{"id":"W3203834492","doi":"10.2309/java-d-21-00012","title":"PIVC Best Practices: A Path to Performance Improvement","year":2021,"lang":"en","type":"article","venue":"Journal of the Association for Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Documentation; Quality management; Observational study; Audit; Emergency medicine; Medical emergency; Catheter; Intensive care medicine; Operations management; Surgery; Business; Internal medicine; Computer science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.1486852,0.001822533,0.001541933,0.005508937,0.006469951,0.02422637,0.005518619,0.0067561,0.009688815],"category_scores_gemma":[0.1261252,0.0009519545,0.001451036,0.005246725,0.009748206,0.01239018,0.01198007,0.01558504,0.003027019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02179048,"about_ca_system_score_gemma":0.1122777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220731,"about_ca_topic_score_gemma":0.01082027,"domain_scores_codex":[0.8755392,0.06520148,0.007719446,0.006085722,0.03770081,0.007753315],"domain_scores_gemma":[0.7097271,0.08748901,0.02623782,0.02203723,0.09418578,0.06032306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001936291,0.002024032,0.02000754,0.003701486,0.0002238226,0.0002631625,0.00601622,0.002573218,0.001258348,0.06112203,0.2041467,0.6984698],"study_design_scores_gemma":[0.0005937085,0.003166912,0.06984752,0.02540758,0.0002257199,0.0007929022,0.04273856,0.01126019,0.004296375,0.2238942,0.6171494,0.0006268887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01519649,0.01436199,0.05459372,0.8769213,0.003618645,0.001265166,0.0003555017,0.00226439,0.0314228],"genre_scores_gemma":[0.4134645,0.02158795,0.4645218,0.08630495,0.003080038,0.002081352,0.001000078,0.0005942298,0.007365126],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1486852,"threshold_uncertainty_score":0.786332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07572519357975983,"score_gpt":0.4121543281644003,"score_spread":0.3364291345846405,"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."}}