{"id":"W2190158599","doi":"10.12927/cjnl.2011.22329","title":"Informatics and Quality Improvement/Assurance","year":2011,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Quality assurance; Computer science; Informatics; Quality (philosophy); Engineering; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0385894,0.0005935172,0.0006135383,0.003590848,0.003077762,0.01236253,0.001020085,0.003047887,0.005904858],"category_scores_gemma":[0.04801438,0.0003154859,0.0003987424,0.004159423,0.01907565,0.008589874,0.005152535,0.007018182,0.001287294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009517081,"about_ca_system_score_gemma":0.01537298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008671155,"about_ca_topic_score_gemma":0.0041952,"domain_scores_codex":[0.9574442,0.02174375,0.002390405,0.002693054,0.01382759,0.001901086],"domain_scores_gemma":[0.940303,0.031015,0.006397761,0.006081749,0.01273339,0.003468945],"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":[0.00003014215,0.00006061547,0.00231613,0.0006464701,0.00003558883,0.00005583733,0.002673095,0.0006794436,0.000225928,0.761724,0.06199783,0.1695548],"study_design_scores_gemma":[0.00002640953,0.0001227153,0.004590153,0.001968796,0.00002155917,0.0001525726,0.002139821,0.0007710911,0.0004981426,0.4477327,0.5419169,0.00005912327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007170223,0.1540304,0.06701772,0.4930293,0.0071738,0.0002326271,0.0001915493,0.0008542577,0.2703002],"genre_scores_gemma":[0.6315784,0.1300658,0.08145861,0.09651364,0.009915448,0.0005188069,0.0003669491,0.0004096112,0.04917271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0385894,"threshold_uncertainty_score":0.2040827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4340094566494968,"score_gpt":0.3244383826365972,"score_spread":0.1095710740128996,"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."}}