{"id":"W4313390731","doi":"10.4103/lungindia.lungindia_345_22","title":"Innovative approach to delivery of TB Medicines","year":2022,"lang":"en","type":"article","venue":"Lung India","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Pharmacy; Agency (philosophy); Work (physics); Public health; Economic growth; Coronavirus disease 2019 (COVID-19); Family medicine; Nursing; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006042717,0.00007790438,0.0003110766,0.0002720154,0.00006860426,0.000001353075,0.0001271037,0.00003667188,0.0003296133],"category_scores_gemma":[0.0004876103,0.00006291013,0.00004148153,0.0008746741,0.00006289612,0.00002144028,0.0001747883,0.0003081837,0.00001460044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009118979,"about_ca_system_score_gemma":0.0001395974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001680988,"about_ca_topic_score_gemma":0.000001908793,"domain_scores_codex":[0.9988593,0.0001346605,0.0002417677,0.0001914342,0.0003091316,0.0002637102],"domain_scores_gemma":[0.9993199,0.0001487853,0.00005321596,0.0002119875,0.000134604,0.0001315312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007673192,0.0004862268,0.4842749,0.0002405316,0.0003433177,0.00006147932,0.003698763,0.0001367747,0.01307772,0.004397206,0.4876341,0.004881682],"study_design_scores_gemma":[0.002253672,0.002086139,0.8930446,0.00005915633,0.0000765677,0.0001941133,0.003644524,0.001676299,0.002216498,0.0002008569,0.09430511,0.0002424639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431129,0.0004129079,0.0001510062,0.004504027,0.0001321422,0.0004777208,0.00003031767,0.00002878962,0.05115024],"genre_scores_gemma":[0.9917712,0.00001895339,0.001163951,0.006002127,0.0001207404,0.0001164891,0.00008874596,0.00001170307,0.0007061248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4087697,"threshold_uncertainty_score":0.3609035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672663522392475,"score_gpt":0.3297358197921573,"score_spread":0.3030091845682325,"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."}}