{"id":"W4238804746","doi":"10.1001/archinte.161.1.131","title":"Archives of Internal Medicine Reader's Choice: Continuing Medical Education","year":2001,"lang":"en","type":"article","venue":"Archives of Internal Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing medical education; Continuing education; Medical education; Alternative medicine; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009238402,0.0004999435,0.0005014925,0.000980642,0.0007070485,0.002244215,0.0005781887,0.0019628,0.5558014],"category_scores_gemma":[0.006121588,0.0002472496,0.0002285442,0.0007466866,0.000345958,0.001344473,0.001037648,0.001644775,0.3485062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007341438,"about_ca_system_score_gemma":0.001842052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006933659,"about_ca_topic_score_gemma":0.002923971,"domain_scores_codex":[0.9995747,0.00006646654,0.00003301264,0.00004648869,0.0002158202,0.00006355658],"domain_scores_gemma":[0.9966755,0.0004473136,0.0002279994,0.0002139617,0.0008230692,0.001612157],"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":[0.00002584954,0.00007262547,0.0004280088,0.00006623834,0.000001921851,0.0001077324,0.00003345061,0.00001037665,0.0002941657,0.0003281876,0.925978,0.07265357],"study_design_scores_gemma":[0.00003188507,0.00002840106,0.00250988,0.0001658797,0.00000427452,0.0005456292,0.00006056045,0.00004969789,0.0001748887,0.0002954563,0.9961279,0.000005585913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.004818012,0.00871161,0.002045632,0.07413846,0.02057239,0.0003840513,0.001779752,0.002459839,0.8850901],"genre_scores_gemma":[0.01609673,0.008089711,0.003568964,0.01362485,0.008709027,0.0001972956,0.001745601,0.0003520231,0.9476158],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5558014,"threshold_uncertainty_score":0.6335953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399209387806118,"score_gpt":0.3535155058846055,"score_spread":0.3395234120065443,"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."}}