{"id":"W2070941941","doi":"10.1016/j.biologicals.2011.11.001","title":"Preparation of blood products for transfusion: Is there a best method?","year":2011,"lang":"en","type":"review","venue":"Biologicals","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Buffy coat; Blood component; Apheresis; Production (economics); Blood donor; Whole blood; Intensive care medicine; Blood collection; Plateletpheresis; Medicine; Platelet; Surgery; Immunology; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002589517,0.001084658,0.003994788,0.00303366,0.0005229683,0.002177426,0.001561642,0.002144374,0.002930763],"category_scores_gemma":[0.004081852,0.0005534363,0.0009715789,0.004608533,0.001433986,0.002475233,0.0006662952,0.002600923,0.001265521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165517,"about_ca_system_score_gemma":0.003387836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003886326,"about_ca_topic_score_gemma":0.008303271,"domain_scores_codex":[0.9991411,0.000178058,0.000194362,0.0001280584,0.000311819,0.00004651242],"domain_scores_gemma":[0.9963903,0.002174997,0.0006781652,0.00006650853,0.0005833585,0.0001067886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007402092,0.00008522203,0.0003602962,0.03522218,0.0001861306,0.0001171088,0.00006939592,0.0001626237,0.0006311345,0.002010305,0.01598026,0.9451013],"study_design_scores_gemma":[0.00006473116,0.0002202326,0.003230098,0.04510363,0.001163164,0.001717647,0.0004828887,0.0001547794,0.0009649709,0.003998484,0.9428216,0.00007778978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004070889,0.9993346,0.00005024849,0.0003285506,0.00006911105,0.000001718361,0.000005499931,0.000001874008,0.0001675923],"genre_scores_gemma":[0.0003510288,0.999126,0.000182058,0.0001663745,0.00008371822,0.0000028601,0.000007352096,6.176493e-7,0.00007996056],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003994788,"threshold_uncertainty_score":0.01369488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1682323644232337,"score_gpt":0.3922269800614754,"score_spread":0.2239946156382417,"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."}}