{"id":"W3178410439","doi":"10.1111/trf.16540","title":"Cold‐stored leukoreduced whole blood: Extending the time between donation and filtration has minimal impact on in vitro quality","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Blood Services; University of British Columbia","funders":"","keywords":"Leukoreduction; Thromboelastometry; Whole blood; Hemolysis; Clotting time; Platelet; Filtration (mathematics); Clotting factor; Andrology; In vitro; Medicine; Chemistry; Immunology; Internal medicine; Biochemistry","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":[0.0005610638,0.0001744435,0.0003048839,0.0001263782,0.0001756135,0.0000549185,0.00005615183,0.0001053859,0.0001570185],"category_scores_gemma":[0.00003731016,0.0001242343,0.0001130869,0.0003071436,0.00005785107,0.0001025091,0.00001431427,0.000240418,0.00001683535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006739545,"about_ca_system_score_gemma":0.0000892844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299855,"about_ca_topic_score_gemma":0.0001011982,"domain_scores_codex":[0.9985287,0.000191365,0.000342965,0.0003516504,0.000371428,0.0002139507],"domain_scores_gemma":[0.9993942,0.0001554301,0.00004833374,0.0002473386,0.00005440547,0.0001002848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006377479,0.0003608498,0.002864974,0.00006507884,0.00006975369,0.00003265066,0.001111836,0.00001128807,0.972134,0.000177693,0.0001461042,0.02238805],"study_design_scores_gemma":[0.005212997,0.0003967598,0.6074002,0.0001386515,0.0002704503,0.00001251202,0.0002841472,0.000301534,0.3842684,0.00006007792,0.001480302,0.0001740059],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877965,0.0001940821,0.0002319268,0.009907213,0.00006816856,0.0006904418,0.00002916305,0.00005407226,0.001028389],"genre_scores_gemma":[0.998328,0.00024725,0.000215354,0.0003834941,0.00009995628,0.00002557782,0.0002002252,0.00001888739,0.0004812275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6045352,"threshold_uncertainty_score":0.5066129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611210709578473,"score_gpt":0.3089544511485408,"score_spread":0.2728423440527561,"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."}}