{"id":"W6894034915","doi":"10.5281/zenodo.6354034","title":"Audit and feedback: effects on professional practice [protocol for a Cochrane review update]","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Women's College Hospital","funders":"","keywords":"Audit; Systematic review; Protocol (science); Health care; MEDLINE; Health professionals; Clinical Practice","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06735846,0.006385049,0.01675856,0.01555344,0.003549425,0.009387631,0.004690728,0.005913852,0.1383969],"category_scores_gemma":[0.1655372,0.006322055,0.02197405,0.01954504,0.003916189,0.009304362,0.006315493,0.009886417,0.01364568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01288726,"about_ca_system_score_gemma":0.04899791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142082,"about_ca_topic_score_gemma":0.01755152,"domain_scores_codex":[0.9377773,0.0268868,0.0216802,0.004192788,0.007402273,0.002060548],"domain_scores_gemma":[0.8817036,0.04238562,0.03334524,0.009216503,0.03042711,0.002921978],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01008896,0.0001993076,0.0004713485,0.8570547,0.003970586,0.0001941817,0.0007805837,0.0005073753,0.0008468203,0.002290306,0.0779401,0.04565578],"study_design_scores_gemma":[0.05550152,0.001239029,0.005171451,0.7268087,0.01299857,0.0004520397,0.0008697445,0.001535779,0.002997896,0.008507819,0.1832718,0.0006457284],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006434942,0.007408198,0.003086322,0.001199791,0.0009121916,0.9628479,0.02112969,0.0006358608,0.00213659],"genre_scores_gemma":[0.001022466,0.003356835,0.008546199,0.000268218,0.00005278473,0.9842754,0.001350418,0.00007520002,0.00105245],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9326415,"threshold_uncertainty_score":0.4629837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025013393243953,"score_gpt":0.4643209188278263,"score_spread":0.361819579503431,"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."}}