{"id":"W4283391379","doi":"10.1111/trf.16977","title":"Minimal impact of anticoagulant on in vitro whole blood quality throughout a 35‐day cold‐storage regardless of leukoreduction timing","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Blood Services; University of British Columbia","funders":"Health Canada; Terumo BCT","keywords":"Leukoreduction; Thromboelastometry; Medicine; Clotting time; Whole blood; Anticoagulant; Clotting factor; Filtration (mathematics); Prothrombin time; Immunology; Andrology; Platelet; Internal medicine; Statistics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009888518,0.000212486,0.0006396981,0.0003623241,0.0001049095,0.000006468363,0.0001191137,0.00009681317,0.00008474052],"category_scores_gemma":[0.00008770764,0.0002013524,0.0002729284,0.0006041384,0.00009376624,0.0001108546,0.00003077195,0.0003732316,0.000002191716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175574,"about_ca_system_score_gemma":0.0002279101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459072,"about_ca_topic_score_gemma":0.00006825973,"domain_scores_codex":[0.9974255,0.0003791515,0.0007471014,0.0004009362,0.0007622431,0.0002850989],"domain_scores_gemma":[0.9990084,0.0001519568,0.0002564634,0.0004030453,0.00009594444,0.00008421911],"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":[0.004346424,0.001579213,0.009492663,0.0003082425,0.00006631043,0.00003839347,0.006409546,0.00116478,0.9702064,0.00006517955,0.00002997631,0.00629291],"study_design_scores_gemma":[0.005791197,0.002133203,0.3722989,0.0002491298,0.000182485,0.00003797813,0.00205779,0.0006813486,0.6162987,0.00002843582,0.00003946561,0.0002013929],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976126,0.0001624357,0.0002648456,0.0002961586,0.0002253213,0.0008461913,0.0001915208,0.00004627957,0.0003546295],"genre_scores_gemma":[0.9991447,0.00005616651,0.0004475908,0.00002873481,0.0000545035,0.00003629407,0.0001361415,0.00003694294,0.00005889494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3628062,"threshold_uncertainty_score":0.8210913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04642889712236373,"score_gpt":0.3473136504368652,"score_spread":0.3008847533145015,"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."}}