{"id":"W2009645524","doi":"10.1097/00003465-200511000-00007","title":"Innovative Solutions","year":2005,"lang":"en","type":"article","venue":"Dimensions of Critical Care Nursing","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"University of South Florida; H. Lee Moffitt Cancer Center and Research Institute","keywords":"Population; Medicine; Pediatric intensive care unit; Computer science; Intensive care medicine; Environmental health","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":[0.001395173,0.0008594819,0.0003400139,0.001256538,0.001288834,0.003990551,0.0016088,0.002766262,0.09404594],"category_scores_gemma":[0.003321972,0.0003218373,0.0006062094,0.0009070691,0.0006482521,0.002921034,0.003235068,0.002282712,0.04028661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009983,"about_ca_system_score_gemma":0.002605547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007186716,"about_ca_topic_score_gemma":0.001588253,"domain_scores_codex":[0.9980152,0.0002941399,0.00009639002,0.0002019398,0.001164212,0.0002280717],"domain_scores_gemma":[0.9986443,0.0001686419,0.00009760009,0.000149547,0.0006886406,0.0002511752],"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":[0.00009021253,0.0001821467,0.0005937193,0.0006048677,0.00001973877,0.0004581866,0.0004674838,0.0003471164,0.006508715,0.06440896,0.3184506,0.6078683],"study_design_scores_gemma":[0.00001296767,0.00005784546,0.0002462906,0.0001208854,0.000009184395,0.0004224868,0.0001656722,0.0002229247,0.001400481,0.005897148,0.9914335,0.00001058913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007772103,0.02086861,0.06300482,0.05074728,0.02372828,0.0007706875,0.0006363016,0.002556331,0.8299156],"genre_scores_gemma":[0.05223411,0.02180686,0.06537632,0.02216429,0.004497217,0.0006962708,0.001457409,0.0003684339,0.8313991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09404594,"threshold_uncertainty_score":0.314615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430445488048647,"score_gpt":0.2807054080220231,"score_spread":0.2664009531415366,"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."}}