{"id":"W4285796329","doi":"10.1111/trf.17022","title":"Automated closed volume reduction process for apheresis stem cell grafts: From development to clinical implementation","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta; University of British Columbia; Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Apheresis; Cryoprotectant; Buffy coat; Volume (thermodynamics); Dimethyl sulfoxide; Hetastarch; Cryopreservation; Biomedical engineering; Potency; Medicine; Surgery; Chemistry; Platelet; Internal medicine; Biology; In vitro; Biochemistry","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":[0.004149789,0.0007622979,0.000514041,0.0008173563,0.0006187444,0.002285862,0.002269057,0.000664207,0.002673069],"category_scores_gemma":[0.003592633,0.0003251381,0.0004971969,0.0005308229,0.001689851,0.000787526,0.001193234,0.001018479,0.0008476057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002802074,"about_ca_system_score_gemma":0.006890861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02050212,"about_ca_topic_score_gemma":0.01089149,"domain_scores_codex":[0.9954702,0.0009821835,0.0002043799,0.0005207401,0.002542802,0.0002796917],"domain_scores_gemma":[0.9967803,0.0004522433,0.0003155949,0.0004545837,0.001629158,0.0003680025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001565734,0.00260781,0.007912468,0.0007700742,0.0000945306,0.0003890616,0.001065339,0.006067816,0.2835965,0.002318526,0.003095554,0.6905167],"study_design_scores_gemma":[0.001087908,0.02263409,0.05149905,0.0006789616,0.0003601772,0.003766206,0.0008023732,0.04660695,0.7498386,0.002514502,0.1198598,0.0003513251],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5144766,0.007712156,0.4559398,0.001335109,0.0002827278,0.005775427,0.0006348655,0.004508599,0.009334763],"genre_scores_gemma":[0.6394507,0.003913915,0.3474652,0.0004662057,0.0001569129,0.00111042,0.001134016,0.0002784349,0.006024281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02050212,"threshold_uncertainty_score":0.04076558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04268213731154553,"score_gpt":0.3563666244743768,"score_spread":0.3136844871628313,"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."}}