{"id":"W2969219027","doi":"10.1155/2019/4578329","title":"The Presence of Cough and Tuberculosis: Active Case Finding Outcomes in the Philippines","year":2019,"lang":"en","type":"article","venue":"Tuberculosis Research and Treatment","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Tuberculosis; Case finding; Active tuberculosis; Unit (ring theory); Family medicine; Environmental health; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002364799,0.0003189158,0.0003015665,0.0007819448,0.0005194779,0.0007602674,0.0006761498,0.0005033464,0.001062512],"category_scores_gemma":[0.008448263,0.0002403892,0.0003885705,0.0009865002,0.0005210914,0.0008035516,0.001125119,0.0008153777,0.0001105437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009287613,"about_ca_system_score_gemma":0.0009475106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05740527,"about_ca_topic_score_gemma":0.04213511,"domain_scores_codex":[0.9987913,0.0006614024,0.00006390227,0.0001087655,0.0001893288,0.0001853508],"domain_scores_gemma":[0.993688,0.001793439,0.002652461,0.0001908043,0.0006931223,0.0009821041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009810294,0.0001758881,0.9952923,0.00004085434,0.00005393899,0.0001782335,0.0008896332,0.0001391078,0.00006856407,0.00001658847,0.0001010802,0.002945778],"study_design_scores_gemma":[0.000007762653,0.0002659163,0.997934,0.00002528886,0.00002903402,0.0001138672,0.001049651,0.0004216883,0.00004048898,0.00002233316,0.00008509446,0.000004919414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999454,0.0001041077,0.00002849005,0.0001304598,0.000001224744,0.000007516935,0.0001125254,0.00000157434,0.0001600819],"genre_scores_gemma":[0.9996982,0.00008224938,0.00003535013,0.00002016404,0.000004536967,0.000008615367,0.00009633734,6.734447e-7,0.00005393686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05740527,"threshold_uncertainty_score":0.1141422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06047614530668203,"score_gpt":0.381258812871055,"score_spread":0.320782667564373,"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."}}