{"id":"W6960390385","doi":"10.1371/journal.pcbi.1012662.g001","title":"Trends in Xpert test coverage and modeled prevalence of rifampicin resistance among notified TB cases.","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Seed and Plant Biochemistry","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rifampicin; Tuberculosis; Test (biology); Drug resistance; Quarter (Canadian coin); GeneXpert MTB/RIF","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00103596,0.000347559,0.0003063648,0.0007489274,0.0001046861,0.0007442002,0.001323954,0.0005629749,0.02883616],"category_scores_gemma":[0.003419818,0.0003140275,0.001238056,0.0009366219,0.0002122056,0.0008555395,0.0004709478,0.000755775,0.003657502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112423,"about_ca_system_score_gemma":0.0007588852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1022142,"about_ca_topic_score_gemma":0.07601924,"domain_scores_codex":[0.9996942,0.00007394361,0.00001675665,0.0001154766,0.00004090067,0.00005872225],"domain_scores_gemma":[0.9982425,0.0008366586,0.0003284511,0.0001231015,0.0003649702,0.0001043208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001046299,0.0001764382,0.4620399,0.000481683,0.0008448085,0.0003175963,0.0001915988,0.3632819,0.0009532631,0.008648261,0.129349,0.03266919],"study_design_scores_gemma":[0.0003432803,0.0003506951,0.2993953,0.0005842788,0.0004675248,0.0005533502,0.0008133659,0.6245242,0.001801449,0.006470982,0.06457223,0.0001233839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5433118,0.001046708,0.01273143,0.002464001,0.0003114067,0.00009051124,0.4131508,0.002251931,0.02464135],"genre_scores_gemma":[0.8909969,0.0003350352,0.004021226,0.0002782534,0.00004466041,0.00007530973,0.09095059,0.0003427211,0.0129554],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1022142,"threshold_uncertainty_score":0.2032384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02896194260405452,"score_gpt":0.2243074996806665,"score_spread":0.1953455570766119,"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."}}