{"id":"W2118645159","doi":"10.2967/jnmt.107.049197","title":"Assessment of Multiple Intravenous Pumps Infusing into a Single Site","year":2008,"lang":"en","type":"article","venue":"Journal of Nuclear Medicine Technology","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Hospital for Sick Children","keywords":"Single use; Medicine; Infusion pump; Anesthesia; Engineering; Process engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007196383,0.0008040166,0.001601105,0.001515538,0.0004215016,0.002293477,0.0009629535,0.001308338,0.0006992512],"category_scores_gemma":[0.02737788,0.0005259194,0.0005449927,0.0007765223,0.001107996,0.002108674,0.0007037015,0.00144226,0.0004237761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006828968,"about_ca_system_score_gemma":0.0006441692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090055,"about_ca_topic_score_gemma":0.0009337639,"domain_scores_codex":[0.9924983,0.001861088,0.0005903104,0.001157924,0.003581517,0.0003108956],"domain_scores_gemma":[0.9741314,0.01259279,0.005457634,0.002329684,0.004932619,0.0005557265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006447378,0.0005959913,0.1894703,0.0008939971,0.0006004375,0.001702059,0.001493886,0.009147199,0.5678879,0.0006220139,0.0007007213,0.2204382],"study_design_scores_gemma":[0.000115129,0.01265335,0.1993253,0.0001800876,0.0008966358,0.007483443,0.0007064081,0.1218168,0.6501189,0.001051233,0.005453482,0.0001992379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8562178,0.006304803,0.1335369,0.0003566521,0.0002540581,0.0002565041,0.0002167565,0.001016586,0.001839998],"genre_scores_gemma":[0.9683043,0.0007542645,0.02977119,0.0002764122,0.00009712321,0.00006201999,0.00009939191,0.0001514586,0.0004839335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007196383,"threshold_uncertainty_score":0.03805858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002840975438143,"score_gpt":0.2275874409282735,"score_spread":0.2175590311738921,"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."}}