{"id":"W4410620119","doi":"10.71462/sfpl2502005","title":"Resistance Pattern of Tuberculosis Before and During COVID-19 Era in Nigeria: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Nexus of Medicine and Laboratory Science Journal","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Tuberculosis; 2019-20 coronavirus outbreak; Resistance (ecology); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Geography; Biology; Internal medicine; Pathology; Infectious disease (medical specialty); Disease; Outbreak; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01568267,0.0002685216,0.003121742,0.001209826,0.0009057587,0.0000199736,0.0006551986,0.000133826,0.0001016033],"category_scores_gemma":[0.01597251,0.0001584909,0.00008601227,0.002990544,0.001911794,0.0002909263,0.0003854564,0.001129687,0.00000216893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484025,"about_ca_system_score_gemma":0.005557327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004207656,"about_ca_topic_score_gemma":0.000330674,"domain_scores_codex":[0.9943361,0.001246515,0.002102686,0.0004495093,0.00135749,0.0005077128],"domain_scores_gemma":[0.9953688,0.001088373,0.001641614,0.0004547304,0.0009660733,0.0004804563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003954785,0.00001313415,0.0004836594,0.9891937,0.00004399136,0.00003772409,0.002879132,3.637956e-8,0.000002883556,0.00002906608,0.004863617,0.00244905],"study_design_scores_gemma":[0.000516949,0.0000594935,0.0001930131,0.9644941,0.0004215849,0.00001388689,0.006778569,5.234726e-7,1.664362e-7,0.0000503488,0.02736446,0.0001068915],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002218253,0.9953443,0.000003449455,0.001533763,0.0004922344,0.001773498,0.000086753,0.00000614479,0.0005380513],"genre_scores_gemma":[0.00009714122,0.9985958,0.00002452634,0.0005630304,0.00007809868,0.00007610526,0.000001681915,0.000007728756,0.0005559351],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02469964,"threshold_uncertainty_score":0.9923164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06580580375480634,"score_gpt":0.4689394215662111,"score_spread":0.4031336178114048,"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."}}