{"id":"W4312113792","doi":"10.1177/08404704221139383","title":"Health technology, quality and safety in a learning health system","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Michael Smith Health Research BC","keywords":"Quality (philosophy); Health informatics; Digital health; Informatics; Health information technology; Patient safety; Computer science; Occupational safety and health; Health care; Health Administration Informatics; Public health informatics; Knowledge management; Risk analysis (engineering); Data science; Business; HRHIS; Medicine; Health education; Nursing; Engineering; Public health; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01877206,0.0003417843,0.0004938589,0.003634084,0.005281895,0.01745677,0.001095852,0.005231139,0.0115946],"category_scores_gemma":[0.03678267,0.0003128156,0.0006405978,0.002962354,0.01440341,0.01312669,0.006447311,0.003428159,0.001100928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01025465,"about_ca_system_score_gemma":0.01553775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007340314,"about_ca_topic_score_gemma":0.00459316,"domain_scores_codex":[0.9723775,0.0178486,0.001504417,0.001139737,0.005673298,0.001456516],"domain_scores_gemma":[0.927464,0.05068315,0.0081793,0.002765125,0.006690562,0.004217846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001470302,0.0007647611,0.04154023,0.002115713,0.0001830838,0.000471471,0.01900986,0.003542677,0.0007353275,0.6819988,0.02559797,0.2238929],"study_design_scores_gemma":[0.000197165,0.001003029,0.04375148,0.005582533,0.0002909791,0.0009047603,0.03499765,0.005476277,0.002561375,0.6051992,0.2998616,0.0001739091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1259891,0.02648061,0.05166373,0.3999476,0.00156457,0.0005513325,0.0003676423,0.0005036186,0.3929318],"genre_scores_gemma":[0.9511495,0.008771466,0.0169259,0.0123826,0.0008366942,0.0001835589,0.000091997,0.00006079175,0.009597542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01877206,"threshold_uncertainty_score":0.09927738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0638187480093487,"score_gpt":0.4489848044034403,"score_spread":0.3851660563940916,"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."}}