{"id":"W1551870152","doi":"10.1111/trf.12468","title":"The <scp>N</scp>ational <scp>H</scp>eart, <scp>L</scp>ung, and <scp>B</scp>lood <scp>I</scp>nstitute <scp>R</scp>ecipient <scp>E</scp>pidemiology and <scp>D</scp>onor <scp>E</scp>valuation <scp>S</scp>tudy (<scp>REDS</scp>‐<scp>III</scp>): a research program striving to improve blood donor and transfusion recipient outcomes","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Donation; Medicine; Blood transfusion; Epidemiology; Business; Surgery; Internal medicine; Political 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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"category_scores_codex":[0.02880758,0.01177415,0.01115942,0.01094757,0.01481429,0.01357648,0.009580377,0.008382276,0.0001475088],"category_scores_gemma":[0.1174665,0.01114543,0.004820422,0.01559941,0.005791407,0.01709303,0.005559375,0.0143478,0.00291347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001942187,"about_ca_system_score_gemma":0.003477288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006540006,"about_ca_topic_score_gemma":0.007771794,"domain_scores_codex":[0.9304943,0.007166631,0.01419358,0.01597109,0.01499149,0.0171829],"domain_scores_gemma":[0.8521506,0.1154878,0.008878921,0.008171814,0.009288223,0.006022627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002324561,0.02863114,0.1943154,0.01015334,0.01427546,0.001919283,0.09080455,0.004893804,0.0906807,0.01764282,0.5016212,0.04482985],"study_design_scores_gemma":[0.03135484,0.005054767,0.09756941,0.002957491,0.008016733,0.001090773,0.09594603,0.01275127,0.01965776,0.00689804,0.7177401,0.0009627356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894487,0.01660847,0.005205523,0.002029775,0.009506222,0.02899764,0.001895431,0.004814073,0.04149418],"genre_scores_gemma":[0.784572,0.05457103,0.009834696,0.009700643,0.01366288,0.01839984,0.007901412,0.005243723,0.09611379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161189,"threshold_uncertainty_score":0.998419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387191396000155,"score_gpt":0.3015866641829284,"score_spread":0.2628675245829129,"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."}}