{"id":"W2751528042","doi":"10.5858/2002-126-0220-ulr","title":"Universal Leukocyte Reduction","year":2002,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Platelet; Food and drug administration; Platelet transfusion; Surgery; Disease; Immunology; Intensive care medicine; Blood transfusion; Internal medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003376938,0.0009839638,0.001174069,0.001899247,0.001041461,0.00276924,0.002482316,0.001782944,0.03299056],"category_scores_gemma":[0.005735327,0.0004205465,0.001236096,0.001524201,0.001543722,0.002209431,0.003441756,0.003009815,0.01261127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002021494,"about_ca_system_score_gemma":0.002284537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522969,"about_ca_topic_score_gemma":0.001637633,"domain_scores_codex":[0.9952061,0.0008074975,0.0003513409,0.0009088628,0.002113338,0.0006129899],"domain_scores_gemma":[0.9977513,0.0004570859,0.000439204,0.0005227797,0.0006217773,0.0002077737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001138431,0.0004962515,0.00428014,0.001859258,0.0001720284,0.0007617688,0.0005145873,0.001028887,0.03884645,0.09547659,0.1310654,0.7243602],"study_design_scores_gemma":[0.0001088475,0.0006006642,0.001526863,0.0004301021,0.0001088463,0.002124995,0.000115144,0.0007717507,0.05005476,0.01045633,0.9336436,0.00005796162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06130628,0.1967071,0.2401775,0.03345528,0.01442489,0.002275213,0.005051956,0.009850179,0.4367516],"genre_scores_gemma":[0.4387171,0.1053743,0.1277142,0.05836118,0.005406938,0.002621336,0.007023071,0.00210788,0.2526741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03299056,"threshold_uncertainty_score":0.1103644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666553815191515,"score_gpt":0.2457736674956616,"score_spread":0.2291081293437465,"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."}}