{"id":"W2094579221","doi":"10.1002/jmv.10401","title":"Performance of two commercially available sequence‐based HIV‐1 genotyping systems for the detection of drug resistance against HIV type 1 group M subtypes","year":2003,"lang":"en","type":"article","venue":"Journal of Medical Virology","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Genotyping; Biology; Virology; Genotype; Drug resistance; Genetics; Viral load; Lentivirus; Human immunodeficiency virus (HIV); Gene; Viral 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006161402,0.001305027,0.001079417,0.00198281,0.0004787365,0.001348918,0.001339578,0.002490335,0.001563287],"category_scores_gemma":[0.01255617,0.001119559,0.0008898914,0.001341037,0.0009975899,0.0007878228,0.001039507,0.0008260089,0.001125083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007358441,"about_ca_system_score_gemma":0.000643126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002037893,"about_ca_topic_score_gemma":0.002694834,"domain_scores_codex":[0.9814839,0.006768832,0.001732649,0.003769038,0.005451604,0.0007938552],"domain_scores_gemma":[0.9876457,0.006729405,0.002222749,0.001168907,0.001718936,0.0005142805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007418153,0.0008560063,0.06762772,0.001002383,0.0005537249,0.0001044199,0.001330706,0.002023382,0.8676581,0.00041543,0.0006429892,0.05036702],"study_design_scores_gemma":[0.000452249,0.01238886,0.232365,0.0001816051,0.0007282586,0.001975921,0.0004692548,0.01300336,0.7344645,0.0002468661,0.00346941,0.0002546246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645068,0.002946821,0.02866937,0.000110361,0.0001269676,0.0004061209,0.0009639416,0.0004059617,0.001863726],"genre_scores_gemma":[0.9089452,0.001328927,0.0834487,0.0002128088,0.00005488406,0.0007268211,0.002978628,0.0001283347,0.002175614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006161402,"threshold_uncertainty_score":0.03258502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041681222799824,"score_gpt":0.2850409123517743,"score_spread":0.254624100123776,"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."}}