{"id":"W4253030723","doi":"10.1097/00042728-200306000-00005","title":"Commentary","year":2003,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005510532,0.0001625189,0.0003191765,0.0001644542,0.0001114436,0.00001459869,0.0001013286,0.00007659966,0.0009683791],"category_scores_gemma":[0.0004185895,0.0001442216,0.000147392,0.0003571637,0.00009999838,0.0001342851,0.00002436876,0.0001183497,0.007179985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004514897,"about_ca_system_score_gemma":0.00003408648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056883,"about_ca_topic_score_gemma":0.000002258918,"domain_scores_codex":[0.9984182,0.0004376196,0.0003002723,0.0002206149,0.0001878323,0.0004355011],"domain_scores_gemma":[0.9984363,0.0009826247,0.00009637488,0.000348787,0.00003013366,0.0001058062],"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":[0.000004021789,0.0000590215,0.3938904,0.000005545017,0.00001504064,0.0002196137,0.00001550522,0.000001408088,0.0000852851,0.001080339,0.6044897,0.0001340396],"study_design_scores_gemma":[0.0001970796,0.000003121409,0.02451136,0.0000137143,0.00001698483,0.001363585,0.0001715013,0.00001898626,0.01279415,0.002157487,0.9583881,0.0003639341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515858,0.0006821719,0.0000539027,0.002791801,0.0007352323,0.0001244575,0.0000157375,0.0005950611,0.04341584],"genre_scores_gemma":[0.9805319,0.00001542018,0.0002640903,0.01902793,0.00001704798,0.00002624645,0.00003794731,0.00003530931,0.00004411515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3693791,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396439568437601,"score_gpt":0.2519689417091281,"score_spread":0.212324984865368,"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."}}