{"id":"W2766381510","doi":"10.1371/journal.pmed.1002405","title":"Tuberculosis detection and the challenges of integrated care in rural China: A cross-sectional standardized patient study","year":2017,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fundamental Research Funds for the Central Universities; Higher Education Discipline Innovation Project; Renmin University of China; National Natural Science Foundation of China; Department of Science and Technology of Shandong Province; Bill and Melinda Gates Foundation; World Bank Group; National Science Foundation","keywords":"Medicine; Tuberculosis; Referral; Family medicine; Grassroots; Health care; Cross-sectional study; China; Extensively drug-resistant tuberculosis; Rural health; Rural area; Environmental health; Economic growth","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":[0.001148318,0.0001594887,0.0006938881,0.0001759271,0.000231238,0.00001310882,0.0001315676,0.00009812201,0.00006408693],"category_scores_gemma":[0.005038283,0.0000823284,0.0000657953,0.00008572252,0.0008817313,0.00007476732,0.00009933949,0.0004266487,0.000001710686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001420888,"about_ca_system_score_gemma":0.00006402783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004138527,"about_ca_topic_score_gemma":0.002136473,"domain_scores_codex":[0.9981413,0.0003636039,0.0004930557,0.0002620291,0.0004851228,0.0002548933],"domain_scores_gemma":[0.9986453,0.0002843556,0.0001811445,0.0004755559,0.0002888414,0.0001248024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006680733,0.0002929372,0.9562199,0.0001685084,0.0003338783,0.00002679207,0.007381859,0.000002520815,0.001988031,0.0001023303,0.00002375587,0.02677881],"study_design_scores_gemma":[0.01363807,0.003019099,0.9724351,0.0002413219,0.00009032142,0.00003342556,0.009336368,0.0004081652,0.0005264996,0.0001398478,0.0000658202,0.00006601545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867389,0.005023429,0.000004813308,0.005646391,0.0001433022,0.001106247,0.000013242,0.00002009085,0.001303628],"genre_scores_gemma":[0.9978539,0.001737377,0.00001281773,0.00008017771,0.0001445164,0.0001361726,0.000008511635,0.00001352146,0.00001296407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0267128,"threshold_uncertainty_score":0.6256241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0359530698032209,"score_gpt":0.3522728698430863,"score_spread":0.3163198000398654,"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."}}