{"id":"W3022045851","doi":"10.1136/thoraxjnl-2019-214238","title":"Tuberculosis bacillary load, an early marker of disease severity: the utility of tuberculosis Molecular Bacterial Load Assay","year":2020,"lang":"en","type":"article","venue":"Thorax","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"European and Developing Countries Clinical Trials Partnership; Medical Research Council; Innovative Medicines Initiative","keywords":"Medicine; Sputum; Tuberculosis; Regimen; Internal medicine; Mycobacterium tuberculosis; Cohort; Sputum culture; Gastroenterology; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002047989,0.000325454,0.0009329923,0.00006446741,0.00008042827,0.00001911211,0.0004214315,0.0002207762,0.001970403],"category_scores_gemma":[0.003094405,0.0002308206,0.0004611053,0.000496938,0.0005119184,0.000177665,0.0002819899,0.0004867041,0.0000643858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009636811,"about_ca_system_score_gemma":0.0006018328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009751306,"about_ca_topic_score_gemma":0.00003922093,"domain_scores_codex":[0.9954739,0.001493093,0.0007651204,0.000616471,0.001048713,0.0006026708],"domain_scores_gemma":[0.9968169,0.0003752001,0.0001752094,0.001090284,0.0005610333,0.0009813776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02619791,0.001620676,0.5610062,0.002129426,0.00217855,0.0003588392,0.00251152,0.000024417,0.3396198,0.0002245759,0.02503677,0.03909126],"study_design_scores_gemma":[0.001704232,0.001118025,0.965323,0.0001269252,0.0006275793,0.00001787746,0.0002280856,0.00437323,0.01954324,0.0003743518,0.006190448,0.0003729427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785314,0.000796979,0.0001440962,0.01626449,0.0001086517,0.00069146,0.0002950352,0.00006012265,0.003107724],"genre_scores_gemma":[0.9967505,0.0002847087,0.0003737822,0.002138221,0.0002201414,0.00003462376,0.00009675843,0.00004324258,0.00005799317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4043168,"threshold_uncertainty_score":0.998942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050949916637597,"score_gpt":0.3073832557949825,"score_spread":0.2768737566286065,"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."}}