{"id":"W4408467645","doi":"10.1111/trf.18211","title":"Automated processing of Meryman‐frozen red blood cells: A novel protocol for deglycerolization","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Hemolysis; Hematocrit; Centrifugation; Cryopreservation; Red blood cell; Glycerol; Hemoglobin; Andrology; Medicine; Red Cell; Surgery; Chromatography; Chemistry; Biology; Immunology; Biochemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001068621,0.0008527271,0.0004310415,0.0007620593,0.0004283327,0.0007042526,0.001215111,0.0006071071,0.001504592],"category_scores_gemma":[0.0009707905,0.0003689616,0.0005697444,0.0004679608,0.0004802814,0.000747136,0.001061705,0.001192136,0.001374349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003957189,"about_ca_system_score_gemma":0.00118401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005256893,"about_ca_topic_score_gemma":0.0007386298,"domain_scores_codex":[0.998246,0.0001949457,0.0001991615,0.0004336248,0.0008326672,0.00009370087],"domain_scores_gemma":[0.9994348,0.00007949637,0.000144848,0.0001040158,0.0001979887,0.00003875622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009985604,0.0001040378,0.0005176584,0.0001495296,0.00001781837,0.0001254077,0.00007277752,0.0003140425,0.9710554,0.0002974897,0.0005182467,0.02672763],"study_design_scores_gemma":[0.00003948213,0.0003813022,0.003562837,0.00003505698,0.00006905468,0.001080173,0.00003272959,0.006576761,0.9737113,0.0001873933,0.01426911,0.00005486708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.2242147,0.002237871,0.7620962,0.000439732,0.000335632,0.003623114,0.0007388915,0.001712965,0.004600959],"genre_scores_gemma":[0.2094138,0.001920941,0.7788188,0.0004271648,0.0001462613,0.002443116,0.002223945,0.0004413831,0.004164623],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.001504592,"threshold_uncertainty_score":0.005651474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365379135579396,"score_gpt":0.3243816316248848,"score_spread":0.3007278402690908,"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."}}