{"id":"W2082329556","doi":"10.3390/v2112493","title":"Role of HIV Subtype Diversity in the Development of Resistance to Antiviral Drugs","year":2010,"lang":"en","type":"article","venue":"Viruses","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Human immunodeficiency virus (HIV); Virology; Drug resistance; Biology; Resistance (ecology); Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002231597,0.000077641,0.0001687455,0.00009805068,0.00005568341,0.000002735473,0.0001203794,0.00003175564,0.00004039935],"category_scores_gemma":[0.00004041914,0.00005184646,0.00002726109,0.0002137057,0.00004066147,0.00003813274,0.00009259157,0.00007751233,0.00004781841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001994038,"about_ca_system_score_gemma":0.0001076955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408407,"about_ca_topic_score_gemma":0.0006893691,"domain_scores_codex":[0.9993261,0.00001870007,0.0001899401,0.0001133903,0.0002360369,0.0001158786],"domain_scores_gemma":[0.9996461,0.00005407079,0.00005439327,0.0001731727,0.00004187513,0.0000303559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002941537,0.0003621798,0.9079316,0.00004076367,0.00005244658,0.000007261134,0.03125145,1.401163e-7,0.05387773,0.0003857311,0.002367702,0.003428907],"study_design_scores_gemma":[0.0007914513,0.00002505031,0.6225052,0.00008245023,0.00002929893,4.395012e-7,0.002108064,8.261227e-7,0.3314386,0.00007258896,0.04285806,0.00008786172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903191,0.00004568625,0.00000463765,0.0004248887,0.00003082685,0.0002013058,0.000007104481,0.000008755362,0.008957645],"genre_scores_gemma":[0.9940184,0.00000455301,0.004560598,0.0001142907,0.00001255142,0.000006468795,0.000004848637,0.000004677454,0.001273588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2854263,"threshold_uncertainty_score":0.2114237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075292661349134,"score_gpt":0.2665421247028003,"score_spread":0.245789198089309,"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."}}