{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005418991,0.000340127,0.0005679281,0.002276583,0.005709666,0.002766939,0.002061488,0.0007737586,0.003933529],"category_scores_gemma":[0.01405769,0.0006585775,0.0007087833,0.006766027,0.001572089,0.001497404,0.002470809,0.001567054,0.0005405201],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05927007,"about_ca_system_score_gemma":0.1404407,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993728,"about_ca_topic_score_gemma":0.9955748,"domain_scores_codex":[0.9919521,0.0006704631,0.0006246525,0.0006044648,0.004268188,0.001880087],"domain_scores_gemma":[0.9758601,0.001819878,0.004027093,0.0005333815,0.01211719,0.005642359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007226999,0.0001345619,0.9654927,0.0003029275,0.00004013051,0.000096968,0.007160242,0.0001082506,0.0001804436,0.0002945346,0.01117821,0.01493883],"study_design_scores_gemma":[0.000008308987,0.00006129892,0.9819083,0.0001338635,0.00001491478,0.00003510694,0.01194635,0.0002141643,0.00008118395,0.0000270418,0.005541002,0.00002844972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561639,0.001184726,0.0004191358,0.006031689,0.00004330355,0.0005807228,0.02121818,0.0000704543,0.01428787],"genre_scores_gemma":[0.9877551,0.001540066,0.00117997,0.00220082,0.00001413838,0.0002406574,0.004397575,0.00002840424,0.002643203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9407299,"threshold_uncertainty_score":0.4300365,"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."}}