{"id":"W4317567798","doi":"10.1097/01.asw.0000911156.19843.fb","title":"Early Malignant Melanoma Detection, Especially in Persons with Pigmented Skin","year":2023,"lang":"en","type":"article","venue":"Advances in Skin & Wound Care","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Melanoma; Dermatology; Melanoma diagnosis; Cancer research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000350408,0.0001014435,0.0001704024,0.0005979639,0.0004690292,0.000452976,0.000144928,0.0004092486,0.006441461],"category_scores_gemma":[0.002224586,0.00008382393,0.000164696,0.0004783146,0.0001264265,0.000660361,0.0003197534,0.0004307289,0.0006095538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927276,"about_ca_system_score_gemma":0.0004956675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001482317,"about_ca_topic_score_gemma":0.003324148,"domain_scores_codex":[0.9998232,0.00006084746,0.00001799864,0.00002249543,0.00004296643,0.00003264172],"domain_scores_gemma":[0.9992168,0.000223709,0.0003317556,0.00001139703,0.0001055542,0.0001107967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000190366,0.0006554175,0.661563,0.002835519,0.00004795566,0.005423361,0.001568317,0.00006769369,0.002829194,0.0004070674,0.01722621,0.3071859],"study_design_scores_gemma":[0.00003445563,0.0006809869,0.9344468,0.004200869,0.0001083905,0.01663352,0.008155166,0.0001414307,0.001071751,0.0009707949,0.0335298,0.00002596771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.856194,0.07942592,0.00151898,0.02311062,0.0007848234,0.0002930039,0.0006886895,0.0001039201,0.03788017],"genre_scores_gemma":[0.9649657,0.02707928,0.001479145,0.002637997,0.0003651229,0.00005955512,0.0001716835,0.00000598078,0.003235541],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006441461,"threshold_uncertainty_score":0.02154887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006699076119565517,"score_gpt":0.2502843603309848,"score_spread":0.2435852842114193,"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."}}