{"id":"W3165368314","doi":"10.1016/j.path.2021.01.007","title":"Dysplastic Nevi","year":2021,"lang":"en","type":"review","venue":"Surgical pathology clinics","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Dysplastic nevus; Melanoma; Dermatology; Lesion; Nevus; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004711288,0.0003906073,0.002947471,0.0001856944,0.00006181259,0.00001840788,0.0001302739,0.0008746455,0.001533406],"category_scores_gemma":[0.0005220078,0.0003012175,0.001182176,0.0003381562,0.00013851,0.00001137302,0.0002039242,0.00111443,0.001638611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009250938,"about_ca_system_score_gemma":0.0003128938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.028007e-7,"about_ca_topic_score_gemma":0.000001228415,"domain_scores_codex":[0.9972968,0.0004049233,0.001018061,0.0006963938,0.0002171146,0.0003667669],"domain_scores_gemma":[0.9977959,0.0009186396,0.0002881718,0.0006745831,0.00008068813,0.0002419867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000176429,0.0001685806,0.000003783629,0.004359293,0.0001867208,0.0515976,0.000004485535,1.610968e-7,1.813852e-8,0.0005302874,0.0016434,0.941488],"study_design_scores_gemma":[0.0005220267,0.0002882443,0.000001687689,0.003478166,0.002184726,0.02784793,0.000008139119,0.000004012103,3.373513e-8,0.00002139966,0.9654023,0.0002413321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001464262,0.9823303,0.00004849135,0.00008567947,0.002469793,0.0005878485,0.00001872176,0.0001418228,0.01430269],"genre_scores_gemma":[0.000004702019,0.9814869,0.0002052254,0.0002970752,0.0006907928,0.00006206406,0.00026366,0.00006371384,0.01692583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9637589,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680119299754553,"score_gpt":0.3941549153099398,"score_spread":0.3261429853344845,"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."}}