{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009405956,0.0002629932,0.0006831735,0.0001425111,0.0003306528,0.00002664928,0.0002206119,0.0001023919,0.0003186882],"category_scores_gemma":[0.00004842696,0.0002431764,0.0002058129,0.0004320747,0.00006559774,0.00008650129,0.00007257461,0.0003627253,0.000005429797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008286154,"about_ca_system_score_gemma":0.0001622564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004448042,"about_ca_topic_score_gemma":0.0000223349,"domain_scores_codex":[0.9973126,0.0003676236,0.0007324892,0.0004599346,0.0007437548,0.0003836042],"domain_scores_gemma":[0.9987946,0.0001824444,0.0002367839,0.0004268952,0.0001873806,0.0001719231],"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":[0.000903932,0.001785991,0.02333091,0.009045268,0.0001385402,0.0001056002,0.004277162,0.00004277983,0.9529594,0.0009984351,0.0008298983,0.00558209],"study_design_scores_gemma":[0.02407079,0.003410086,0.5414696,0.00167028,0.00202719,0.00007133983,0.0238511,0.003471853,0.3783967,0.00007276963,0.02092241,0.0005658866],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850895,0.0004009175,0.00152169,0.0003597215,0.0003692259,0.001621868,0.0001560725,0.0002534215,0.01022755],"genre_scores_gemma":[0.9978131,0.0002155354,0.0004226587,0.0002220373,0.00007280693,0.0001023825,0.0002395685,0.00004696206,0.0008649644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5745627,"threshold_uncertainty_score":0.9916448,"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."}}