{"id":"W3037545358","doi":"10.1016/j.transci.2020.102853","title":"A Canadian perspective on the use and preparation of cryopreserved red cell concentrates","year":2020,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Cryopreservation; Blood product; Red blood cell; Blood preservation; Population; Fresh frozen plasma; Andrology; Red Cell; Chemistry; Medicine; Surgery; Biology; Immunology; Platelet; Internal medicine; Cell biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01111791,0.001231276,0.001091898,0.004000261,0.006503269,0.00781502,0.003521004,0.01098877,0.01468383],"category_scores_gemma":[0.01344324,0.0006293167,0.001295344,0.005286529,0.007136401,0.003322916,0.002631166,0.01451542,0.001634317],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0939164,"about_ca_system_score_gemma":0.2980193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9523394,"about_ca_topic_score_gemma":0.9745749,"domain_scores_codex":[0.9899485,0.001888625,0.0007313688,0.0007929256,0.004506448,0.002132105],"domain_scores_gemma":[0.9664059,0.003211315,0.001441542,0.0002862041,0.0209138,0.007741239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002547804,0.0001486762,0.002554504,0.001879855,0.00007421877,0.001449677,0.001732385,0.0009288851,0.00127456,0.05353591,0.787308,0.1488585],"study_design_scores_gemma":[0.00004044275,0.00005629327,0.003603358,0.002023376,0.00005181337,0.0004673269,0.001326358,0.000135238,0.0001502211,0.003204065,0.9888667,0.00007474358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001062599,0.2169975,0.0004969685,0.7456132,0.009630614,0.00002185115,0.0002621829,0.00003606189,0.0258789],"genre_scores_gemma":[0.03598363,0.6365692,0.004417109,0.282501,0.01517187,0.00004799392,0.0003216205,0.0000798764,0.02490774],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9060836,"threshold_uncertainty_score":0.6814144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04731966197569234,"score_gpt":0.2723013234055747,"score_spread":0.2249816614298823,"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."}}