{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005182483,0.00008371541,0.000128575,0.0001171485,0.000154407,0.000003486995,0.00007789072,0.0001326314,0.00006160145],"category_scores_gemma":[0.0001594295,0.0000766109,0.00003533041,0.0002568145,0.0003607871,0.0000523801,0.00001644236,0.0002239085,0.00002889581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008458219,"about_ca_system_score_gemma":0.00001947225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.055596e-7,"about_ca_topic_score_gemma":0.000001390859,"domain_scores_codex":[0.9993599,0.00001264774,0.0001922899,0.0000906999,0.00009393712,0.0002505467],"domain_scores_gemma":[0.9993984,0.00009285149,0.000007893091,0.0001728316,0.000286969,0.00004103249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001001729,0.000138703,0.00001812331,0.00007510431,0.00001623786,0.000006302032,0.003153704,0.003040402,0.0258564,0.8171842,0.003053271,0.1474475],"study_design_scores_gemma":[0.00142377,0.0006034116,0.002197493,0.001366266,0.0002356912,0.0001764093,0.02506206,0.04154205,0.8157299,0.08424533,0.02583882,0.001578836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5149403,0.01109878,0.1191511,0.01514236,0.003162731,0.0005871808,0.0001861781,0.003101578,0.3326297],"genre_scores_gemma":[0.9893864,0.000009154267,0.01044367,0.00009138908,0.00004102234,0.000003396584,0.000006619889,0.00001289341,0.000005488452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7898735,"threshold_uncertainty_score":0.3124102,"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."}}