{"id":"W4390561877","doi":"10.1016/j.cmi.2023.12.027","title":"Tuberculosis treatment monitoring tests during routine practice: study design guidance","year":2024,"lang":"en","type":"review","venue":"Clinical Microbiology and Infection","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; World Health Organization; United States Agency for International Development","keywords":"Tuberculosis; Medicine; Intensive care 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04046734,0.002455393,0.009393682,0.003986611,0.0005229867,0.003512465,0.005301905,0.005040426,0.007792066],"category_scores_gemma":[0.08658624,0.001561425,0.007230233,0.003540612,0.001624844,0.002158885,0.001771447,0.003392754,0.003040961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002761274,"about_ca_system_score_gemma":0.0123561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008255736,"about_ca_topic_score_gemma":0.01724219,"domain_scores_codex":[0.9708744,0.01566542,0.007568477,0.001846451,0.003662195,0.0003830201],"domain_scores_gemma":[0.9081673,0.07287329,0.008006332,0.00180013,0.008359146,0.0007938618],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007631281,0.0001397118,0.001202935,0.1816982,0.002014077,0.00009381619,0.0001357515,0.0003778358,0.0004166666,0.002590959,0.05078511,0.7597817],"study_design_scores_gemma":[0.002765879,0.0008213587,0.008575671,0.4635479,0.0143229,0.0009982478,0.0002490815,0.0006399244,0.0009831572,0.007532896,0.4993921,0.0001709898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.0001987493,0.9891437,0.003003971,0.002904253,0.0008725169,0.001230353,0.0009961511,0.00005181819,0.001598576],"genre_scores_gemma":[0.003006363,0.9619069,0.02434685,0.003961426,0.001125596,0.003619732,0.001057662,0.00003798366,0.0009375542],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9595327,"threshold_uncertainty_score":0.2140143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823452646015895,"score_gpt":0.5134441859446479,"score_spread":0.3310989213430584,"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."}}