{"id":"W2587524641","doi":"10.1016/j.acra.2016.05.010","title":"The Science of Quality Improvement","year":2017,"lang":"en","type":"review","venue":"Academic Radiology","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Quality (philosophy); Computer science; Epistemology; Philosophy","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":[0.008864444,0.001539247,0.002753784,0.007621669,0.001142758,0.005407564,0.002032596,0.005379447,0.00763827],"category_scores_gemma":[0.01979774,0.0006121228,0.001701975,0.009180295,0.004700554,0.006524146,0.003321419,0.006955527,0.001174011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005245603,"about_ca_system_score_gemma":0.01409393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007569096,"about_ca_topic_score_gemma":0.009343656,"domain_scores_codex":[0.9942045,0.002096033,0.0006508946,0.0005222913,0.002180045,0.0003462854],"domain_scores_gemma":[0.9791981,0.01580227,0.001910114,0.0004418739,0.002144299,0.000503318],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008564976,0.0001002075,0.0005490137,0.06563056,0.000428382,0.00008918423,0.0002896284,0.0004693735,0.0001835766,0.03516335,0.05512981,0.8418812],"study_design_scores_gemma":[0.00006188932,0.00008753058,0.001721549,0.0653127,0.0005136138,0.0003481975,0.0003750603,0.0002023398,0.0001327786,0.02761445,0.9035882,0.00004175605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002935995,0.9956927,0.0001145611,0.002939461,0.0005517587,0.000005624393,0.000008328811,0.000003572464,0.0006546897],"genre_scores_gemma":[0.0013791,0.9945768,0.0002571024,0.002498618,0.001042815,0.00001414624,0.00001572132,0.000001959118,0.0002137779],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911355,"threshold_uncertainty_score":0.04688025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5600019018901329,"score_gpt":0.6554943994977703,"score_spread":0.09549249760763745,"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."}}