{"id":"W4405350159","doi":"10.1101/2024.02.17.24302708","title":"Private sector tuberculosis care quality during the COVID-19 pandemic: A repeated cross-sectional standardized patients study of adherence to national TB guidelines in urban Nigeria","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McGill University","funders":"McGill University Health Centre; McGill University; Georgetown University; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Pandemic; Cross-sectional study; Coronavirus disease 2019 (COVID-19); Medicine; Tuberculosis; Environmental health; Quality (philosophy); 2019-20 coronavirus outbreak; Family medicine; Virology; Internal medicine; Pathology; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002471662,0.000275371,0.0003777495,0.0006286043,0.0007100222,0.001073075,0.0003976128,0.0006785211,0.00117524],"category_scores_gemma":[0.005605194,0.000644871,0.0005020502,0.0009256754,0.0005862,0.0008387268,0.0008679297,0.0009095039,0.0002416329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007266412,"about_ca_system_score_gemma":0.0006415925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009721468,"about_ca_topic_score_gemma":0.01042604,"domain_scores_codex":[0.99783,0.001069639,0.0002763185,0.0002407942,0.0002793094,0.0003039677],"domain_scores_gemma":[0.994306,0.0008775254,0.003260441,0.0004252529,0.0005152955,0.0006155774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003849192,0.0001021505,0.9988952,0.0000071029,0.00001413009,0.0000224231,0.0005159569,0.000009212293,0.000053589,0.000007504971,0.00003888138,0.0002952656],"study_design_scores_gemma":[0.000006332606,0.0002592989,0.9972376,0.00001015618,0.000007281413,0.00006976807,0.002176034,0.0001101384,0.00003214675,0.000007577091,0.00007993115,0.000003851538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997115,0.00002708396,0.00002204001,0.00002410242,0.000002523059,0.00001893535,0.00008813389,6.557573e-7,0.0001050984],"genre_scores_gemma":[0.9997532,0.00002170803,0.00003505058,0.00002743755,0.000003108451,0.00002049853,0.00009354499,6.733868e-7,0.00004483452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009721468,"threshold_uncertainty_score":0.01932973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467505130356841,"score_gpt":0.4646873358473521,"score_spread":0.317936822811668,"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."}}