{"id":"W4407348589","doi":"10.1111/trf.18156","title":"Deglycerolization of manually glycerolized, frozen red cell concentrates using a closed system cell processor","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Hemolysis; Hematocrit; Cryopreservation; Centrifugation; Hemoglobin; Andrology; Medicine; Chemistry; Biology; Internal medicine; Chromatography; Embryo","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005266232,0.0004301546,0.0002928628,0.000305867,0.0003322306,0.0007084599,0.0006078386,0.0001928074,0.00192357],"category_scores_gemma":[0.000487064,0.0001230963,0.0002400638,0.0002980266,0.0005238768,0.0004242433,0.0007149963,0.000415641,0.0005291972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005202388,"about_ca_system_score_gemma":0.0006062701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416012,"about_ca_topic_score_gemma":0.001762725,"domain_scores_codex":[0.9995449,0.0000744725,0.00004132396,0.0001083054,0.0001646818,0.00006629599],"domain_scores_gemma":[0.9997178,0.00005129582,0.00008352826,0.00003269604,0.00006815402,0.00004654269],"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":[0.001646442,0.0002103608,0.008988263,0.0000961196,0.0000217745,0.000199542,0.00017502,0.0002136348,0.9754068,0.0001549925,0.0001204462,0.01276656],"study_design_scores_gemma":[0.00008698615,0.003322431,0.04071568,0.00003073045,0.00009229705,0.0009623748,0.000231228,0.001595193,0.9492097,0.0001040632,0.003627928,0.00002119391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929031,0.000345808,0.005781797,0.00002297541,0.00001417322,0.00009594623,0.0001014313,0.000041924,0.0006929048],"genre_scores_gemma":[0.9822361,0.0004051586,0.01494642,0.00005770804,0.00001772033,0.000112295,0.0007086732,0.00003795368,0.001478059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00192357,"threshold_uncertainty_score":0.006434977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269284618228325,"score_gpt":0.2635998479730368,"score_spread":0.2509070017907535,"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."}}