{"id":"W3021564612","doi":"10.1111/trf.15833","title":"Additive effects of blood donor smoking and gamma irradiation on outcome measures of red blood cell transfusion","year":2020,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Blood irradiation therapy; Red blood cell; Blood transfusion; Red Blood Cell Transfusion; Blood donor; Intensive care medicine; Emergency medicine; Internal medicine; Immunology; Pathology","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":[0.0002196761,0.0002748485,0.0006364128,0.0002033021,0.00007746577,0.00000739201,0.0000934905,0.000174159,0.0001208161],"category_scores_gemma":[0.00005782045,0.0002385313,0.0002176366,0.00034227,0.00007261395,0.00007560231,0.00001578092,0.0002854876,0.000002388227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001041618,"about_ca_system_score_gemma":0.00003132859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380169,"about_ca_topic_score_gemma":0.00003488722,"domain_scores_codex":[0.9979935,0.000112539,0.0005977491,0.0004618541,0.0006044747,0.0002299105],"domain_scores_gemma":[0.9991472,0.0001552081,0.0001320543,0.0002402462,0.0001001754,0.0002251491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001803494,0.001532011,0.0108445,0.003203863,0.0003263928,0.0000686908,0.004099608,0.0000191517,0.9507019,0.0002458099,0.00008029915,0.02707428],"study_design_scores_gemma":[0.01748608,0.00442696,0.1120909,0.0006457697,0.003262227,0.000009376728,0.0002587858,0.0001048167,0.8607058,0.00002468799,0.0007295294,0.0002550946],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917704,0.0004962373,0.0009336574,0.002005956,0.0001413353,0.001664676,0.00002821349,0.00009015213,0.002869332],"genre_scores_gemma":[0.994716,0.004126444,0.000335189,0.0005938571,0.00007067915,0.00002934519,0.00002973358,0.00003999906,0.00005878245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012464,"threshold_uncertainty_score":0.9727023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336626564476889,"score_gpt":0.2376113285147133,"score_spread":0.2142450628699444,"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."}}