{"id":"W4406606435","doi":"10.1016/j.jctube.2024.100506","title":"Maximizing tuberculosis services through private provider engagement – A case study from Pakistan","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Tuberculosis and Other Mycobacterial Diseases","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Tuberculosis; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001763632,0.0002676987,0.0002746706,0.0006500051,0.005533435,0.001872339,0.0007612003,0.001832919,0.005052857],"category_scores_gemma":[0.003752154,0.0002700537,0.00028381,0.001108407,0.001387963,0.00115981,0.001770591,0.001759876,0.000310787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004176556,"about_ca_system_score_gemma":0.004084486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04718251,"about_ca_topic_score_gemma":0.07989665,"domain_scores_codex":[0.9982067,0.0009800845,0.0000430771,0.00006717356,0.0001221101,0.0005808963],"domain_scores_gemma":[0.9959415,0.00194818,0.0004843234,0.0001076042,0.0002772248,0.00124121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001057728,0.01258188,0.4566647,0.0006187225,0.0001555254,0.1490708,0.2246048,0.006252566,0.002439297,0.0357078,0.01890456,0.09194172],"study_design_scores_gemma":[0.000314079,0.001803858,0.178967,0.0004945152,0.00009918683,0.02342195,0.7413988,0.01004179,0.0009477371,0.004493192,0.03791102,0.0001068427],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916203,0.0001629459,0.0002975858,0.002744102,0.00001003521,0.00006541407,0.00007011751,0.00000306631,0.00502643],"genre_scores_gemma":[0.9974923,0.0004669606,0.0004429744,0.0003792977,0.00001743955,0.00002791383,0.00003065425,0.00000336626,0.001139066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04718251,"threshold_uncertainty_score":0.09381574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228403707330396,"score_gpt":0.3689627072809211,"score_spread":0.3066786702076171,"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."}}