{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006517363,0.000263383,0.0002539718,0.0002694948,0.0005535916,0.0003723949,0.000122738,0.00009837949,0.0002516029],"category_scores_gemma":[0.00002787642,0.0002370269,0.00004128394,0.0003185899,0.0001336059,0.001389415,0.00006973726,0.0001956075,0.00002022725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007418746,"about_ca_system_score_gemma":0.00002162496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005012102,"about_ca_topic_score_gemma":0.0003187442,"domain_scores_codex":[0.998564,0.00007705861,0.0002781254,0.0005225718,0.0003040046,0.0002542295],"domain_scores_gemma":[0.9993728,0.0001458087,0.0001250723,0.0002155906,0.0001079006,0.00003279375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005909998,0.02234055,0.2061783,0.001443395,0.001736967,0.0002817358,0.02756102,0.00003759622,0.5127537,0.008471345,0.001822419,0.211463],"study_design_scores_gemma":[0.09771056,0.008574073,0.4370411,0.0007869783,0.01504037,0.0002575585,0.06110819,0.006102511,0.2052578,0.01506166,0.146353,0.006706171],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879373,0.0002482735,0.001087032,0.0006868002,0.0002337603,0.001671003,0.000002556045,0.0001738939,0.007959423],"genre_scores_gemma":[0.9968731,0.0007375994,0.001086782,0.0004855403,0.0003541883,0.000087806,0.000004776846,0.00003818272,0.0003320732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3074959,"threshold_uncertainty_score":0.9665675,"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."}}