{"id":"W4214493353","doi":"10.1111/trf.16833","title":"Effect of modern infusion pumps on <scp>RBC</scp> quality","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Canadian Blood Services; University of British Columbia","funders":"","keywords":"Hemolysis; Lactate dehydrogenase; Peristaltic pump; Red blood cell; Chemistry; Medicine; Biochemistry; Immunology; Physics; Enzyme","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":[0.001266177,0.00023007,0.0004981542,0.0002376612,0.0002456991,0.000006703715,0.0001585188,0.00008040468,0.0006124331],"category_scores_gemma":[0.00006115739,0.0001909514,0.0002820596,0.0003703668,0.00004786097,0.00004411643,0.00007900058,0.0004449851,0.00003033394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006728956,"about_ca_system_score_gemma":0.00003637206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002880145,"about_ca_topic_score_gemma":0.00003191204,"domain_scores_codex":[0.9974941,0.0004256514,0.0004381655,0.0004180176,0.0009426718,0.0002814133],"domain_scores_gemma":[0.9989088,0.0003150744,0.00008199322,0.0005053321,0.0000407575,0.0001480554],"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":[0.003612797,0.002872004,0.00957601,0.00172128,0.0002144236,0.0001086939,0.004958625,0.001109369,0.5817106,0.002358441,0.003195489,0.3885622],"study_design_scores_gemma":[0.04155474,0.03442829,0.1282517,0.0005807575,0.001452213,0.00009075431,0.001021611,0.004035566,0.6776861,0.001026752,0.1093712,0.0005003124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756094,0.00015646,0.0009883877,0.0006882846,0.0003338076,0.001411984,0.00003041107,0.0001460499,0.02063526],"genre_scores_gemma":[0.9965847,0.000339879,0.00006072653,0.0007583968,0.00004768264,0.0001127741,0.0000596628,0.00003653373,0.001999663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3880619,"threshold_uncertainty_score":0.778677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705974545069391,"score_gpt":0.2910565757319403,"score_spread":0.2739968302812464,"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."}}