{"id":"W2783752398","doi":"10.1017/s0266462317004172","title":"VP189 Hemolysis Induced By Modern Infusion Pumps During Blood Transfusion","year":2017,"lang":"en","type":"article","venue":"International Journal of Technology Assessment in Health Care","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemolysis; Medicine; Peristaltic pump; Anesthesia; Emergency medicine; Internal medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580485,0.0003785439,0.0003055639,0.0004536711,0.0004365505,0.0007808462,0.0003740157,0.000395889,0.001575482],"category_scores_gemma":[0.002266883,0.000123912,0.0002767969,0.0004731509,0.0004448265,0.0002361599,0.000386951,0.0004582463,0.0002321189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169777,"about_ca_system_score_gemma":0.0009441867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009807501,"about_ca_topic_score_gemma":0.006125968,"domain_scores_codex":[0.9984139,0.000404245,0.0001035295,0.0001655416,0.000740224,0.0001725094],"domain_scores_gemma":[0.9975451,0.0005118549,0.001009837,0.0001240392,0.0006754936,0.0001337502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003785894,0.0004354972,0.6453328,0.0009754772,0.0002873387,0.01013901,0.001757622,0.001065288,0.2276672,0.00032958,0.003297293,0.1049271],"study_design_scores_gemma":[0.00009627115,0.006589503,0.7719621,0.0003439963,0.0002539195,0.01699222,0.001004515,0.002609924,0.1852305,0.0001723182,0.01467749,0.00006725734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938493,0.002002763,0.001668112,0.00020913,0.00005514422,0.00008067617,0.0001778759,0.00007318197,0.001883894],"genre_scores_gemma":[0.9977957,0.0005042623,0.0008175682,0.000158134,0.00002836544,0.0000177546,0.0001299224,0.000007087217,0.0005412474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009807501,"threshold_uncertainty_score":0.01950085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006216407935848294,"score_gpt":0.2908287898991562,"score_spread":0.2846123819633079,"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."}}