{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0206091,0.000993759,0.001111643,0.003216483,0.001754487,0.008363032,0.002447906,0.007856272,0.02168887],"category_scores_gemma":[0.0913536,0.0008268646,0.0009456163,0.001282365,0.01130482,0.0126145,0.01140123,0.027374,0.01134649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006817204,"about_ca_system_score_gemma":0.01165842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002876939,"about_ca_topic_score_gemma":0.002908181,"domain_scores_codex":[0.9867388,0.006373994,0.0008322916,0.001487769,0.003341828,0.001225228],"domain_scores_gemma":[0.9157892,0.04418926,0.003225999,0.007949671,0.01438574,0.01446019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001647197,0.0001828916,0.003373423,0.0007350298,0.00005365542,0.000475181,0.00132425,0.0003407738,0.001050783,0.1641651,0.4548824,0.3732517],"study_design_scores_gemma":[0.00005902095,0.0001043915,0.00125115,0.001818877,0.00004114005,0.0009366683,0.001047506,0.0005832391,0.0006999242,0.1893878,0.8040235,0.00004669057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001676266,0.04217074,0.01451172,0.8672594,0.04556508,0.00002918266,0.0001981756,0.0005102252,0.02807924],"genre_scores_gemma":[0.1520994,0.0708861,0.02791061,0.5570054,0.1579725,0.000161627,0.0007122328,0.0009038015,0.03234828],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02168887,"threshold_uncertainty_score":0.1089926,"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."}}