{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001472241,0.0001193281,0.0003505116,0.0005563624,0.0003386698,0.001025431,0.0003240229,0.0003560635,0.001405026],"category_scores_gemma":[0.003205093,0.0001704352,0.0002157239,0.0003838429,0.0003454121,0.0004459991,0.000443885,0.000472881,0.0001729475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881885,"about_ca_system_score_gemma":0.0002619737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245721,"about_ca_topic_score_gemma":0.00133716,"domain_scores_codex":[0.9989214,0.0006371642,0.00007179921,0.00008508845,0.0001417674,0.0001427075],"domain_scores_gemma":[0.9975368,0.001034688,0.0007240099,0.0002624046,0.0001690732,0.0002731206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001140038,0.0001199824,0.9103795,0.00009923267,0.0002880218,0.0009224375,0.0003511459,0.0008157296,0.009799468,0.001864711,0.0004702067,0.07374947],"study_design_scores_gemma":[0.00005205173,0.0004416164,0.9800676,0.0001092225,0.0001604795,0.005637578,0.0006169911,0.001970065,0.002858959,0.003366968,0.004686935,0.00003159202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742988,0.01959205,0.000611632,0.0005111729,0.00002839175,0.00002193248,0.0001798131,0.000008974594,0.004747358],"genre_scores_gemma":[0.9975745,0.001878195,0.000150907,0.00006403769,0.00003229742,0.000002406548,0.00003402313,0.000003640973,0.0002599685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001472241,"threshold_uncertainty_score":0.007786036,"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."}}