{"id":"W4301603385","doi":"10.1111/trf.17138","title":"Closed system processing variables affect <scp>post‐thaw</scp> quality characteristics of cryopreserved red cell concentrates","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Cryopreservation; Hemolysis; Centrifugation; Andrology; Hematocrit; Hemoglobin; Chemistry; Biology; Chromatography; Medicine; Immunology; Biochemistry; Cell biology; 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":[0.001162631,0.0003117896,0.0002144389,0.0003152183,0.00033141,0.001155139,0.0004418108,0.0003145246,0.002372634],"category_scores_gemma":[0.002134566,0.0001525648,0.0002520384,0.0004400683,0.0005134206,0.0006553637,0.0003748076,0.0005728116,0.0004504324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005727114,"about_ca_system_score_gemma":0.0005229003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073624,"about_ca_topic_score_gemma":0.001179919,"domain_scores_codex":[0.9992012,0.0001475597,0.00008722686,0.0001656951,0.0003336666,0.00006465912],"domain_scores_gemma":[0.9984047,0.0006098583,0.0004173315,0.000108047,0.0003939216,0.00006624006],"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":[0.00228661,0.0002982551,0.02993381,0.0002738937,0.0001067246,0.000197279,0.0002936227,0.001036553,0.930172,0.000253604,0.0005475219,0.03460021],"study_design_scores_gemma":[0.00004895603,0.002062338,0.1125765,0.00004494151,0.0001892805,0.0004828669,0.0001425983,0.003291469,0.877461,0.0001663379,0.003497379,0.00003625357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884716,0.001346551,0.007973982,0.00007554814,0.00004423299,0.00009585026,0.0002894176,0.0001132018,0.00158956],"genre_scores_gemma":[0.9918766,0.0006302102,0.005956928,0.00009223209,0.00002842207,0.00008787488,0.0005589211,0.00007905349,0.0006896984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002372634,"threshold_uncertainty_score":0.007937193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022005155317487,"score_gpt":0.2590945586049697,"score_spread":0.2388745070517949,"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."}}