{"id":"W2024397854","doi":"10.1111/j.1778-428x.2004.tb00146.x","title":"Pro and Con Discussion: Universal Leukoreduction","year":2004,"lang":"en","type":"article","venue":"Transfusion Alternatives in Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Citation; Leukoreduction; Transfusion medicine; Library science; Family medicine; Blood transfusion; Internal medicine; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005223679,0.0004456402,0.0007205,0.0007659472,0.0001979357,0.00001588297,0.0001651268,0.0001828594,0.0008066665],"category_scores_gemma":[0.0000391829,0.0002843433,0.0001269406,0.0007298178,0.0006063757,0.0002843666,0.00003187862,0.0006364325,0.00001482811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741764,"about_ca_system_score_gemma":0.0001011611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001350977,"about_ca_topic_score_gemma":0.0006500316,"domain_scores_codex":[0.9970418,0.0001120324,0.0007092026,0.0008678866,0.0008141299,0.0004549941],"domain_scores_gemma":[0.9989823,0.00004987002,0.00007844721,0.0003798671,0.00009829488,0.0004111929],"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":[0.01046935,0.004990053,0.03584686,0.002108288,0.0004887658,0.002445663,0.06761558,0.0008690061,0.3774893,0.04998101,0.0006012251,0.4470949],"study_design_scores_gemma":[0.2774971,0.0174003,0.4432855,0.01770948,0.002403888,0.003009713,0.04397357,0.001905024,0.1102099,0.02390854,0.05496422,0.003732759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996607,0.0006314308,0.01980777,0.06342169,0.0008910223,0.00234327,0.000006946229,0.0002468608,0.01299029],"genre_scores_gemma":[0.9688196,0.02701411,0.001162872,0.001126018,0.000272674,0.00005915731,0.0000401694,0.00005763525,0.001447783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4433622,"threshold_uncertainty_score":0.9999609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119410127718056,"score_gpt":0.2942841051792758,"score_spread":0.2730900039020953,"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."}}