{"id":"W4205755822","doi":"10.1186/s12909-022-03104-4","title":"Barriers and facilitators to program directors’ use of the medical education literature: a qualitative study","year":2022,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Ottawa; Children's Hospital of Eastern Ontario","funders":"University of Ottawa","keywords":"Medical education; Qualitative research; Promotion (chess); Faculty development; Best practice; Psychology; Professional development; Perception; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002912414,0.0002072815,0.0003390461,0.0003837132,0.0003546648,0.0000412068,0.0003354317,0.0001579681,0.00196681],"category_scores_gemma":[0.06331745,0.0001556601,0.00008834003,0.002468547,0.0003260338,0.0001468898,0.0002377418,0.0008338238,0.000005805625],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003942274,"about_ca_system_score_gemma":0.01830113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00032916,"about_ca_topic_score_gemma":0.00008535136,"domain_scores_codex":[0.9944023,0.001261688,0.0007803643,0.0004929781,0.002792945,0.0002697557],"domain_scores_gemma":[0.9974266,0.000435674,0.0002257182,0.0006259042,0.0006176149,0.0006685056],"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":[0.0003326438,0.01032964,0.1405874,0.00062435,0.0001340732,0.000003047009,0.2443234,0.000003247965,0.00003591744,0.003498098,0.1672026,0.4329256],"study_design_scores_gemma":[0.002473427,0.002460886,0.2819542,0.001724057,0.0003283801,0.0002865066,0.5082138,0.001060506,0.00006712981,0.0006685328,0.20015,0.0006125752],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771861,0.000293668,0.0001096035,0.01647292,0.003038157,0.002673248,0.00001164798,0.00006799422,0.000146664],"genre_scores_gemma":[0.9810084,0.00001545912,0.003954608,0.01034284,0.0003403773,0.002890874,0.0001443302,0.00002898376,0.001274146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.432313,"threshold_uncertainty_score":0.9989455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499811537855953,"score_gpt":0.4196562675994259,"score_spread":0.3946581522208664,"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."}}