{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003530037,0.0001971822,0.0003921343,0.0009397714,0.0003317225,0.00004319104,0.001313572,0.0004898949,0.00004849366],"category_scores_gemma":[0.00007723166,0.0001983997,0.0001105461,0.0001192566,0.00008930559,0.0002714657,0.0001585747,0.001391847,0.000002400733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005894838,"about_ca_system_score_gemma":0.0001521019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008423791,"about_ca_topic_score_gemma":0.0001177656,"domain_scores_codex":[0.9981158,0.00003242571,0.0009071737,0.0001908308,0.0004260914,0.0003276501],"domain_scores_gemma":[0.9986827,0.00002556658,0.0005116137,0.0003974671,0.0003127087,0.00006987729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003397093,0.0009153451,0.07624701,0.000561406,0.0009933444,0.001194194,0.002969682,0.005576194,0.3173711,0.006687802,0.0004273634,0.5867168],"study_design_scores_gemma":[0.02980017,0.003815229,0.2478116,0.005827435,0.0002495328,0.004556267,0.01327709,0.016463,0.6368522,0.02874188,0.009691434,0.002914201],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878239,0.001017127,0.001400518,0.007452992,0.001303289,0.0001687456,0.00002440523,0.000164821,0.0006442282],"genre_scores_gemma":[0.9952365,0.002941519,0.001599501,0.00008472582,0.00007657969,0.00001189197,0.00001032849,0.00002683358,0.0000121257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5838026,"threshold_uncertainty_score":0.8090506,"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."}}