{"id":"W4367609689","doi":"10.1038/s41564-023-01365-3","title":"Transforming tuberculosis diagnosis","year":2023,"lang":"en","type":"article","venue":"Nature Microbiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University; Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Tuberculosis control; Pandemic; Medicine; Intensive care medicine; Virology; Coronavirus disease 2019 (COVID-19); Pathology; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005132052,0.0001870944,0.0005021324,0.0003817446,0.000104134,0.000006456272,0.0001517301,0.000921423,0.000540214],"category_scores_gemma":[0.0009744972,0.0001427259,0.0002346112,0.0007049055,0.0001524458,0.00004402128,0.00006464413,0.001142313,0.001338243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007467017,"about_ca_system_score_gemma":0.00006619225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004154198,"about_ca_topic_score_gemma":0.00004964741,"domain_scores_codex":[0.9982913,0.0001413175,0.0002801845,0.0004327328,0.00006929287,0.0007852418],"domain_scores_gemma":[0.9987864,0.0005982277,0.00003159733,0.0002994854,0.00008967078,0.0001946549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002021267,0.00009564552,0.08502968,0.0001038083,0.0003026656,0.0002245471,0.0001230056,0.000003960528,0.5608288,0.0009587703,0.3362067,0.01592029],"study_design_scores_gemma":[0.001107049,0.0004672179,0.04222626,0.00008331805,0.000095359,0.0008401032,0.00007869204,0.00004388059,0.0661471,0.0002595843,0.8883888,0.0002626837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469137,0.002508183,0.00001824158,0.04531121,0.0004785301,0.000482248,0.00009153268,0.0003716606,0.003824708],"genre_scores_gemma":[0.9869974,0.002385518,0.0002861534,0.008435483,0.0003180579,0.0001342448,0.0005054372,0.00003232381,0.0009054252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5521821,"threshold_uncertainty_score":0.9994394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770769132579375,"score_gpt":0.3300195775118921,"score_spread":0.3123118861860983,"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."}}