{"id":"W2607171667","doi":"10.11604/pamj.2017.26.141.9069","title":"Faculty development in family medicine education: what is needed?","year":2017,"lang":"en","type":"article","venue":"Pan African Medical Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Excellence; Medical education; Curriculum; Specialty; Faculty development; Professional development; Curriculum development; Graduate medical education; Accreditation; Family medicine; Pedagogy; 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":[0.05050736,0.001283609,0.00379093,0.003107438,0.008779499,0.01576005,0.005632767,0.01421637,0.02557274],"category_scores_gemma":[0.1114298,0.0008937215,0.002273113,0.00484958,0.00662743,0.02229128,0.01177281,0.01516087,0.003874695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01053671,"about_ca_system_score_gemma":0.1215963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02793635,"about_ca_topic_score_gemma":0.05154717,"domain_scores_codex":[0.9719999,0.01497653,0.001920995,0.001422133,0.004668058,0.005012247],"domain_scores_gemma":[0.7132463,0.08533157,0.01315574,0.007792505,0.06423825,0.1162355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003302856,0.0008506248,0.01194963,0.02696345,0.0001948087,0.0005689483,0.006782769,0.0003207456,0.0003597536,0.01005386,0.3420677,0.5995574],"study_design_scores_gemma":[0.0007796732,0.001015497,0.05497789,0.1357241,0.0005220785,0.001358683,0.08319604,0.0007632037,0.0005703096,0.02616235,0.6945313,0.0003988076],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00224522,0.08944916,0.0004547139,0.8980393,0.007339757,0.0001276597,0.0001510427,0.0001281362,0.002065024],"genre_scores_gemma":[0.1406406,0.3799445,0.02846257,0.4177711,0.02531009,0.002088794,0.001240715,0.0001974849,0.004344134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05050736,"threshold_uncertainty_score":0.2671116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322703058532841,"score_gpt":0.4925815449821576,"score_spread":0.3603112391288735,"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."}}