{"id":"W2043256741","doi":"10.1097/qad.0000000000000203","title":"HIV drug resistance detected during low-level viraemia is associated with subsequent virologic failure","year":2014,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research","keywords":"Hazard ratio; Proportional hazards model; Drug resistance; Internal medicine; Viral load; Human immunodeficiency virus (HIV); Survival analysis; Medicine; Immunology; Virology; Oncology; Biology; Confidence interval; Genetics","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":[0.0002219026,0.0002898657,0.0004217161,0.0001276237,0.0001707264,0.00002555228,0.0001182492,0.0001295219,0.0002213078],"category_scores_gemma":[0.0001372716,0.0002097592,0.00008716903,0.0003718355,0.00007797134,0.00008140819,0.00004200703,0.0002383404,0.0002300302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003074481,"about_ca_system_score_gemma":0.00008694806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006192596,"about_ca_topic_score_gemma":0.000145529,"domain_scores_codex":[0.9983445,0.00008771051,0.0002828061,0.0004320961,0.0004080863,0.000444846],"domain_scores_gemma":[0.9991093,0.00009208894,0.00012787,0.0003817181,0.0001181981,0.0001708468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001769738,0.001053641,0.8969532,0.0003592525,0.002215556,0.001171438,0.004532851,0.000009754849,0.05341545,0.000528793,0.03640279,0.001587576],"study_design_scores_gemma":[0.01685322,0.000356759,0.7390992,0.001397646,0.0007928534,0.00006861686,0.0003167078,0.0001480853,0.2228943,0.000447256,0.01648635,0.00113906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933172,0.00007546416,0.0001543688,0.003902633,0.00004071921,0.0003389429,0.00001596341,0.0002221147,0.001932532],"genre_scores_gemma":[0.9116535,0.0000121415,0.003005865,0.0003425476,0.00005331219,0.00005503883,0.00008557997,0.0000391124,0.08475294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1694788,"threshold_uncertainty_score":0.855373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008666400610767164,"score_gpt":0.2074976561447787,"score_spread":0.1988312555340115,"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."}}