{"id":"W4283369394","doi":"10.1136/bmjqs-2022-014727","title":"Economic evaluations of audit and feedback interventions: a systematic review","year":2022,"lang":"en","type":"review","venue":"BMJ Quality & Safety","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario; The Quebec Population Health Research Network; University of Calgary; Women's College Hospital; University of Toronto; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Psychological intervention; CINAHL; MEDLINE; Health care; Observational study; Economic evaluation; Cost effectiveness; Systematic review; EconLit; Randomized controlled trial; Audit; Cost–benefit analysis; Family medicine; Nursing; Risk analysis (engineering); Accounting; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1048953,0.0006769605,0.01205846,0.0006393725,0.0003670099,0.00007889606,0.0009378347,0.0003358393,0.006254636],"category_scores_gemma":[0.02173481,0.0007814275,0.002264634,0.0004207483,0.0001766979,0.0004269165,0.0004382106,0.0005726216,0.002659153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002516619,"about_ca_system_score_gemma":0.001462316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005768912,"about_ca_topic_score_gemma":0.000163234,"domain_scores_codex":[0.958034,0.006925187,0.03297202,0.001278993,0.0002784409,0.000511335],"domain_scores_gemma":[0.9665393,0.008251012,0.02273806,0.002113073,0.00009450959,0.0002639968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003439197,0.00008376073,0.00001305395,0.9404834,0.0006396367,4.871223e-7,0.0001933183,0.000004047836,1.275813e-9,0.04231614,0.01185434,0.004408387],"study_design_scores_gemma":[0.0003402614,0.00005659673,0.00003207676,0.4485692,0.001086841,0.00002940432,0.0003873055,0.00004032761,3.894283e-9,0.002350814,0.5464451,0.0006620267],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001938205,0.9760823,0.0005877768,0.004087554,0.0008191982,0.01104136,0.005269831,0.00006495688,0.002045051],"genre_scores_gemma":[0.000003942687,0.9913847,0.0004975257,0.001697793,0.000212513,0.003852336,0.0009642121,0.0001010489,0.001285895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5345908,"threshold_uncertainty_score":0.9994637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5999423441965075,"score_gpt":0.5768361088213664,"score_spread":0.02310623537514112,"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."}}