{"id":"W2102955908","doi":"10.1111/j.0041-1132.2004.00657.x","title":"Universal leukoreduction and acute transfusion reactions: putting the puzzle together","year":2004,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Canadian Blood Services","keywords":"Chills; Medicine; Leukoreduction; Intensive care medicine; Adverse effect; Sepsis; Transfusion reaction; Blood transfusion; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004575546,0.0005918975,0.001188198,0.0003683654,0.000607195,0.00006057213,0.0001867592,0.0004901194,0.0003461164],"category_scores_gemma":[0.00001062256,0.0003814932,0.0006575288,0.0006488127,0.0001811729,0.0001671668,0.00003906741,0.001005725,0.00005694517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390429,"about_ca_system_score_gemma":0.0002327319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007908129,"about_ca_topic_score_gemma":0.0002201064,"domain_scores_codex":[0.9974653,0.0001816985,0.0006924246,0.0007744288,0.000486348,0.0003997689],"domain_scores_gemma":[0.9989218,0.00008344951,0.0001546503,0.0005748065,0.00006548757,0.0001997986],"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":[0.00007484877,0.0002327472,0.000002452397,0.01047393,0.0004901427,0.00007416755,0.0006229815,0.000001982475,0.0002388139,0.0007177033,0.0001378006,0.9869325],"study_design_scores_gemma":[0.001809729,0.0002638311,0.00003795135,0.01492527,0.007349251,0.0008698226,0.0003165852,0.000005808022,0.0000483927,0.00009616627,0.9739656,0.0003116326],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003402783,0.9861858,0.001660099,0.002705126,0.0007998743,0.004126151,0.00002394531,0.0003023719,0.003856331],"genre_scores_gemma":[0.0001200996,0.9959676,0.0006328742,0.0001274239,0.0002677998,0.0001197125,0.0001213919,0.0001154977,0.002527627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9866208,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03137068330632144,"score_gpt":0.304016113443132,"score_spread":0.2726454301368106,"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."}}