{"id":"W4402023480","doi":"10.1111/vox.13730","title":"Blood donor questionnaires and infectious disease screening in <scp>Latin American</scp> countries","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Latin Americans; Medicine; Infectious disease (medical specialty); Blood donor; Immunology; Family medicine; Disease; Intensive care medicine; Virology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002769011,0.0001674338,0.0001611991,0.0004733784,0.0001613774,0.000849064,0.00008730985,0.00003857016,0.0001093154],"category_scores_gemma":[0.000686329,0.0001567094,0.00004856681,0.0007487364,0.000121807,0.001219792,0.00006469999,0.0001749674,0.0001143182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006408953,"about_ca_system_score_gemma":0.00003317209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092362,"about_ca_topic_score_gemma":0.001537079,"domain_scores_codex":[0.9989793,0.00002123042,0.00023707,0.0003251986,0.0002240803,0.0002131657],"domain_scores_gemma":[0.9992809,0.0003936272,0.00009631029,0.0001257138,0.00007155785,0.00003186033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002876305,0.0001926837,0.8651249,0.0005756295,0.0001197174,0.0002720638,0.0007050118,0.00007526384,0.00004599514,0.07880056,0.007515613,0.04654382],"study_design_scores_gemma":[0.0007599418,0.00002048733,0.5093499,0.0003078311,0.0002574815,0.000005680879,0.0007866846,0.003759053,0.00003100615,0.002719654,0.4818369,0.000165329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741064,0.003494116,0.0004458288,0.004024101,0.0004811572,0.000241425,0.00001187407,0.000523197,0.01667188],"genre_scores_gemma":[0.9965388,0.0002715737,0.0001600872,0.002010894,0.0005304241,0.0000372267,0.00001756069,0.00002873911,0.0004046546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4743213,"threshold_uncertainty_score":0.8187544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045775500214514,"score_gpt":0.2408575963850362,"score_spread":0.2303998413828911,"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."}}