{"id":"W2395887388","doi":"","title":"Multiple Intravenous Infusions Phase 2b: Laboratory Study.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Psychological intervention; Infusion pump; Syringe driver; Syringe; Bolus (digestion); Intravenous Infusions; Intensive care unit; Intensive care; Anesthesia; Emergency medicine; Intensive care medicine; Nursing; Surgery","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":[0.0004243979,0.00016289,0.0002067986,0.0001924171,0.0001682737,0.00001732097,0.0002445128,0.000165908,0.00006744242],"category_scores_gemma":[0.000230347,0.0001596401,0.00003775688,0.0003382009,0.00006028077,0.00006343354,0.00005436573,0.0003380159,0.000101302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005167615,"about_ca_system_score_gemma":0.000009873646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008192619,"about_ca_topic_score_gemma":0.00004894539,"domain_scores_codex":[0.9989368,0.00005001009,0.0002529415,0.0001822554,0.0001279182,0.0004500712],"domain_scores_gemma":[0.9993052,0.00008952081,0.00002787674,0.0004108843,0.0000499348,0.0001165712],"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":[0.00004349038,0.001139536,0.003496529,0.00003330228,0.0001235001,0.00003740395,0.001086673,0.001095441,0.001257505,0.002285561,0.003208439,0.9861926],"study_design_scores_gemma":[0.01400388,0.0008337259,0.4405362,0.00002220245,0.0001793835,0.00004145748,0.00137751,0.02835661,0.02825669,0.002289537,0.4821231,0.001979627],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833326,0.00006993779,0.002481165,0.00008021743,0.0007512037,0.0008383582,0.00002451274,0.001348824,0.01107321],"genre_scores_gemma":[0.9985185,0.00002397581,0.0001663762,0.0001147246,0.0001295869,0.0008709939,0.000006502008,0.00003444029,0.0001349434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.984213,"threshold_uncertainty_score":0.6509935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007618995313096067,"score_gpt":0.1936455248519068,"score_spread":0.1860265295388108,"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."}}