{"id":"W4383302463","doi":"10.4212/cjhp.3286","title":"Get Smart, Canada: Exploring Smart Pump Implementation, Management, and Compliance with Standards through a Nationwide Survey","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network","funders":"","keywords":"Compliance (psychology); Business; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005854059,0.0001232559,0.0001428001,0.0001190291,0.0003947497,0.00004864,0.0002424913,0.00001727763,0.00007947717],"category_scores_gemma":[0.00002008174,0.00009765678,0.00002023938,0.0003352898,0.00009102315,0.0002330002,0.00001766801,0.0002653282,0.000003259041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164548,"about_ca_system_score_gemma":0.000671081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3789309,"about_ca_topic_score_gemma":0.9552023,"domain_scores_codex":[0.999042,0.00003579428,0.0002594477,0.00008268354,0.0002511406,0.0003288829],"domain_scores_gemma":[0.9994056,0.00004805053,0.0000761395,0.0001134302,0.0002094253,0.0001473906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002100382,0.00003595151,0.5323939,0.0004272402,0.002925281,0.003957747,0.01222542,0.01507527,0.0000775603,0.01201379,0.3492033,0.0714545],"study_design_scores_gemma":[0.002941835,0.0002603006,0.7023297,0.0001709241,0.0001286666,0.0002080178,0.003634302,0.001054839,0.003017901,0.002292665,0.2833074,0.0006534603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939238,0.0003778843,0.0004428119,0.002319058,0.000958973,0.0002203136,0.0003102985,0.00005230183,0.001394545],"genre_scores_gemma":[0.9990943,0.0004839343,0.0001043605,0.0001619378,0.000044498,0.00001017044,0.00001400956,0.00002195337,0.00006482179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5762714,"threshold_uncertainty_score":0.6252049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969045992502952,"score_gpt":0.2767691307527776,"score_spread":0.2370786708277481,"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."}}