{"id":"W4226159334","doi":"10.1002/jha2.343","title":"Degradation of red blood cell deformability during cold storage in blood bags","year":2021,"lang":"en","type":"article","venue":"eJHaem","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Vancouver General Hospital; British Columbia Institute of Technology; University of British Columbia","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canadian Blood Services","keywords":"Red blood cell; Bruise; Cold storage; Blood loss; Chemistry; Biomedical engineering; Medicine; Surgery; Biology; Biochemistry","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":[0.0001813841,0.0000891637,0.0002220819,0.00008128981,0.00002734262,0.000005449136,0.00004824536,0.00005615604,0.0002738775],"category_scores_gemma":[0.00003474024,0.00008654814,0.00007099175,0.000280648,0.00002148864,0.00005800565,0.00004258063,0.0001352833,0.000006458777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002458192,"about_ca_system_score_gemma":0.00005944568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008785642,"about_ca_topic_score_gemma":0.0002414503,"domain_scores_codex":[0.9990999,0.00004276571,0.0002880186,0.0002070515,0.0002079881,0.0001542938],"domain_scores_gemma":[0.9994881,0.00001780236,0.00005027293,0.0003117018,0.00006452525,0.00006756381],"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":[0.0001373451,0.003299241,0.09506469,0.001340708,0.0001105543,0.0005409175,0.0007069201,0.00003131534,0.8974723,0.0004559953,0.000142643,0.0006973373],"study_design_scores_gemma":[0.00536127,0.00009774543,0.1941786,0.00009416712,0.0002353395,0.00002007019,0.0003447096,0.00002686923,0.7988024,0.0000150126,0.0007409005,0.00008291322],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934235,0.0002293159,0.00004450306,0.0006252383,0.00008493033,0.0003145624,0.000003937448,0.00003452992,0.005239491],"genre_scores_gemma":[0.9960285,0.0001363808,0.0008362491,0.000104115,0.0000230564,0.00001409616,0.00001911101,0.00001099576,0.002827537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09911386,"threshold_uncertainty_score":0.3529331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084960350304123,"score_gpt":0.2225972411755644,"score_spread":0.2117476376725231,"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."}}