{"id":"W2900069640","doi":"10.1111/vox.12722","title":"Human T‐cell lymphotropic virus: A simulation model to estimate residual risk with universal leucoreduction and testing strategies in Canada","year":2018,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec; Ottawa Public Health; University of Ottawa","funders":"Canadian Blood Services","keywords":"Residual risk; Virology; Medicine; Risk assessment; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000526908,0.0001387436,0.0001619399,0.00009056785,0.0003360207,0.00001621048,0.00006575531,0.00006652137,0.00001621982],"category_scores_gemma":[0.00002903436,0.0001128187,0.000009215722,0.0001472599,0.0001587999,0.00007947903,0.0000516012,0.000111635,0.00001206587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533732,"about_ca_system_score_gemma":0.0003612312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6750365,"about_ca_topic_score_gemma":0.8505923,"domain_scores_codex":[0.9992635,0.00005290406,0.0001493988,0.0002479443,0.00003467287,0.0002516208],"domain_scores_gemma":[0.9996606,0.00005246924,0.00007878974,0.0001149188,0.00007185811,0.00002134423],"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":[0.0007017657,0.0001506258,0.2458322,0.00007775485,0.0002116854,0.00004605711,0.01256302,0.1962979,0.5330019,0.0005457324,0.002325708,0.008245647],"study_design_scores_gemma":[0.01192264,0.005172596,0.7249042,0.000425852,0.0005063674,0.00008916741,0.04408767,0.04190706,0.1629191,0.001739446,0.00392859,0.002397378],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974228,0.0003586591,0.0002444868,0.00003061653,0.0001165204,0.0001212173,0.00003135333,0.00003613452,0.001638259],"genre_scores_gemma":[0.9988353,0.00000641467,0.0006420424,0.00003052692,0.00004153953,0.000004753016,0.000009109871,0.00001205082,0.0004182135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.479072,"threshold_uncertainty_score":0.4600613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702887274893863,"score_gpt":0.2536718818831216,"score_spread":0.236643009134183,"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."}}