{"id":"W4392816928","doi":"10.3329/bjm.v40i1.71719","title":"Molecular Detection and Genotyping of Dengue Viruses: Current Techniques and Future Prospect","year":2024,"lang":"en","type":"article","venue":"Bangladesh Journal of Microbiology","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Centre for Disease Control","funders":"British Columbia Centre for Disease Control","keywords":"Dengue fever; Genotyping; Dengue virus; Current (fluid); Virology; Biology; Engineering; Genotype; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001664361,0.0001016132,0.0002775942,0.0001574653,0.00002201817,0.00001434335,0.00004134261,0.00009191811,0.00001768317],"category_scores_gemma":[0.00001763082,0.00007451097,0.00009811314,0.00007879757,0.00006916923,0.00004318801,0.00002488674,0.0002305227,5.603631e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002708372,"about_ca_system_score_gemma":0.00006747535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002937727,"about_ca_topic_score_gemma":0.000002025571,"domain_scores_codex":[0.9993836,0.00004420188,0.000286484,0.0001313591,0.00003896176,0.0001153683],"domain_scores_gemma":[0.999615,0.00002349666,0.0001189766,0.00007207853,0.0001038694,0.00006655792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001772955,0.00003315116,0.0005855925,0.0002795855,0.0001146881,0.0001530794,0.00008684484,1.356575e-7,0.8385918,0.0002086404,0.00008629973,0.1596829],"study_design_scores_gemma":[0.002265289,0.001881441,0.005113161,0.001384369,0.001056117,0.01684937,0.0002572196,0.00007603089,0.7217596,0.0004188933,0.2486841,0.0002544254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288524,0.1697141,0.000630022,0.0003189132,0.0002581599,0.0001744902,0.00001318227,0.00001621768,0.00002252516],"genre_scores_gemma":[0.995863,0.003128631,0.0003099248,0.00009051094,0.000585248,0.000003568068,0.000002244688,0.00001299695,0.000003924325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2485978,"threshold_uncertainty_score":0.3038469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006630457027059132,"score_gpt":0.2652230300086419,"score_spread":0.2585925729815828,"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."}}