{"id":"W4230038397","doi":"10.1038/modpathol.2012.14","title":"Dermatopathology","year":2012,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dermatopathology; Pathology; Medicine; 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":[0.0002892326,0.0004439834,0.0001987525,0.001885392,0.0009576889,0.001327634,0.0004777844,0.0009620305,0.1744468],"category_scores_gemma":[0.0008183616,0.0002187739,0.0002876116,0.0008763148,0.0006593557,0.0008945906,0.001025271,0.001261237,0.06222096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005140062,"about_ca_system_score_gemma":0.0004941697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004443785,"about_ca_topic_score_gemma":0.001195685,"domain_scores_codex":[0.9997719,0.00003653041,0.00001784486,0.00004468195,0.00009034734,0.00003863583],"domain_scores_gemma":[0.9995944,0.0000463533,0.00003317467,0.0001082546,0.0001299328,0.00008800171],"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":[0.0001173966,0.0001260865,0.007036614,0.0005363158,0.00003261834,0.01951366,0.0003252129,0.0001459337,0.02148972,0.0272182,0.333565,0.5898933],"study_design_scores_gemma":[0.000008038562,0.00001961888,0.003427596,0.0001584642,0.000009804228,0.0582533,0.00009735287,0.00009765861,0.002016199,0.003996198,0.9319096,0.00000615919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01556394,0.01777506,0.008726856,0.007368824,0.003836537,0.0001547037,0.0005652059,0.001118425,0.9448904],"genre_scores_gemma":[0.1139126,0.01298365,0.009046604,0.004957979,0.003935417,0.00007651541,0.0007706807,0.0003027167,0.8540138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1744468,"threshold_uncertainty_score":0.5835827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192810414144359,"score_gpt":0.2652020818382171,"score_spread":0.2459210404237812,"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."}}