{"id":"W6921442846","doi":"10.6084/m9.figshare.c.3944785","title":"Beyond quality improvement: exploring why primary care teams engage in a voluntary audit and feedback program","year":2017,"lang":"en","type":"other","venue":"Figshare","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Quality management; Quality (philosophy); Intervention (counseling); Primary care; Work (physics); Qualitative research; Perception; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001017627,0.0003122101,0.0005805839,0.0001599259,0.00006811899,0.00005371401,0.000302775,0.0005253546,0.08463882],"category_scores_gemma":[0.0007648746,0.0002546659,0.0001086667,0.0001084181,0.00007032492,0.00006550486,0.0005053767,0.001213411,0.0003200193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002226532,"about_ca_system_score_gemma":0.0002546575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004866175,"about_ca_topic_score_gemma":0.0003011945,"domain_scores_codex":[0.9979606,0.00004112898,0.0002442816,0.0005950786,0.0006453208,0.000513581],"domain_scores_gemma":[0.9986827,0.00008486686,0.0001471285,0.0006039243,0.00006740576,0.0004139249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003656197,0.0001081189,0.0001758322,0.01063772,0.00004115136,0.00009636968,0.00009652419,6.973266e-10,0.0002009138,3.499924e-7,0.6522813,0.3363252],"study_design_scores_gemma":[0.001369632,0.0002342052,0.004597137,0.01861493,0.00002097076,0.000004177474,0.000139691,0.000001369693,0.0003505013,0.00001166977,0.9743707,0.0002849767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.001483495,0.01576376,1.172533e-7,0.0005288605,0.0001459643,0.003170063,0.1736037,0.0004107853,0.8048933],"genre_scores_gemma":[0.003670721,0.001162523,0.0004602556,0.001729768,0.002989597,0.005401777,0.5569267,0.0007590884,0.4268996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.383323,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07829000078855135,"score_gpt":0.3473745710107064,"score_spread":0.269084570222155,"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."}}