{"id":"W2779255558","doi":"10.1016/j.cryobiol.2017.12.008","title":"Impact of blood manufacturing and donor characteristics on membrane water permeability and in vitro quality parameters during hypothermic storage of red blood cells","year":2017,"lang":"en","type":"article","venue":"Cryobiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"Canadian Blood Services; Saudi Arabia Cultural Bureau in London; Health Canada; King Saud University; Dartmouth College","keywords":"Hemolysis; Blood component; Membrane; Membrane permeability; Red blood cell; Permeability (electromagnetism); Erythrocyte fragility; Chemistry; Whole blood; Chromatography; Medicine; Immunology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008284599,0.0002542642,0.0003411576,0.0001459735,0.0002581029,0.000900448,0.0002380344,0.0002431767,0.0009622593],"category_scores_gemma":[0.001813452,0.0001449933,0.00026289,0.0002804419,0.0003505915,0.0006506859,0.0002920456,0.0003892126,0.0001861288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243814,"about_ca_system_score_gemma":0.00035951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007786055,"about_ca_topic_score_gemma":0.0008823339,"domain_scores_codex":[0.9993891,0.0002340652,0.00007157966,0.0001065842,0.0001022643,0.00009643567],"domain_scores_gemma":[0.9989161,0.0003846866,0.0002948022,0.0001026566,0.0002174683,0.00008422857],"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":[0.005496321,0.0002315198,0.006555789,0.0001633155,0.00008292859,0.0001624131,0.0003346309,0.0005459366,0.9793096,0.0001013466,0.0001235932,0.006892665],"study_design_scores_gemma":[0.00003327733,0.00168485,0.0216297,0.00002543815,0.000198736,0.0002426276,0.0002834979,0.0009374766,0.9739648,0.0000749152,0.0008992204,0.00002535924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981033,0.000897413,0.0005857886,0.00003213084,0.00002216885,0.00001004912,0.00009171162,0.000006283055,0.0002511738],"genre_scores_gemma":[0.9987336,0.0003983573,0.0004546898,0.00004139183,0.000008318291,0.000008171252,0.0001017702,0.00001597015,0.0002377811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009622593,"threshold_uncertainty_score":0.004381359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106660938059225,"score_gpt":0.2777984773351271,"score_spread":0.2567318679545348,"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."}}