{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035489,0.0002913062,0.0003915293,0.001766805,0.00087692,0.002025318,0.001114477,0.0008558452,0.07753273],"category_scores_gemma":[0.01292316,0.0002731961,0.0004029371,0.002261763,0.0008604405,0.001012118,0.002477831,0.001083975,0.0163251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002956372,"about_ca_system_score_gemma":0.01363801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01883487,"about_ca_topic_score_gemma":0.02855987,"domain_scores_codex":[0.9972862,0.0006544757,0.0003343038,0.0004818305,0.0008950034,0.0003481835],"domain_scores_gemma":[0.9847227,0.002662925,0.002378517,0.001396463,0.005004507,0.003835007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001036398,0.0002619439,0.1202162,0.0005485518,0.0001194777,0.0003167565,0.0005449696,0.000690148,0.001549231,0.008959489,0.6479386,0.2178181],"study_design_scores_gemma":[0.0004661134,0.0002790751,0.1931497,0.001197441,0.0001390717,0.0008970436,0.001108222,0.002038521,0.004617811,0.002799265,0.7932386,0.00006914645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.163979,0.007194995,0.01236374,0.1000748,0.008032999,0.003602921,0.1466384,0.001347458,0.5567657],"genre_scores_gemma":[0.6047423,0.009173318,0.02872737,0.01821874,0.003130415,0.003328216,0.08324078,0.001332739,0.2481061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07753273,"threshold_uncertainty_score":0.2593728,"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."}}