{"id":"W4399303577","doi":"10.2196/53411","title":"Tuberculosis Treatment Compliance Under Smartphone-Based Video-Observed Therapy Versus Community-Based Directly Observed Therapy: Cluster Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center","keywords":"Sputum; Directly Observed Therapy; Medicine; Tuberculosis; Randomized controlled trial; Pulmonary tuberculosis; Sputum culture; Surgery; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005028647,0.001229403,0.004455684,0.0005461583,0.0006252195,0.001139716,0.001147136,0.002323072,0.005565051],"category_scores_gemma":[0.00806716,0.0007688521,0.003333102,0.0008031478,0.001501959,0.001298339,0.0007537169,0.002027709,0.0004386544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495732,"about_ca_system_score_gemma":0.002661814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00223871,"about_ca_topic_score_gemma":0.003081954,"domain_scores_codex":[0.9939871,0.003799318,0.0005335975,0.0008650812,0.0004051691,0.0004097546],"domain_scores_gemma":[0.9941152,0.0022255,0.001806932,0.0004543681,0.0004662339,0.0009317679],"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":[0.9830925,0.006108789,0.0009993516,0.001014096,0.001337454,0.00001410663,0.0000443459,0.0001547745,0.000334943,0.00004055577,0.0001768254,0.006682353],"study_design_scores_gemma":[0.9176329,0.076897,0.003196847,0.0001155896,0.00115276,0.00001286737,0.00003680519,0.0005419452,0.0001521808,0.00007625979,0.0001705344,0.00001433141],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820489,0.0037526,0.0008929857,0.0003957413,0.0006095243,0.01084942,0.0004888957,0.00009691535,0.0008649199],"genre_scores_gemma":[0.9825021,0.001422148,0.002282988,0.0003991668,0.0003769682,0.01190462,0.0003256236,0.00001139899,0.0007749549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005565051,"threshold_uncertainty_score":0.02659434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2675544862868551,"score_gpt":0.4434537378224428,"score_spread":0.1758992515355877,"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."}}