{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398669,0.0001014072,0.0003155771,0.0003233414,0.0002014285,0.00003855933,0.00006496409,0.0001298242,0.00001773096],"category_scores_gemma":[0.0002405969,0.0000828769,0.00002925517,0.0003181503,0.00007626844,0.0001782538,0.00005640637,0.0004654685,0.00000108553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558449,"about_ca_system_score_gemma":0.000413793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0970887,"about_ca_topic_score_gemma":0.1058093,"domain_scores_codex":[0.9984092,0.0005379193,0.0003129526,0.0001441199,0.00009126151,0.0005046142],"domain_scores_gemma":[0.9990323,0.0003485265,0.00009946433,0.0001733978,0.0001126267,0.0002336628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005806903,0.00005110342,0.9094536,0.0007240563,0.00003283402,9.312618e-7,0.002920555,0.000002072014,0.0000262211,0.00002287307,0.0007268706,0.08598085],"study_design_scores_gemma":[0.0009079422,0.0001394413,0.9181125,0.0002212135,0.000003965869,0.000002340618,0.06593788,0.003509424,0.000008457809,0.00002204392,0.01108173,0.00005312296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663042,0.001735504,0.00006712134,0.03044549,0.0001154843,0.000343415,0.00001318357,0.00006495074,0.0009106029],"genre_scores_gemma":[0.9952049,0.0005713905,0.00003113554,0.003641381,0.00003940777,0.0000472217,0.0003238573,0.000008067893,0.0001326285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08592773,"threshold_uncertainty_score":0.9105073,"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."}}