{"id":"W2925548359","doi":"10.1093/cid/ciz252","title":"Blood Transcriptomic Stratification of Short-term Risk in Contacts of Tuberculosis","year":2019,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Rosetrees Trust; Medical Research Council; British Lung Foundation; National Institute for Health and Care Research; University College London; Wellcome Trust","keywords":"Medicine; Risk stratification; Tuberculosis; Stratification (seeds); Term (time); Internal medicine; Pathology; Biology","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":[0.0006422776,0.0002281061,0.0003376147,0.0004893508,0.0002100987,0.0005730529,0.0002401315,0.0004585821,0.0007618463],"category_scores_gemma":[0.002451429,0.0001195461,0.0002921308,0.0004805429,0.0002168864,0.0002516629,0.0003032965,0.0003390156,0.0001593006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216542,"about_ca_system_score_gemma":0.0001611312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135781,"about_ca_topic_score_gemma":0.002278588,"domain_scores_codex":[0.9997396,0.00009011656,0.00001826913,0.00008038925,0.00003307703,0.00003855559],"domain_scores_gemma":[0.9991406,0.0004270553,0.0002031853,0.00007127743,0.00007366609,0.00008426293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007881378,0.00004633358,0.9729593,0.00003517921,0.0001152042,0.0002060143,0.0001936175,0.002369276,0.01492199,0.00009167324,0.0001819829,0.008091274],"study_design_scores_gemma":[0.00002469828,0.0003268169,0.964287,0.00001801057,0.00009984105,0.0005118945,0.0002538199,0.03031533,0.003327347,0.0004989926,0.000320515,0.00001571794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991473,0.00007563941,0.000521288,0.00001924266,0.000001375067,0.000003985535,0.0001502411,0.000005264987,0.00007564605],"genre_scores_gemma":[0.9992961,0.00002373323,0.0003686647,0.00001033503,0.000003118976,0.000004751709,0.0002580446,0.000002064266,0.00003326353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002135781,"threshold_uncertainty_score":0.004246652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949745295027327,"score_gpt":0.3813400005238844,"score_spread":0.3418425475736112,"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."}}