{"id":"W2914722446","doi":"10.2196/11687","title":"Mobile Health for Tuberculosis Management in South India: Is Video-Based Directly Observed Treatment an Acceptable Alternative?","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"mHealth; Tuberculosis; Medicine; Optometry; Computer science; Nursing; Psychological intervention; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002503916,0.00067657,0.001434812,0.000713139,0.001696987,0.00003697782,0.000410378,0.0004394703,0.0005141432],"category_scores_gemma":[0.00002549444,0.0006222799,0.0001623582,0.0008783987,0.00007848255,0.000316745,0.00009919123,0.0008190003,0.000246357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002311056,"about_ca_system_score_gemma":0.003524647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004523802,"about_ca_topic_score_gemma":0.001689309,"domain_scores_codex":[0.9914131,0.00105286,0.002281525,0.00169119,0.000500064,0.003061217],"domain_scores_gemma":[0.9942625,0.0005948093,0.001160689,0.001289924,0.0002033116,0.002488741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003229872,0.003736431,0.3571939,0.03963756,0.0001340729,0.000008061284,0.03728624,0.0002412953,0.00001713413,0.0130067,0.01383433,0.5316744],"study_design_scores_gemma":[0.02491158,0.01102066,0.2440898,0.0009804702,0.0001295444,0.000003033917,0.01141034,0.00869873,0.00003471565,0.001628925,0.6959376,0.001154655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324488,0.004129402,0.0004637708,0.005590739,0.0011133,0.05272231,0.00122411,0.0003673994,0.001940145],"genre_scores_gemma":[0.8425397,0.006174338,0.005172621,0.03018311,0.0004594088,0.1122877,0.0008113064,0.0001660146,0.002205865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6821033,"threshold_uncertainty_score":0.9996229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017322066930342,"score_gpt":0.4522299335443146,"score_spread":0.3504977268512803,"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."}}