{"id":"W3217354347","doi":"10.1097/ede.0000000000001414","title":"What Can Genetic Relatedness Tell Us About Risk Factors for Tuberculosis Transmission?","year":2021,"lang":"en","type":"article","venue":"Epidemiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; National Institute of General Medical Sciences","keywords":"Tuberculosis; Proxy (statistics); Transmission (telecommunications); Genetic variation; Risk assessment; Mycobacterium tuberculosis","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002193702,0.0004155513,0.001733504,0.0001952793,0.0002811762,0.00001658292,0.0002226827,0.0008163915,0.0008692162],"category_scores_gemma":[0.01905137,0.0003171092,0.0006998266,0.0003544935,0.0003256743,0.0001175236,0.00008097428,0.0009306833,0.00008456443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775094,"about_ca_system_score_gemma":0.0003682837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009367613,"about_ca_topic_score_gemma":0.0002003,"domain_scores_codex":[0.9937103,0.002348113,0.001220846,0.001082525,0.0001700606,0.00146815],"domain_scores_gemma":[0.9876411,0.01002533,0.0002455503,0.000822584,0.0003260435,0.0009394045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003674178,0.0002572626,0.9423112,0.0002335503,0.0007662551,0.0001368333,0.0005251749,0.0006436476,0.002053492,0.0004146099,0.02862881,0.0236618],"study_design_scores_gemma":[0.001832737,0.0006974973,0.8514922,0.0001830163,0.0004331526,0.0003201532,0.0003890695,0.004637592,0.00208351,0.003428052,0.1341189,0.0003841479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438676,0.02050222,0.005190556,0.02804254,0.001036658,0.0007716244,0.00008849301,0.0001258589,0.0003745061],"genre_scores_gemma":[0.8646774,0.09248187,0.01786341,0.01862664,0.0009359054,0.0003583578,0.001023573,0.0001590634,0.003873795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054901,"threshold_uncertainty_score":0.9999281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05168751812192499,"score_gpt":0.3606655204651198,"score_spread":0.3089780023431948,"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."}}