{"id":"W4413999615","doi":"10.5588/pha.25.0011","title":"Improving TB care services among coal mine workers and their associated communities in Pakistan","year":2025,"lang":"en","type":"article","venue":"Public Health Action","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Coal mining; Environmental health; Coal; Data science; Data mining; Waste management; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004632596,0.0001736348,0.0001585075,0.0004108879,0.002062723,0.0005558152,0.0003919296,0.0004602721,0.001707218],"category_scores_gemma":[0.001193094,0.0001802264,0.0001328971,0.0005419964,0.0006378976,0.0004204752,0.0009207521,0.0003193406,0.0001060448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001903773,"about_ca_system_score_gemma":0.005606114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1022491,"about_ca_topic_score_gemma":0.1510876,"domain_scores_codex":[0.9994678,0.0001340463,0.00002225898,0.00005044375,0.00005911967,0.0002663204],"domain_scores_gemma":[0.9990421,0.00009189519,0.0002378859,0.00001479986,0.00009405353,0.0005193264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006568965,0.0002080129,0.9896234,0.00006952962,0.00001107492,0.0004998909,0.001582841,0.00008443668,0.0004099,0.00006282322,0.0004309115,0.006951507],"study_design_scores_gemma":[0.00003189111,0.0002980746,0.9887545,0.00006732945,0.00000856523,0.0002985828,0.009823753,0.0001666498,0.00008215813,0.00004571336,0.0004162644,0.000006483961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991807,0.00008108961,0.00002797087,0.000227603,0.000003677426,0.0000302106,0.0001131595,0.000001526065,0.0003339689],"genre_scores_gemma":[0.9995807,0.00009666172,0.00007676499,0.00007260232,0.000002433649,0.00001967885,0.00005308757,2.34701e-7,0.00009782194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022491,"threshold_uncertainty_score":0.203308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458632185558101,"score_gpt":0.3976207008936212,"score_spread":0.3430343790380402,"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."}}