{"id":"W3197397083","doi":"10.1016/j.cjco.2021.08.013","title":"Nurse Staffing Practices and Postoperative Atrial Fibrillation Among Cardiac Surgery Patients: A Multisite Cohort Study","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Atrial fibrillation; Medicine; Cardiac surgery; Staffing; Cohort; Cardiology; Internal medicine; Emergency medicine; Nursing; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001338261,0.0005220004,0.0005711809,0.001058242,0.001460524,0.00110076,0.001188306,0.0007399102,0.001384819],"category_scores_gemma":[0.002883791,0.0006485544,0.001208045,0.002469876,0.0004205512,0.000635793,0.00116112,0.001087763,0.0001905973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002687133,"about_ca_system_score_gemma":0.0036001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4263355,"about_ca_topic_score_gemma":0.5292709,"domain_scores_codex":[0.9987883,0.0001816457,0.000123954,0.0003472279,0.0002576708,0.0003013049],"domain_scores_gemma":[0.9976599,0.0002093157,0.0008266659,0.0002607426,0.0004688259,0.0005744728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004448846,0.00002971005,0.9991061,0.000009727033,0.00008399317,0.00003407635,0.0001644466,0.00001826679,0.00005463857,0.00000924665,0.000123031,0.0003222276],"study_design_scores_gemma":[0.00001298893,0.00006977764,0.9989432,0.00001711237,0.00006575853,0.0000871001,0.0004407961,0.0001874337,0.00001335185,0.00001104065,0.0001442632,0.000007330099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985078,0.0001839246,0.00009110653,0.00005476152,0.000007178819,0.00002983568,0.0009703999,0.000002742563,0.0001522688],"genre_scores_gemma":[0.9987447,0.0001509094,0.0001890169,0.00005377356,0.000008932804,0.00003570356,0.0006895682,0.000003016286,0.0001244254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4263355,"threshold_uncertainty_score":0.8477079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04846560187704087,"score_gpt":0.3651049288035474,"score_spread":0.3166393269265066,"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."}}