{"id":"W2945138201","doi":"10.12927/cjnl.2019.25817","title":"Closed-Loop Medication System: Leveraging Technology to Elevate Safety","year":2019,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Adverse effect; Vigilance (psychology); Harm; Closed loop; Psychological intervention; Health care; Patient safety; Barcode; Medical emergency; Medicine; Nursing; Psychology; Business; Pharmacology; Social psychology; Engineering","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":[0.00373049,0.0004854424,0.0003449966,0.001159478,0.0003571662,0.001351333,0.001049238,0.0006878866,0.002746402],"category_scores_gemma":[0.02408799,0.0002045654,0.0005430551,0.0006129684,0.0008299849,0.001707134,0.001367632,0.0007259768,0.0004857391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008706,"about_ca_system_score_gemma":0.002565429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214521,"about_ca_topic_score_gemma":0.001914228,"domain_scores_codex":[0.9933627,0.003537626,0.0003927963,0.0004482223,0.002035418,0.0002232982],"domain_scores_gemma":[0.9818982,0.009978416,0.004161065,0.0009057573,0.00247363,0.0005828699],"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":[0.000988397,0.002958199,0.08554015,0.002358003,0.000282214,0.0003359909,0.002308048,0.009879839,0.02329339,0.004260063,0.004064717,0.863731],"study_design_scores_gemma":[0.001313161,0.06915335,0.5374078,0.004299688,0.001268832,0.003574084,0.004408719,0.1459912,0.08128702,0.02112292,0.1295871,0.0005861981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242484,0.008165723,0.1344413,0.006694416,0.0005658736,0.001654306,0.0003066668,0.00205828,0.02186498],"genre_scores_gemma":[0.9463824,0.001817402,0.04911558,0.0007598497,0.0001932771,0.0002664542,0.0001042791,0.00003857029,0.001322195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00373049,"threshold_uncertainty_score":0.01972896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081531464734716,"score_gpt":0.4077504035606774,"score_spread":0.1995972570872058,"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."}}