 205 1 pmid:31220881 pmid:31220881 NUM dpc-1615 205 2 . . PROPN dpc-1615 206 1 3 3 NUM dpc-1615 206 2 . . X dpc-1615 206 3 calonje calonje PROPN dpc-1615 206 4 , , PUNCT dpc-1615 206 5 e. e. PROPN dpc-1615 206 6 non non ADJ dpc-1615 206 7 - - ADJ dpc-1615 206 8 melanocytic melanocytic ADJ dpc-1615 206 9 lesions lesion NOUN dpc-1615 206 10 mimicking mimic VERB dpc-1615 206 11 melanocytic melanocytic ADJ dpc-1615 206 12 lesions lesion NOUN dpc-1615 206 13 . . PUNCT dpc-1615 207 1 pathology pathology NOUN dpc-1615 207 2 . . PUNCT dpc-1615 208 1 2004 2004 NUM dpc-1615 208 2 ; ; PUNCT dpc-1615 208 3 36(5):387 36(5):387 NUM dpc-1615 208 4 - - SYM dpc-1615 208 5 95 95 NUM dpc-1615 208 6 . . PUNCT dpc-1615 209 1 doi doi NOUN dpc-1615 209 2 : : PUNCT dpc-1615 209 3 10.1080/00313020412331283833 10.1080/00313020412331283833 NUM dpc-1615 209 4 . . X dpc-1615 209 5 pmid:15370107 pmid:15370107 PROPN dpc-1615 209 6 4 4 NUM dpc-1615 209 7 . . PUNCT dpc-1615 210 1 kamil kamil PROPN dpc-1615 210 2 , , PUNCT dpc-1615 210 3 zs zs PROPN dpc-1615 210 4 , , PUNCT dpc-1615 210 5 lc lc PROPN dpc-1615 210 6 tong tong PROPN dpc-1615 210 7 , , PUNCT dpc-1615 210 8 aa aa PROPN dpc-1615 210 9 habeeb habeeb PROPN dpc-1615 210 10 , , PUNCT dpc-1615 210 11 and and CCONJ dpc-1615 210 12 d d ADP dpc-1615 210 13 ghazarian ghazarian NOUN dpc-1615 210 14 . . PUNCT dpc-1615 211 1 non non ADJ dpc-1615 211 2 - - ADJ dpc-1615 211 3 melanocytic melanocytic ADJ dpc-1615 211 4 mimics mimic NOUN dpc-1615 211 5 of of ADP dpc-1615 211 6 melanoma melanoma NOUN dpc-1615 211 7 : : PUNCT dpc-1615 211 8 part part NOUN dpc-1615 212 1 i i NOUN dpc-1615 212 2 : : PUNCT dpc-1615 212 3 intraepidermal intraepidermal ADJ dpc-1615 212 4 mimics mimic NOUN dpc-1615 212 5 . . PUNCT dpc-1615 213 1 j j PROPN dpc-1615 213 2 clin clin PROPN dpc-1615 213 3 pathol pathol PROPN dpc-1615 213 4 . . PUNCT dpc-1615 214 1 2009 2009 NUM dpc-1615 214 2 ; ; PUNCT dpc-1615 214 3 62(2):120 62(2):120 NOUN dpc-1615 214 4 - - SYM dpc-1615 214 5 7 7 NUM dpc-1615 214 6 . . PUNCT dpc-1615 214 7 doi doi NOUN dpc-1615 214 8 : : PUNCT dpc-1615 214 9 10.1136 10.1136 NUM dpc-1615 214 10 / / SYM dpc-1615 214 11 jcp.2008.060863 jcp.2008.060863 NOUN dpc-1615 214 12 . . PUNCT dpc-1615 215 1 pmid pmid NOUN dpc-1615 215 2 : : PUNCT dpc-1615 215 3 18930985 18930985 NUM dpc-1615 215 4 . . PUNCT dpc-1615 216 1 5 5 X dpc-1615 216 2 . . X dpc-1615 216 3 piepkorn piepkorn VERB dpc-1615 216 4 , , PUNCT dpc-1615 216 5 mw mw X dpc-1615 216 6 , , PUNCT dpc-1615 216 7 rl rl PROPN dpc-1615 216 8 barnhill barnhill PROPN dpc-1615 216 9 , , PUNCT dpc-1615 216 10 de de X dpc-1615 216 11 elder elder NOUN dpc-1615 216 12 , , PUNCT dpc-1615 216 13 et et PROPN dpc-1615 216 14 al al PROPN dpc-1615 216 15 . . PUNCT dpc-1615 217 1 the the DET dpc-1615 217 2 mpath mpath NOUN dpc-1615 217 3 - - PUNCT dpc-1615 217 4 dx dx PROPN dpc-1615 217 5 reporting reporting NOUN dpc-1615 217 6 schema schema NOUN dpc-1615 217 7 for for ADP dpc-1615 217 8 melanocytic melanocytic ADJ dpc-1615 217 9 proliferations proliferation NOUN dpc-1615 217 10 and and CCONJ dpc-1615 217 11 melanoma melanoma NOUN dpc-1615 217 12 . . PUNCT dpc-1615 218 1 j j PROPN dpc-1615 218 2 am be AUX dpc-1615 218 3 acad acad ADJ dpc-1615 218 4 dermatol dermatol NOUN dpc-1615 218 5 . . PUNCT dpc-1615 219 1 2014 2014 NUM dpc-1615 219 2 ; ; PUNCT dpc-1615 220 1 70(1):131 70(1):131 PROPN dpc-1615 220 2 - - SYM dpc-1615 220 3 41 41 NUM dpc-1615 220 4 . . PUNCT dpc-1615 221 1 doi doi NOUN dpc-1615 221 2 : : PUNCT dpc-1615 221 3 10.1016 10.1016 NUM dpc-1615 221 4 / / SYM dpc-1615 221 5 j. j. PROPN dpc-1615 221 6 jaad.2013.07.027 jaad.2013.07.027 PROPN dpc-1615 221 7 . . PUNCT dpc-1615 222 1 pmid pmid NOUN dpc-1615 222 2 : : PUNCT dpc-1615 222 3 24176521 24176521 NUM dpc-1615 222 4 . . PUNCT dpc-1615 223 1 pmcid pmcid ADJ dpc-1615 223 2 : : PUNCT dpc-1615 223 3 pmc3992990 pmc3992990 NOUN dpc-1615 223 4 . . PUNCT dpc-1615 224 1 6 6 X dpc-1615 224 2 . . X dpc-1615 224 3 fraga fraga NOUN dpc-1615 224 4 , , PUNCT dpc-1615 224 5 gr gr PROPN dpc-1615 224 6 and and CCONJ dpc-1615 224 7 sm sm PROPN dpc-1615 224 8 amin amin PROPN dpc-1615 224 9 . . PUNCT dpc-1615 225 1 large large ADJ dpc-1615 225 2 cell cell NOUN dpc-1615 225 3 acanthoma acanthoma NOUN dpc-1615 225 4 : : PUNCT dpc-1615 225 5 a a DET dpc-1615 225 6 variant variant NOUN dpc-1615 225 7 of of ADP dpc-1615 225 8 solar solar ADJ dpc-1615 225 9 lentigo lentigo ADJ dpc-1615 225 10 with with ADP dpc-1615 225 11 cellular cellular ADJ dpc-1615 225 12 hypertrophy hypertrophy NOUN dpc-1615 225 13 . . PUNCT dpc-1615 226 1 j j PROPN dpc-1615 226 2 cutan cutan PROPN dpc-1615 226 3 pathol pathol PROPN dpc-1615 226 4 . . PUNCT dpc-1615 227 1 2014 2014 NUM dpc-1615 227 2 ; ; PUNCT dpc-1615 227 3 41(9):733 41(9):733 NUM dpc-1615 227 4 - - SYM dpc-1615 227 5 9 9 NUM dpc-1615 227 6 . . PUNCT dpc-1615 227 7 doi doi NOUN dpc-1615 227 8 : : PUNCT dpc-1615 227 9 10.1111 10.1111 NUM dpc-1615 227 10 / / SYM dpc-1615 227 11 cup.12369.pmid cup.12369.pmid NOUN dpc-1615 227 12 : : PUNCT dpc-1615 227 13 24917472 24917472 NUM dpc-1615 227 14 . . PUNCT dpc-1615 228 1 7 7 X dpc-1615 228 2 . . X dpc-1615 228 3 patsatsi patsatsi PROPN dpc-1615 228 4 , , PUNCT dpc-1615 228 5 a a PRON dpc-1615 228 6 , , PUNCT dpc-1615 228 7 e e NOUN dpc-1615 228 8 lazaridou lazaridou NOUN dpc-1615 228 9 , , PUNCT dpc-1615 228 10 c c PROPN dpc-1615 228 11 fotiadou fotiadou PROPN dpc-1615 228 12 , , PUNCT dpc-1615 228 13 a a DET dpc-1615 228 14 kyriakou kyriakou NOUN dpc-1615 228 15 , , PUNCT dpc-1615 228 16 and and CCONJ dpc-1615 228 17 d d ADP dpc-1615 228 18 sotiriadis sotiriadi NOUN dpc-1615 228 19 . . PUNCT dpc-1615 229 1 large large ADJ dpc-1615 229 2 cell cell NOUN dpc-1615 229 3 acanthoma acanthoma NOUN dpc-1615 229 4 : : PUNCT dpc-1615 229 5 a a DET dpc-1615 229 6 debate debate NOUN dpc-1615 229 7 throughout throughout ADP dpc-1615 229 8 the the DET dpc-1615 229 9 decades decade NOUN dpc-1615 229 10 . . PUNCT dpc-1615 230 1 dermatol dermatol NOUN dpc-1615 230 2 pract pract PROPN dpc-1615 230 3 concept concept NOUN dpc-1615 230 4 . . PUNCT dpc-1615 231 1 2014 2014 NUM dpc-1615 231 2 ; ; PUNCT dpc-1615 231 3 4(1):43 4(1):43 PROPN dpc-1615 231 4 - - PUNCT dpc-1615 231 5 5 5 PROPN dpc-1615 231 6 . . PUNCT dpc-1615 231 7 doi doi NOUN dpc-1615 231 8 : : PUNCT dpc-1615 231 9 10.5826/ 10.5826/ NUM dpc-1615 231 10 dpc.0401a05 dpc.0401a05 NOUN dpc-1615 231 11 . . PUNCT dpc-1615 232 1 pmid pmid NOUN dpc-1615 232 2 : : PUNCT dpc-1615 232 3 24520512 24520512 NUM dpc-1615 232 4 . . PUNCT dpc-1615 233 1 pmcid pmcid NOUN dpc-1615 233 2 : : PUNCT dpc-1615 233 3 pmc3919838 pmc3919838 NOUN dpc-1615 233 4 . . PUNCT dpc-1615 234 1 8 8 X dpc-1615 234 2 . . X dpc-1615 235 1 rahbari rahbari PROPN dpc-1615 235 2 , , PUNCT dpc-1615 235 3 h h NOUN dpc-1615 235 4 and and CCONJ dpc-1615 235 5 h h NOUN dpc-1615 235 6 pinkus pinku NOUN dpc-1615 235 7 . . PUNCT dpc-1615 236 1 large large ADJ dpc-1615 236 2 cell cell NOUN dpc-1615 236 3 acanthoma acanthoma NOUN dpc-1615 236 4 . . PUNCT dpc-1615 237 1 one one NUM dpc-1615 237 2 of of ADP dpc-1615 237 3 the the DET dpc-1615 237 4 actinic actinic ADJ dpc-1615 237 5 keratoses keratose NOUN dpc-1615 237 6 . . PUNCT dpc-1615 238 1 arch arch ADJ dpc-1615 238 2 dermatol dermatol NOUN dpc-1615 238 3 . . PUNCT dpc-1615 239 1 1978 1978 NUM dpc-1615 239 2 ; ; PUNCT dpc-1615 239 3 114(1):49 114(1):49 NUM dpc-1615 239 4 - - SYM dpc-1615 239 5 52 52 NUM dpc-1615 239 6 . . PUNCT dpc-1615 240 1 doi doi NOUN dpc-1615 240 2 : : PUNCT dpc-1615 240 3 10.1001/ 10.1001/ NUM dpc-1615 240 4 archderm.114.1.49 archderm.114.1.49 NOUN dpc-1615 240 5 . . PUNCT dpc-1615 241 1 pmid pmid NOUN dpc-1615 241 2 : : PUNCT dpc-1615 241 3 619783 619783 NUM dpc-1615 241 4 . . PUNCT dpc-1615 242 1 9 9 X dpc-1615 242 2 . . X dpc-1615 242 3 roewert roewert NOUN dpc-1615 242 4 , , PUNCT dpc-1615 242 5 hj hj PROPN dpc-1615 242 6 and and CCONJ dpc-1615 242 7 ab ab PROPN dpc-1615 242 8 ackerman ackerman PROPN dpc-1615 242 9 . . PUNCT dpc-1615 243 1 large large ADJ dpc-1615 243 2 - - PUNCT dpc-1615 243 3 cell cell NOUN dpc-1615 243 4 acanthoma acanthoma NOUN dpc-1615 243 5 is be AUX dpc-1615 243 6 a a DET dpc-1615 243 7 solar solar ADJ dpc-1615 243 8 lentigo lentigo NOUN dpc-1615 243 9 . . PUNCT dpc-1615 244 1 am be AUX dpc-1615 244 2 j j PROPN dpc-1615 244 3 dermatopathol dermatopathol NOUN dpc-1615 244 4 . . PUNCT dpc-1615 245 1 1992 1992 NUM dpc-1615 245 2 ; ; PUNCT dpc-1615 245 3 14(2):122 14(2):122 NUM dpc-1615 245 4 - - SYM dpc-1615 245 5 32 32 NUM dpc-1615 245 6 . . PUNCT dpc-1615 246 1 doi doi NOUN dpc-1615 246 2 : : PUNCT dpc-1615 246 3 10.1097/00000372 10.1097/00000372 NUM dpc-1615 246 4 - - SYM dpc-1615 246 5 199204000 199204000 NUM dpc-1615 246 6 - - PUNCT dpc-1615 246 7 00006 00006 NUM dpc-1615 246 8 . . PUNCT dpc-1615 247 1 pmid pmid NOUN dpc-1615 247 2 : : PUNCT dpc-1615 247 3 1533104 1533104 NUM dpc-1615 247 4 . . PUNCT dpc-1615 248 1 10 10 NUM dpc-1615 248 2 . . PUNCT dpc-1615 248 3 sanchez sanchez PROPN dpc-1615 248 4 yus yus PROPN dpc-1615 248 5 , , PUNCT dpc-1615 248 6 e e PROPN dpc-1615 248 7 , , PUNCT dpc-1615 248 8 e e PROPN dpc-1615 248 9 del del PROPN dpc-1615 248 10 rio rio PROPN dpc-1615 248 11 , , PUNCT dpc-1615 248 12 and and CCONJ dpc-1615 248 13 l l NOUN dpc-1615 248 14 requena requena NOUN dpc-1615 248 15 . . PUNCT dpc-1615 249 1 large large ADJ dpc-1615 249 2 - - PUNCT dpc-1615 249 3 cell cell NOUN dpc-1615 249 4 acanthoma acanthoma NOUN dpc-1615 249 5 is be AUX dpc-1615 249 6 a a DET dpc-1615 249 7 distinctive distinctive ADJ dpc-1615 249 8 condition condition NOUN dpc-1615 249 9 . . PUNCT dpc-1615 250 1 am be AUX dpc-1615 250 2 j j PROPN dpc-1615 250 3 dermatopathol dermatopathol NOUN dpc-1615 250 4 . . PUNCT dpc-1615 251 1 1992 1992 NUM dpc-1615 251 2 ; ; PUNCT dpc-1615 251 3 14(2):1407 14(2):1407 NUM dpc-1615 251 4 ; ; PUNCT dpc-1615 251 5 discussion discussion NOUN dpc-1615 251 6 148 148 NUM dpc-1615 251 7 . . PUNCT dpc-1615 252 1 doi doi NOUN dpc-1615 252 2 : : PUNCT dpc-1615 252 3 10.1097/00000372 10.1097/00000372 NUM dpc-1615 252 4 - - SYM dpc-1615 252 5 199204000 199204000 NUM dpc-1615 252 6 - - PUNCT dpc-1615 252 7 00011 00011 NUM dpc-1615 252 8 . . PUNCT dpc-1615 253 1 pmid pmid NOUN dpc-1615 253 2 : : PUNCT dpc-1615 253 3 1566974 1566974 NUM dpc-1615 253 4 . . PUNCT dpc-1615 254 1 11 11 NUM dpc-1615 254 2 . . X dpc-1615 255 1 ramos ramo NOUN dpc-1615 255 2 - - PUNCT dpc-1615 255 3 ceballos ceballos PROPN dpc-1615 255 4 , , PUNCT dpc-1615 255 5 fi fi NOUN dpc-1615 255 6 , , PUNCT dpc-1615 255 7 st st PROPN dpc-1615 255 8 ounpraseuth ounpraseuth PROPN dpc-1615 255 9 , , PUNCT dpc-1615 255 10 and and CCONJ dpc-1615 255 11 td td NOUN dpc-1615 255 12 horn horn NOUN dpc-1615 255 13 . . PUNCT dpc-1615 256 1 diagnostic diagnostic ADJ dpc-1615 256 2 concordance concordance NOUN dpc-1615 256 3 among among ADP dpc-1615 256 4 dermatopathologists dermatopathologist NOUN dpc-1615 256 5 using use VERB dpc-1615 256 6 a a DET dpc-1615 256 7 threetiered threetiere VERB dpc-1615 256 8 keratinocytic keratinocytic ADJ dpc-1615 256 9 intraepithelial intraepithelial ADJ dpc-1615 256 10 neoplasia neoplasia NOUN dpc-1615 256 11 grading grade VERB dpc-1615 256 12 scheme scheme NOUN dpc-1615 256 13 . . PUNCT dpc-1615 257 1 j j PROPN dpc-1615 257 2 cutan cutan PROPN dpc-1615 257 3 pathol pathol PROPN dpc-1615 257 4 . . PUNCT dpc-1615 257 5 2008 2008 NUM dpc-1615 257 6 ; ; PUNCT dpc-1615 257 7 35(4):386 35(4):386 NUM dpc-1615 257 8 - - SYM dpc-1615 257 9 91 91 NUM dpc-1615 257 10 . . PUNCT dpc-1615 258 1 doi doi NOUN dpc-1615 258 2 : : PUNCT dpc-1615 258 3 10.1111 10.1111 NUM dpc-1615 258 4 / / SYM dpc-1615 258 5 j.16000560.2007.00827.x j.16000560.2007.00827.x NOUN dpc-1615 258 6 . . PUNCT dpc-1615 259 1 pmid pmid NOUN dpc-1615 259 2 : : PUNCT dpc-1615 259 3 18333899 18333899 NUM dpc-1615 259 4 . . PUNCT dpc-1615 260 1 12 12 NUM dpc-1615 260 2 . . PUNCT dpc-1615 261 1 adamson adamson PROPN dpc-1615 261 2 , , PUNCT dpc-1615 261 3 as as ADP dpc-1615 261 4 and and CCONJ dpc-1615 261 5 hg hg PROPN dpc-1615 261 6 welch welch PROPN dpc-1615 261 7 . . PUNCT dpc-1615 261 8 machine machine NOUN dpc-1615 261 9 learning learning NOUN dpc-1615 261 10 and and CCONJ dpc-1615 261 11 the the DET dpc-1615 261 12 cancer cancer NOUN dpc-1615 261 13 - - PUNCT dpc-1615 261 14 diagnosis diagnosis NOUN dpc-1615 261 15 problem problem NOUN dpc-1615 261 16 no no DET dpc-1615 261 17 gold gold NOUN dpc-1615 261 18 standard standard NOUN dpc-1615 261 19 . . PUNCT dpc-1615 262 1 n n PROPN dpc-1615 262 2 engl engl PROPN dpc-1615 262 3 j j PROPN dpc-1615 262 4 med med PROPN dpc-1615 262 5 . . PROPN dpc-1615 262 6 2019 2019 NUM dpc-1615 262 7 ; ; PUNCT dpc-1615 262 8 381(24):2285 381(24):2285 PROPN dpc-1615 262 9 - - SYM dpc-1615 262 10 2287 2287 NUM dpc-1615 262 11 . . PUNCT dpc-1615 263 1 doi doi NOUN dpc-1615 263 2 : : PUNCT dpc-1615 263 3 10.1056 10.1056 NUM dpc-1615 263 4 / / SYM dpc-1615 263 5 nejmp1907407 nejmp1907407 PROPN dpc-1615 263 6 . . PUNCT dpc-1615 264 1 pmid pmid NOUN dpc-1615 264 2 : : PUNCT dpc-1615 264 3 31826337 31826337 NUM dpc-1615 264 4 . . PUNCT dpc-1615 265 1 13 13 NUM dpc-1615 265 2 . . X dpc-1615 266 1 cimpean cimpean PROPN dpc-1615 266 2 , , PUNCT dpc-1615 266 3 i i PRON dpc-1615 266 4 , , PUNCT dpc-1615 266 5 i i PRON dpc-1615 266 6 theate theate VERB dpc-1615 266 7 , , PUNCT dpc-1615 266 8 and and CCONJ dpc-1615 266 9 o o X dpc-1615 266 10 vanhooteghem vanhooteghem NOUN dpc-1615 266 11 . . PUNCT dpc-1615 267 1 seborrheic seborrheic VERB dpc-1615 267 2 keratosis keratosis NOUN dpc-1615 267 3 evolution evolution NOUN dpc-1615 267 4 into into ADP dpc-1615 267 5 squamous squamous ADJ dpc-1615 267 6 cell cell NOUN dpc-1615 267 7 carcinoma carcinoma NOUN dpc-1615 267 8 : : PUNCT dpc-1615 267 9 a a DET dpc-1615 267 10 truly truly ADV dpc-1615 267 11 modified modify VERB dpc-1615 267 12 sun sun NOUN dpc-1615 267 13 - - PUNCT dpc-1615 267 14 related relate VERB dpc-1615 267 15 tumor tumor NOUN dpc-1615 267 16 ? ? PUNCT dpc-1615 268 1 a a DET dpc-1615 268 2 case case NOUN dpc-1615 268 3 report report NOUN dpc-1615 268 4 and and CCONJ dpc-1615 268 5 review review NOUN dpc-1615 268 6 of of ADP dpc-1615 268 7 the the DET dpc-1615 268 8 literature literature NOUN dpc-1615 268 9 . . PUNCT dpc-1615 269 1 dermatol dermatol NOUN dpc-1615 269 2 reports report VERB dpc-1615 269 3 . . PUNCT dpc-1615 270 1 2019 2019 NUM dpc-1615 270 2 ; ; PUNCT dpc-1615 270 3 11(1 11(1 NUM dpc-1615 270 4 ): ): PUNCT dpc-1615 270 5 7999 7999 NUM dpc-1615 270 6 . . PUNCT dpc-1615 271 1 doi doi NOUN dpc-1615 271 2 : : PUNCT dpc-1615 271 3 10.4081 10.4081 NUM dpc-1615 271 4 / / SYM dpc-1615 271 5 dr.2019.7999 dr.2019.7999 NOUN dpc-1615 271 6 . . PUNCT dpc-1615 272 1 pmc6477930 pmc6477930 PROPN dpc-1615 272 2 . . PUNCT dpc-1615 273 1 pmid:31044056 pmid:31044056 PROPN dpc-1615 273 2 pmcid pmcid PROPN dpc-1615 273 3 : : PUNCT dpc-1615 273 4 pmc6477930 pmc6477930 PROPN dpc-1615 273 5 14 14 NUM dpc-1615 273 6 . . PUNCT dpc-1615 274 1 bahrani bahrani PROPN dpc-1615 274 2 , , PUNCT dpc-1615 274 3 e e X dpc-1615 274 4 , , PUNCT dpc-1615 274 5 p p ADJ dpc-1615 274 6 sitthinamsuwan sitthinamsuwan PROPN dpc-1615 274 7 , , PUNCT dpc-1615 274 8 th th X dpc-1615 274 9 mccalmont mccalmont NOUN dpc-1615 274 10 , , PUNCT dpc-1615 274 11 and and CCONJ dpc-1615 274 12 lb lb ADP dpc-1615 274 13 pincus pincus PROPN dpc-1615 274 14 . . PUNCT dpc-1615 275 1 ki-67 ki-67 PUNCT dpc-1615 275 2 and and CCONJ dpc-1615 275 3 p16 p16 NOUN dpc-1615 275 4 immunostaining immunostaine VERB dpc-1615 275 5 differentiates differentiate NOUN dpc-1615 275 6 pagetoid pagetoid NOUN dpc-1615 275 7 bowen bowen PROPN dpc-1615 275 8 disease disease NOUN dpc-1615 275 9 from from ADP dpc-1615 275 10 “ " PUNCT dpc-1615 275 11 microclonal microclonal ADJ dpc-1615 275 12 ” " PUNCT dpc-1615 275 13 seborrheic seborrheic ADJ dpc-1615 275 14 keratosis keratosis NOUN dpc-1615 275 15 . . PUNCT dpc-1615 276 1 am be AUX dpc-1615 276 2 j j PROPN dpc-1615 276 3 clin clin PROPN dpc-1615 276 4 pathol pathol NOUN dpc-1615 276 5 . . PUNCT dpc-1615 277 1 2019 2019 NUM dpc-1615 277 2 ; ; PUNCT dpc-1615 277 3 151(6):551 151(6):551 NUM dpc-1615 277 4 - - SYM dpc-1615 277 5 560 560 NUM dpc-1615 277 6 . . PUNCT dpc-1615 277 7 doi doi NOUN dpc-1615 277 8 : : PUNCT dpc-1615 277 9 10.1093 10.1093 NUM dpc-1615 277 10 / / SYM dpc-1615 277 11 ajcp ajcp PROPN dpc-1615 277 12 / / SYM dpc-1615 277 13 aqz001.pmid aqz001.pmid NUM dpc-1615 277 14 : : PUNCT dpc-1615 277 15 30852607 30852607 NUM dpc-1615 277 16 . . PUNCT dpc-1615 278 1 15 15 NUM dpc-1615 278 2 . . X dpc-1615 279 1 richey richey PROPN dpc-1615 279 2 , , PUNCT dpc-1615 279 3 jd jd PROPN dpc-1615 279 4 , , PUNCT dpc-1615 279 5 ac ac PROPN dpc-1615 279 6 deng deng PROPN dpc-1615 279 7 , , PUNCT dpc-1615 279 8 k k PROPN dpc-1615 279 9 dresser dresser NOUN dpc-1615 279 10 , , PUNCT dpc-1615 279 11 p p NOUN dpc-1615 279 12 o’donnell o’donnell PROPN dpc-1615 279 13 , , PUNCT dpc-1615 279 14 and and CCONJ dpc-1615 279 15 km km PROPN dpc-1615 279 16 cornejo cornejo PROPN dpc-1615 279 17 . . PUNCT dpc-1615 280 1 distinguishing distinguish VERB dpc-1615 280 2 between between ADP dpc-1615 280 3 irritated irritated ADJ dpc-1615 280 4 seborrheic seborrheic ADJ dpc-1615 280 5 keratosis keratosis NOUN dpc-1615 280 6 and and CCONJ dpc-1615 280 7 squamous squamous ADJ dpc-1615 280 8 cell cell NOUN dpc-1615 280 9 carcinoma carcinoma NOUN dpc-1615 280 10 in in ADP dpc-1615 280 11 situ situ NOUN dpc-1615 280 12 using use VERB dpc-1615 280 13 bcl-2 bcl-2 NOUN dpc-1615 280 14 and and CCONJ dpc-1615 280 15 imp3 imp3 PROPN dpc-1615 280 16 immunohistochemistry immunohistochemistry PROPN dpc-1615 280 17 . . PUNCT dpc-1615 281 1 j j PROPN dpc-1615 281 2 cutan cutan PROPN dpc-1615 281 3 pathol pathol PROPN dpc-1615 281 4 . . PUNCT dpc-1615 282 1 2018 2018 NUM dpc-1615 282 2 ; ; PUNCT dpc-1615 282 3 45(8):603 45(8):603 NOUN dpc-1615 282 4 - - SYM dpc-1615 282 5 609 609 NUM dpc-1615 282 6 . . PUNCT dpc-1615 283 1 doi doi NOUN dpc-1615 283 2 : : PUNCT dpc-1615 283 3 10.1111/ 10.1111/ NUM dpc-1615 283 4 cup.13269 cup.13269 X dpc-1615 283 5 . . PUNCT dpc-1615 284 1 pmid pmid NOUN dpc-1615 284 2 : : PUNCT dpc-1615 284 3 29726030 29726030 NUM dpc-1615 284 4 . . PUNCT dpc-1615 285 1 16 16 NUM dpc-1615 285 2 . . PUNCT dpc-1615 285 3 brinker brinker PROPN dpc-1615 285 4 , , PUNCT dpc-1615 285 5 tj tj PROPN dpc-1615 285 6 , , PUNCT dpc-1615 285 7 a a DET dpc-1615 285 8 hekler hekler NOUN dpc-1615 285 9 , , PUNCT dpc-1615 285 10 ah ah INTJ dpc-1615 285 11 enk enk PROPN dpc-1615 285 12 , , PUNCT dpc-1615 285 13 et et PROPN dpc-1615 285 14 al al PROPN dpc-1615 285 15 . . PUNCT dpc-1615 286 1 deep deep ADJ dpc-1615 286 2 learning learning NOUN dpc-1615 286 3 outperformed outperform VERB dpc-1615 286 4 136 136 NUM dpc-1615 286 5 of of ADP dpc-1615 286 6 157 157 NUM dpc-1615 286 7 dermatologists dermatologist NOUN dpc-1615 286 8 in in ADP dpc-1615 286 9 a a DET dpc-1615 286 10 head head NOUN dpc-1615 286 11 - - PUNCT dpc-1615 286 12 to to ADP dpc-1615 286 13 - - PUNCT dpc-1615 286 14 head head NOUN dpc-1615 286 15 dermoscopic dermoscopic ADJ dpc-1615 286 16 melanoma melanoma NOUN dpc-1615 286 17 image image NOUN dpc-1615 286 18 classification classification NOUN dpc-1615 286 19 task task NOUN dpc-1615 286 20 . . PUNCT dpc-1615 287 1 eur eur PROPN dpc-1615 287 2 j j PROPN dpc-1615 287 3 cancer cancer NOUN dpc-1615 287 4 . . PUNCT dpc-1615 288 1 2019 2019 NUM dpc-1615 288 2 ; ; PUNCT dpc-1615 288 3 113 113 NUM dpc-1615 288 4 : : PUNCT dpc-1615 288 5 47 47 NUM dpc-1615 288 6 - - SYM dpc-1615 288 7 54 54 NUM dpc-1615 288 8 . . PUNCT dpc-1615 289 1 doi doi NOUN dpc-1615 289 2 : : PUNCT dpc-1615 289 3 10.1016 10.1016 NUM dpc-1615 289 4 / / SYM dpc-1615 289 5 j.ejca.2019.04.001 j.ejca.2019.04.001 PROPN dpc-1615 289 6 . . PUNCT dpc-1615 290 1 pmid pmid NOUN dpc-1615 290 2 : : PUNCT dpc-1615 290 3 30981091 30981091 NUM dpc-1615 290 4 . . PUNCT dpc-1615 291 1 17 17 NUM dpc-1615 291 2 . . PUNCT dpc-1615 292 1 richens richen NOUN dpc-1615 292 2 , , PUNCT dpc-1615 292 3 jg jg PROPN dpc-1615 292 4 , , PUNCT dpc-1615 292 5 cm cm PROPN dpc-1615 292 6 lee lee PROPN dpc-1615 292 7 , , PUNCT dpc-1615 292 8 and and CCONJ dpc-1615 292 9 s s VERB dpc-1615 292 10 johri johri NOUN dpc-1615 292 11 . . PUNCT dpc-1615 293 1 improving improve VERB dpc-1615 293 2 the the DET dpc-1615 293 3 accuracy accuracy NOUN dpc-1615 293 4 of of ADP dpc-1615 293 5 medical medical ADJ dpc-1615 293 6 diagnosis diagnosis NOUN dpc-1615 293 7 with with ADP dpc-1615 293 8 causal causal NOUN dpc-1615 293 9 machine machine NOUN dpc-1615 293 10 learning learning NOUN dpc-1615 293 11 . . PUNCT dpc-1615 294 1 nat nat PROPN dpc-1615 294 2 commun commun PROPN dpc-1615 294 3 . . PUNCT dpc-1615 295 1 2020 2020 NUM dpc-1615 295 2 ; ; PUNCT dpc-1615 295 3 11(1 11(1 NUM dpc-1615 295 4 ): ): PUNCT dpc-1615 295 5 3923 3923 NUM dpc-1615 295 6 . . PUNCT dpc-1615 296 1 doi doi NOUN dpc-1615 296 2 : : PUNCT dpc-1615 296 3 10.1038 10.1038 NUM dpc-1615 296 4 / / SYM dpc-1615 296 5 s41467 s41467 NOUN dpc-1615 296 6 - - PUNCT dpc-1615 296 7 020 020 NUM dpc-1615 296 8 - - PUNCT dpc-1615 296 9 17419 17419 NUM dpc-1615 296 10 - - SYM dpc-1615 296 11 7 7 NUM dpc-1615 296 12 . . PUNCT dpc-1615 296 13 pmid:32782264 pmid:32782264 NOUN dpc-1615 296 14 . . PUNCT dpc-1615 297 1 pmcid pmcid NOUN dpc-1615 297 2 : : PUNCT dpc-1615 297 3 pmc7419549 pmc7419549 PROPN dpc-1615 297 4 . . PUNCT