{"id":"W2530474924","doi":"10.1111/anae.13699","title":"Measuring the clinical impact of National Audit Projects","year":2016,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Audit; Benchmarking; Quarter (Canadian coin); Clinical Practice; Data collection; Patient safety; Harm; Strengths and weaknesses; Family medicine; Accounting; Management; Health care; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005441855,0.0002096098,0.0005177052,0.00008883901,0.00007228688,0.000004573231,0.000193718,0.0003452869,0.0001041856],"category_scores_gemma":[0.0004192303,0.0001010544,0.0006821949,0.0001187177,0.0002169543,0.00003442893,0.00004278604,0.0007568298,0.00006594932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008344647,"about_ca_system_score_gemma":0.0006088578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005150508,"about_ca_topic_score_gemma":0.000004323642,"domain_scores_codex":[0.9982994,0.0001196798,0.0004539703,0.0002635564,0.0006045663,0.0002588522],"domain_scores_gemma":[0.9987533,0.0001804833,0.0002532793,0.0003363218,0.0004439724,0.00003265398],"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":[0.00002572107,0.00001681078,0.01304417,0.00006740479,0.0005482698,0.0001070191,0.00007638214,7.698373e-8,0.000008794475,0.00002656033,0.9787737,0.007305097],"study_design_scores_gemma":[0.0004023329,0.0005590211,0.05246618,0.0004868322,0.0002118114,0.00004452455,0.00001850625,0.000001244072,0.00002475207,0.0002788404,0.9453272,0.0001787854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0203564,0.002432355,0.000006686605,0.9565637,0.0004535645,0.0005950311,0.00005579031,0.00005209275,0.01948442],"genre_scores_gemma":[0.2513483,0.007692005,0.0001411816,0.7056384,0.02843279,0.00006742897,0.0001411479,0.0001376337,0.006401137],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2509252,"threshold_uncertainty_score":0.4120879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101265473322885,"score_gpt":0.3702971739282163,"score_spread":0.2690317006053313,"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."}}