{"id":"W4408537639","doi":"10.21203/rs.3.rs-6156079/v1","title":"Non-Inferiority Stepped Wedge Cluster Randomized Controlled Trial on All-Oral Shorter Regimens for Rifampicin Resistant/Multidrug-Resistant TB in Pakistan – A Study Protocol","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Rifampicin; Medicine; Protocol (science); Randomized controlled trial; Internal medicine; Tuberculosis; Alternative 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":[0.007898603,0.002671053,0.006208014,0.000744357,0.001228486,0.001555399,0.001389379,0.002740977,0.03799214],"category_scores_gemma":[0.008843124,0.001389741,0.003010296,0.000885183,0.001904897,0.001174061,0.000833176,0.003667307,0.002942942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636554,"about_ca_system_score_gemma":0.005730239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001927155,"about_ca_topic_score_gemma":0.003278438,"domain_scores_codex":[0.9951841,0.002767619,0.0004650302,0.0006276193,0.0003592535,0.0005963359],"domain_scores_gemma":[0.9959055,0.001761729,0.0007704645,0.0005129645,0.0004480112,0.0006011567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9747048,0.003818888,0.0002388319,0.004186641,0.001828048,0.00005752107,0.00009274284,0.000823348,0.0005833494,0.001090036,0.00257869,0.00999706],"study_design_scores_gemma":[0.9869003,0.008755691,0.0005561882,0.000208216,0.0006013141,0.00001170046,0.00001949478,0.0006047823,0.0001318248,0.0004564082,0.001734164,0.00001988094],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.112591,0.002707665,0.009898079,0.001198722,0.002259602,0.8566246,0.007068028,0.0004843606,0.007167898],"genre_scores_gemma":[0.1472254,0.001030785,0.01326809,0.001337458,0.0004091065,0.8306699,0.001169721,0.00003932579,0.004850164],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03799214,"threshold_uncertainty_score":0.1270964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0905234147861734,"score_gpt":0.5150235214384135,"score_spread":0.42450010665224,"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."}}