{"id":"W2889202486","doi":"10.1097/sap.0000000000001601","title":"Course Review","year":2018,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Medicine; Magnification; Course (navigation); Plastic surgery; Mobile device; Medical physics; Physical examination; Surgery; General surgery; Medical education; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000303061,0.00006947337,0.0002817248,0.00007662855,0.00002203727,0.000002641885,0.00002670836,0.00002441728,0.001590783],"category_scores_gemma":[0.001055617,0.00005835448,0.0001595177,0.0001611444,0.00007303632,0.00001923977,0.00001668524,0.00004106898,0.0003412423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003537984,"about_ca_system_score_gemma":0.00005412103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008097453,"about_ca_topic_score_gemma":0.00000235734,"domain_scores_codex":[0.9993088,0.00002058766,0.0002409322,0.0001113505,0.0001793948,0.0001389001],"domain_scores_gemma":[0.9989181,0.0005263628,0.00008944225,0.0001916439,0.0001873608,0.0000871471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001425205,0.0001798642,0.009242846,0.001188334,0.0001748074,0.0001004137,0.00001149952,1.910224e-7,0.0003067877,0.000120004,0.9652263,0.02330642],"study_design_scores_gemma":[0.0002121871,0.0004581455,0.1505002,0.005331212,0.0003430824,0.0001953806,0.00003770658,0.00005994722,0.003874105,0.00005709293,0.8387364,0.0001945886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285117,0.01965705,0.0006273245,0.00609731,0.005651981,0.0005992105,0.00001709844,0.0002246747,0.03861361],"genre_scores_gemma":[0.9886177,0.005437235,0.00001592729,0.004157488,0.0002872953,0.000005651936,0.000006241545,0.00001010697,0.001462334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412574,"threshold_uncertainty_score":0.9993219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08124928613209202,"score_gpt":0.3426542022060819,"score_spread":0.2614049160739899,"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."}}