{"id":"W4407151568","doi":"10.1016/j.jcjo.2025.01.008","title":"Clinicopathological comparison of benign eyelid tumours in tertiary care centers in Lima and Montreal from 2010 to 2019","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Histopathology; Seborrheic keratosis; Eyelid; Medicine; Dermatology; Dermatopathology; Medical diagnosis; Ophthalmic pathology; Pathology; Melanocytic nevus; Nevus; Neuro-ophthalmology; Melanoma; Surgery; Ophthalmology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005545708,0.0003244885,0.0002898622,0.004779362,0.001507269,0.001428274,0.001129607,0.0004549153,0.003171537],"category_scores_gemma":[0.002705946,0.0003385846,0.0006362128,0.005541867,0.0008675159,0.0006651874,0.001346868,0.0004674755,0.0003241755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01128201,"about_ca_system_score_gemma":0.007642741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.782435,"about_ca_topic_score_gemma":0.8666847,"domain_scores_codex":[0.9990094,0.00009117629,0.0001021809,0.0001310769,0.0002118061,0.0004543628],"domain_scores_gemma":[0.9972363,0.0002009321,0.0009736564,0.00007366192,0.0008840589,0.0006314133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003136413,0.000009037117,0.9978259,0.00001893485,0.0000254095,0.0002251609,0.0002946094,0.00002571797,0.0001238981,0.00004489385,0.0003749516,0.001000072],"study_design_scores_gemma":[0.000001756439,0.00001377213,0.9980507,0.0000127425,0.00001053439,0.0002215977,0.001125746,0.00003901837,0.0000343948,0.000006370437,0.0004790679,0.000004279676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911001,0.001074695,0.0000679111,0.0003083987,0.00001606164,0.0000337882,0.00383343,0.00001874825,0.003546816],"genre_scores_gemma":[0.9978418,0.0003257401,0.0000440558,0.00006375957,0.00001177095,0.00001280503,0.001135364,0.000004741587,0.0005599582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.782435,"threshold_uncertainty_score":0.4376925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202772962801797,"score_gpt":0.334656568080261,"score_spread":0.312628838452243,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}