{"id":"W2151348572","doi":"10.1046/j.1537-2995.2001.41050691.x","title":"Universal WBC reduction:the case for and against","year":2001,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Canadian Blood Services","funders":"","keywords":"Transfusion medicine; Medicine; Blood transfusion; Medical laboratory; Service (business); Family medicine; Gerontology; Pathology; Internal medicine; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000210017,0.0003293348,0.0009192265,0.0001331075,0.0003506768,0.00002219329,0.00006937249,0.0003474422,0.00007030832],"category_scores_gemma":[0.000007132235,0.000203108,0.0004461408,0.0003132821,0.0001122713,0.00005440725,0.00001259897,0.0004148711,0.000008791724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005112107,"about_ca_system_score_gemma":0.0001179075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001268549,"about_ca_topic_score_gemma":0.00007180229,"domain_scores_codex":[0.9987964,0.00006116816,0.0003510517,0.0004262619,0.0001273637,0.0002377794],"domain_scores_gemma":[0.9993109,0.0001017012,0.00006823321,0.0003250807,0.00005857897,0.0001354701],"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":[0.00007245185,0.00007610185,5.631064e-7,0.008298106,0.0001110088,0.000714167,0.0001563963,7.691383e-8,0.000009745094,0.0002026305,0.0003453213,0.9900134],"study_design_scores_gemma":[0.001355507,0.0002648039,0.000001102646,0.004964807,0.00341051,0.01878794,0.0001564252,0.00001042065,0.000003607507,0.00002769065,0.9708127,0.0002045318],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000734054,0.9936809,0.0005598658,0.0004990695,0.0003779339,0.002619926,0.00005244442,0.00006312474,0.001412679],"genre_scores_gemma":[0.00008807638,0.9974775,0.0002406435,0.00004831711,0.0005128575,0.00007905997,0.0001470174,0.00005881289,0.00134771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9898089,"threshold_uncertainty_score":0.8282503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04305115462489107,"score_gpt":0.3103383349474004,"score_spread":0.2672871803225094,"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."}}