{"id":"W4206157653","doi":"10.1038/labinvest.2008.135","title":"Dermatopathology","year":2009,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Dermatopathology; Medicine; Pathology; Dermatology","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":[0.0002951104,0.0005111778,0.0002108119,0.00184382,0.0009574454,0.001130873,0.0004860334,0.0009406638,0.1567697],"category_scores_gemma":[0.0009178656,0.0002099595,0.0002953815,0.0007836878,0.0005534951,0.0007761687,0.0008548163,0.001098076,0.04780994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004874179,"about_ca_system_score_gemma":0.0004855127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005333511,"about_ca_topic_score_gemma":0.001140561,"domain_scores_codex":[0.9997599,0.00004690903,0.00001933588,0.00004639003,0.00008037325,0.00004719847],"domain_scores_gemma":[0.9995719,0.00005427232,0.00003578639,0.0001060937,0.0001441471,0.00008786329],"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":[0.0002343039,0.0002719617,0.01711035,0.00071015,0.00005806612,0.05611245,0.0004142984,0.0001837661,0.03869708,0.02271376,0.3060638,0.5574301],"study_design_scores_gemma":[0.00002186632,0.00004633533,0.009875929,0.0003018875,0.0000225498,0.1371179,0.0001847258,0.0001818083,0.004678355,0.004908362,0.8426492,0.0000111181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03001174,0.01670534,0.008089269,0.008590788,0.003027261,0.0002246319,0.0007328048,0.001093685,0.9315245],"genre_scores_gemma":[0.2185161,0.01405795,0.00962065,0.007739627,0.003701598,0.0001086588,0.001135067,0.0003098267,0.7448105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1567697,"threshold_uncertainty_score":0.5244468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113663771406388,"score_gpt":0.2437681262946516,"score_spread":0.2324017491540128,"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."}}