{"id":"W2937992522","doi":"10.3205/zma001126","title":"Faculty Development: From Program Design and Implementation to Scholarship","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Innovations in Medical Education","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scholarship; Medical education; Psychology; Engineering ethics; Medicine; Engineering; 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":[0.1308039,0.0005985635,0.000845096,0.004229237,0.005874145,0.0167665,0.004750073,0.002652246,0.01680266],"category_scores_gemma":[0.1864696,0.0006370571,0.0004877239,0.004287548,0.00624454,0.01132291,0.01333883,0.004312941,0.003553851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01670185,"about_ca_system_score_gemma":0.1147493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005806561,"about_ca_topic_score_gemma":0.009516429,"domain_scores_codex":[0.9184206,0.0628703,0.003073385,0.002101306,0.009266536,0.004267904],"domain_scores_gemma":[0.8406761,0.05687426,0.009279876,0.008229555,0.02990416,0.05503605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001830479,0.0008232698,0.007738036,0.001695915,0.00004374436,0.00006222903,0.006091195,0.0006398621,0.0003352827,0.0520757,0.1069683,0.8233433],"study_design_scores_gemma":[0.000945134,0.003913663,0.04373358,0.01408555,0.0002109819,0.0003574226,0.07183442,0.006695356,0.008992204,0.2235128,0.6254004,0.00031851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.06760848,0.01520908,0.1359242,0.6376023,0.005480824,0.008885751,0.00133868,0.003712768,0.1242379],"genre_scores_gemma":[0.6784525,0.01219531,0.2405307,0.02063623,0.001629474,0.007841495,0.0011655,0.0009991782,0.03654959],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1308039,"threshold_uncertainty_score":0.6917652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274932407442148,"score_gpt":0.4171430518932337,"score_spread":0.2896498111490189,"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."}}