{"id":"W2801396126","doi":"10.1097/acm.0000000000002266","title":"Remediation in Practicing Physicians: Current and Alternative Conceptualizations","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"MEDLINE; Medical education; Family medicine; Medicine; Psychology; Political science","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":[0.03085551,0.001346873,0.001224842,0.01256171,0.006103824,0.01994993,0.009300562,0.0120522,0.002945946],"category_scores_gemma":[0.03796532,0.0007796985,0.001597265,0.01047442,0.08333822,0.03089087,0.01188737,0.01365165,0.0005237649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02463808,"about_ca_system_score_gemma":0.01987598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01623522,"about_ca_topic_score_gemma":0.01366465,"domain_scores_codex":[0.9627376,0.0229095,0.002645151,0.003178961,0.006603556,0.001925179],"domain_scores_gemma":[0.9448193,0.0372191,0.007016419,0.001756299,0.006190658,0.002998184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004851392,0.0001226898,0.004590841,0.001496119,0.00003450462,0.000281713,0.11208,0.0004120196,0.0000826848,0.8438489,0.005769366,0.03123263],"study_design_scores_gemma":[0.00006122715,0.0001491241,0.008938135,0.008200595,0.00007602081,0.00137353,0.184896,0.002083966,0.0001643745,0.6611402,0.1327441,0.0001728279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0454472,0.2865036,0.02334967,0.5608774,0.00360497,0.0001355517,0.0001406818,0.0000710922,0.07986983],"genre_scores_gemma":[0.8165396,0.1008344,0.01552437,0.05759872,0.004232612,0.0005344286,0.0002079874,0.00007109294,0.004456818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03085551,"threshold_uncertainty_score":0.1787627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05694293826241362,"score_gpt":0.4337853367842425,"score_spread":0.3768423985218289,"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."}}