{"id":"W2894355505","doi":"10.1111/trf.14971","title":"Blood, sweat, and tears: Red Blood Cell‐Omics study objectives, design, and recruitment activities","year":2018,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; University of Pittsburgh","keywords":"Medicine; Cohort; Hemolysis; Hemoglobin; Cohort study; Physiology; Blood transfusion; Immunology; Internal medicine","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":[0.00407134,0.001013026,0.0006162648,0.001030212,0.001796736,0.001507604,0.001358781,0.0009290131,0.006154354],"category_scores_gemma":[0.004305085,0.0006385521,0.0008103005,0.002064325,0.0004337865,0.0006311902,0.001922895,0.001339015,0.004334569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008514358,"about_ca_system_score_gemma":0.004157863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006653254,"about_ca_topic_score_gemma":0.00742158,"domain_scores_codex":[0.9976068,0.000906261,0.0002353685,0.0005370119,0.0004063685,0.0003082307],"domain_scores_gemma":[0.9982244,0.0001656757,0.0003030726,0.0003627598,0.0005651422,0.0003789636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004836066,0.002162801,0.8540685,0.0009623721,0.0007822859,0.0006063236,0.001747136,0.000649978,0.004412911,0.002991688,0.0689297,0.05785034],"study_design_scores_gemma":[0.002200546,0.002958807,0.8164147,0.0009425896,0.000818842,0.001246395,0.00214252,0.001910724,0.003088395,0.0032812,0.1648785,0.0001167659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6169072,0.002932264,0.02951271,0.004539492,0.0006128691,0.05088087,0.271026,0.0003930119,0.02319543],"genre_scores_gemma":[0.5797496,0.002366289,0.05613742,0.007297629,0.0007384101,0.1946107,0.1412062,0.0002903533,0.01760339],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.006653254,"threshold_uncertainty_score":0.02153158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932403067182277,"score_gpt":0.2611132229626459,"score_spread":0.2217891922908232,"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."}}