{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001332067,0.000211358,0.0002970741,0.0005144284,0.00008949759,0.00003747072,0.0001084271,0.00008089456,0.0001104258],"category_scores_gemma":[0.00003165352,0.0001852317,0.00006846123,0.001200406,0.00007013875,0.0001582432,0.0000523657,0.0002438596,0.000100794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494217,"about_ca_system_score_gemma":0.0000633725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002766824,"about_ca_topic_score_gemma":0.01669008,"domain_scores_codex":[0.9983882,0.00004999933,0.0002932263,0.0004479314,0.000380308,0.0004403476],"domain_scores_gemma":[0.9993972,0.00004795323,0.00007486728,0.000307424,0.00007415297,0.00009838484],"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":[0.005569506,0.000742289,0.2137301,0.001478643,0.0003261643,0.01640959,0.0462968,0.006948397,0.004624757,0.001327408,0.0009311394,0.7016152],"study_design_scores_gemma":[0.009097907,0.003359504,0.3517357,0.0009944146,0.000147458,0.0007912991,0.06938107,0.0005013437,0.006989548,0.0003030351,0.5556355,0.001063162],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805341,0.0009776923,0.0002482819,0.0002134898,0.0005336805,0.0008452152,0.000009630356,0.000183574,0.01645437],"genre_scores_gemma":[0.9961302,0.0003907869,0.0001829987,0.0001536656,0.0001677599,0.0001737328,0.00002485156,0.0000384866,0.002737506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.700552,"threshold_uncertainty_score":0.9313454,"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."}}