{"id":"W2793019220","doi":"10.1097/nan.0000000000000268","title":"Optimizing Drug Delivery of Small-Volume Infusions","year":2018,"lang":"en","type":"article","venue":"Journal of Infusion Nursing","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terry Fox Research Institute","funders":"","keywords":"Medicine; Drug administration; Intravenous Infusions; Intensive care medicine; Drug; Intravenous drug; Anesthesia; Emergency medicine; Pharmacology","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":[0.0009741742,0.0004194374,0.0004650479,0.0004878395,0.0002059074,0.0008637341,0.0005736366,0.0003871339,0.001001107],"category_scores_gemma":[0.002677142,0.0001406353,0.0003229817,0.0003087534,0.0002406259,0.0007849247,0.0004926301,0.0004479489,0.0005791826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870546,"about_ca_system_score_gemma":0.0004177542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004399258,"about_ca_topic_score_gemma":0.0003657382,"domain_scores_codex":[0.9992414,0.0002013597,0.00005786761,0.00009700451,0.0003081227,0.00009419986],"domain_scores_gemma":[0.9993587,0.0002442175,0.0001605412,0.00003460541,0.0001655703,0.00003622603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001683986,0.0006195817,0.004884676,0.001666814,0.00006732863,0.0004689601,0.0003723497,0.005895804,0.572005,0.001165643,0.001470862,0.409699],"study_design_scores_gemma":[0.0002284141,0.01302451,0.02372466,0.0004072711,0.0003234172,0.002618387,0.0004861882,0.04800757,0.8707621,0.001216814,0.03911043,0.00009030208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8213464,0.0135328,0.1578542,0.0004928806,0.0002678992,0.0007699233,0.0001413903,0.0006083994,0.004986032],"genre_scores_gemma":[0.890173,0.007115686,0.0989977,0.0003341488,0.0001047253,0.0003692518,0.0001357964,0.0001070737,0.002662606],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001001107,"threshold_uncertainty_score":0.005151987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007980252991607225,"score_gpt":0.2184210653369187,"score_spread":0.2104408123453115,"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."}}