{"id":"W2791141372","doi":"10.2196/medinform.9309","title":"Potential Application of Digitally Linked Tuberculosis Diagnostics for Real-Time Surveillance of Drug-Resistant Tuberculosis Transmission: Validation and Analysis of Test Results","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nipro; Instituut voor Tropische Geneeskunde","keywords":"rpoB; Tuberculosis; Mycobacterium tuberculosis; Transmission (telecommunications); Drug resistance; Medicine; Virology; Mycobacterium tuberculosis complex; Genotype; Rifampicin; Diagnostic test; Biology; Veterinary medicine; Computer science; Microbiology; Pathology; Gene; Genetics","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":[0.004788523,0.0006882607,0.0004421982,0.004017484,0.0003203309,0.001737615,0.001230225,0.0009282297,0.00123311],"category_scores_gemma":[0.01048428,0.0002786931,0.0004055563,0.00301169,0.0005745668,0.0007717023,0.001120093,0.000361589,0.0006340998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007292225,"about_ca_system_score_gemma":0.0006139106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664419,"about_ca_topic_score_gemma":0.001479093,"domain_scores_codex":[0.9961441,0.001952254,0.0003134821,0.0005731925,0.0008642923,0.0001527188],"domain_scores_gemma":[0.9866534,0.005429388,0.002920899,0.001869415,0.002732103,0.0003947016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001781056,0.0006657714,0.6908541,0.0006242568,0.0002756171,0.0008049542,0.0007962851,0.01462724,0.06681697,0.001301531,0.003053399,0.2183988],"study_design_scores_gemma":[0.0002724113,0.001897329,0.5190387,0.0006400057,0.0008671863,0.003135752,0.001336708,0.1965847,0.2376313,0.006780407,0.03160263,0.0002129235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617593,0.001947432,0.1192785,0.001061456,0.000209654,0.0005347374,0.006462048,0.002314459,0.006432445],"genre_scores_gemma":[0.88708,0.0005217647,0.107177,0.0003378969,0.0001228117,0.000233523,0.003744127,0.00009586782,0.0006870612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004788523,"threshold_uncertainty_score":0.0253244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170149852047724,"score_gpt":0.3162019236853738,"score_spread":0.3045004251648965,"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."}}