{"id":"W2920952131","doi":"10.1136/bmjqs-2018-008355","title":"Reinvigorating stagnant science: implementation laboratories and a meta-laboratory to efficiently advance the science of audit and feedback","year":2019,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; Ottawa Hospital; University of Ottawa","funders":"U.S. National Library of Medicine; Canadian Institutes of Health Research; University of Toronto; Women's College Hospital; National Institute for Health and Care Research","keywords":"Audit; Medicine; Quality (philosophy); Control (management); Health care; Medical education; Process management; Knowledge management; Computer science; Business; Accounting","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03455126,0.000192364,0.0004749218,0.0002287704,0.002636087,0.0000756316,0.0005351412,0.00004778056,0.0002369157],"category_scores_gemma":[0.005462446,0.0001311829,0.00002618012,0.003777008,0.001611771,0.001064673,0.0005990794,0.0002821822,0.00005154457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003311327,"about_ca_system_score_gemma":0.006576625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006656022,"about_ca_topic_score_gemma":0.0004030735,"domain_scores_codex":[0.9937055,0.00123038,0.001869248,0.0007179943,0.001554053,0.0009227911],"domain_scores_gemma":[0.9938328,0.002349647,0.0009745192,0.0007097652,0.00172941,0.0004038468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004228884,0.0000815421,0.1462403,0.002469735,0.000113079,0.000001557285,0.2468964,0.0002496335,0.3696527,0.2213156,0.00420894,0.00834755],"study_design_scores_gemma":[0.00309202,0.0005306801,0.6268022,0.0001951891,0.0002074321,0.000002276197,0.307521,0.0002570717,0.02217297,0.001077928,0.03735838,0.0007828134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751449,0.00008341375,0.0005038461,0.01966144,0.0003900737,0.003183376,0.0005241513,0.00003717649,0.000471674],"genre_scores_gemma":[0.987698,0.00003642348,0.003744958,0.008112261,0.00006285525,0.0002067337,0.000003045509,0.00001246113,0.0001232904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4805619,"threshold_uncertainty_score":0.9990551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3129565530895538,"score_gpt":0.6535749481494947,"score_spread":0.3406183950599409,"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."}}