{"id":"W3095329776","doi":"10.1371/journal.pone.0241203","title":"The impact of chest radiography and Xpert MTB/RIF testing among household contacts in Chennai, India","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada","keywords":"Medicine; Tuberculosis; Sputum; Retrospective cohort study; Cohort; Contact tracing; Internal medicine; Pathology; Coronavirus disease 2019 (COVID-19); Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001904817,0.000533862,0.0003640779,0.0009146537,0.001015566,0.00261883,0.001635288,0.0008905483,0.001458388],"category_scores_gemma":[0.01226469,0.0005503684,0.0007538588,0.001188046,0.001333853,0.0009312184,0.002452492,0.001301408,0.0003493247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002574945,"about_ca_system_score_gemma":0.003161012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1648609,"about_ca_topic_score_gemma":0.1500283,"domain_scores_codex":[0.9931503,0.003024849,0.0005242653,0.0007097192,0.001027192,0.001563708],"domain_scores_gemma":[0.9906418,0.002933021,0.002169545,0.0006299721,0.001239922,0.002385878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001982095,0.0001547989,0.9929205,0.00004504822,0.00006010827,0.0006112533,0.00152522,0.0001402756,0.0002008539,0.00005908851,0.0001920591,0.003892535],"study_design_scores_gemma":[0.00001070653,0.0002443452,0.9953449,0.00003955766,0.00005547731,0.0004085777,0.003195504,0.0003007828,0.0001307286,0.0000255804,0.0002293371,0.00001436999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984805,0.0001677539,0.0000270115,0.0003147939,0.00001122368,0.00001642996,0.0000811432,0.000009061269,0.000892152],"genre_scores_gemma":[0.9996264,0.00006875423,0.00004189808,0.00008936671,0.000007279627,0.000005609494,0.00004490346,0.000002903018,0.0001130043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1648609,"threshold_uncertainty_score":0.3278027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283445718443916,"score_gpt":0.3028060412796303,"score_spread":0.1744614694352387,"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."}}