{"id":"W2157904950","doi":"10.3109/01421591003677905","title":"Faculty development: Yesterday, today and tomorrow: Guide supplement 33.2 – Viewpoint","year":2010,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for Co-operative Education; University of Toronto","funders":"","keywords":"Yesterday; Medical education; Health professionals; Health care; Engineering ethics; Medicine; Political science; Engineering","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":[0.001715754,0.0001787347,0.0002685524,0.000110659,0.0001194616,0.0000212947,0.0001599548,0.0002737021,0.01720671],"category_scores_gemma":[0.002818063,0.0001350605,0.0000384964,0.0002224018,0.0002374858,0.00006294553,0.0001237772,0.001022914,0.0002210725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000961003,"about_ca_system_score_gemma":0.0004756619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003996881,"about_ca_topic_score_gemma":0.00005052414,"domain_scores_codex":[0.9976646,0.00004049133,0.0005826075,0.00033838,0.001027604,0.0003463276],"domain_scores_gemma":[0.9990721,0.00001955533,0.00007714924,0.0003316039,0.0001399525,0.0003595868],"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":[0.00002281045,0.0006272169,0.06298216,0.0001329336,0.00007573151,0.0000531577,0.002920376,2.353164e-8,0.0004802176,0.001925294,0.4960311,0.434749],"study_design_scores_gemma":[0.001180319,0.00005383849,0.02528402,0.0001014109,0.00003343181,0.0001677944,0.0002978716,0.0004434419,0.0005367732,0.0001299949,0.9716091,0.0001619849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167482,0.00005032659,0.001322696,0.06636647,0.001096368,0.0004176742,0.000002637138,0.0001189689,0.01387667],"genre_scores_gemma":[0.8756308,0.00003231994,0.05813226,0.01620547,0.002210721,0.0002828921,0.000923384,0.00008053668,0.04650161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.475578,"threshold_uncertainty_score":0.9836917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327259859268156,"score_gpt":0.3614287394589101,"score_spread":0.3381561408662286,"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."}}