{"id":"W196587641","doi":"10.69645/xjnt9019","title":"What to do in therapy in the face of HIV drug resistance?","year":2007,"lang":"en","type":"article","venue":"The biomedical & life sciences collection.","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Face (sociological concept); Human immunodeficiency virus (HIV); Resistance (ecology); Drug; Drug resistance; Antiretroviral therapy; Medicine; Virology; Pharmacology; Sociology; Viral load; Biology; Microbiology; Social science","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":[0.00334209,0.0001306179,0.0002374346,0.0004799076,0.0002521418,0.00005193509,0.0003644619,0.00005816336,0.0001158231],"category_scores_gemma":[0.000140423,0.00006519124,0.00005811684,0.004998601,0.0005763673,0.0001265119,0.00003848781,0.0001887383,0.00003500302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443682,"about_ca_system_score_gemma":0.000468033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005868882,"about_ca_topic_score_gemma":0.001989146,"domain_scores_codex":[0.9977419,0.0001232627,0.0004433367,0.0003063924,0.001016724,0.0003683819],"domain_scores_gemma":[0.9990091,0.0004911649,0.00007255142,0.000218301,0.00004858031,0.0001602753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002051241,0.003472927,0.1487212,0.000075798,0.0001522801,0.0002315189,0.1544573,0.00004383577,0.0009071353,0.001230147,0.6538582,0.0347984],"study_design_scores_gemma":[0.006455739,0.0005498539,0.1918802,0.0006714426,0.00003244921,0.00004469137,0.08110245,0.0002821174,0.001274197,0.001530182,0.7157735,0.0004032764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8249371,0.002829525,0.0007325513,0.1612162,0.0009050323,0.00163864,0.000002538488,0.00003253055,0.007705903],"genre_scores_gemma":[0.9674711,0.0004963604,0.0007111933,0.0021063,0.0001049961,0.00006328142,0.000003467494,0.000006523798,0.02903676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591099,"threshold_uncertainty_score":0.2658422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906077432853252,"score_gpt":0.3009520228842295,"score_spread":0.2818912485556969,"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."}}