{"id":"W4388855409","doi":"10.1186/s13012-023-01318-8","title":"Identifying behaviour change techniques in 287 randomized controlled trials of audit and feedback interventions targeting practice change among healthcare professionals","year":2023,"lang":"en","type":"review","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Women's College Hospital; McMaster University; University of Ottawa; Hamilton Health Sciences","funders":"National Institute for Health and Care Research","keywords":"Psychological intervention; Medicine; Audit; Randomized controlled trial; Health care; Behaviour change; Systematic review; Behavior change; Behavior change methods; Medical education; MEDLINE; Nursing","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1814054,0.0006077445,0.008306257,0.003762676,0.001551829,0.0001460439,0.0009299099,0.000356919,0.0006155692],"category_scores_gemma":[0.07163071,0.0004511789,0.001008874,0.004504401,0.0008314829,0.002940718,0.0008767489,0.001119167,0.00006528334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009971717,"about_ca_system_score_gemma":0.003500053,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008209119,"about_ca_topic_score_gemma":0.002871711,"domain_scores_codex":[0.9530097,0.02714379,0.01460537,0.001294673,0.002297638,0.001648783],"domain_scores_gemma":[0.9396382,0.04023095,0.01754346,0.0005450486,0.001578806,0.0004635488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00270072,0.0002448474,0.003168209,0.123889,0.0003810734,0.00002352119,0.1020794,6.166456e-8,0.00002064918,0.005003871,0.003926658,0.758562],"study_design_scores_gemma":[0.2376173,0.0004666903,0.007647115,0.3308702,0.004897102,0.00002420745,0.2147958,0.00006483652,0.00003785579,0.001374387,0.1996147,0.002589808],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001095136,0.8523805,0.0007208677,0.0151276,0.003860167,0.1241104,0.002092434,0.000426053,0.0001868887],"genre_scores_gemma":[0.00162922,0.9318273,0.003362046,0.002197406,0.0005365557,0.05992951,0.0002433682,0.00008015163,0.0001944055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7559721,"threshold_uncertainty_score":0.999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8938969377011166,"score_gpt":0.7881774606304771,"score_spread":0.1057194770706394,"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."}}