{"id":"W2137983117","doi":"10.1097/qad.0b013e328354f539","title":"HIV-1 envelope diversity 1 year after seroconversion predicts subsequent disease progression","year":2012,"lang":"en","type":"article","venue":"AIDS","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Seroconversion; Immunology; Viral load; Disease; Biology; Immune system; Medicine; Virology; Internal medicine; Virus","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":[0.000552667,0.0002394242,0.0002075472,0.0004144631,0.0002595601,0.0004366594,0.0001892448,0.0004148876,0.001870152],"category_scores_gemma":[0.001945141,0.0001150072,0.0002103938,0.0002276777,0.0001687721,0.0002621143,0.0002588913,0.0005834753,0.0002582183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020172,"about_ca_system_score_gemma":0.0001445365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000881686,"about_ca_topic_score_gemma":0.001093382,"domain_scores_codex":[0.999887,0.0000297565,0.000008987591,0.00002585403,0.00002114128,0.00002740246],"domain_scores_gemma":[0.9988303,0.0002925593,0.0004768764,0.00006371793,0.00007542175,0.0002612497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002897149,0.000035636,0.9967218,0.000007357201,0.00002526082,0.00005133189,0.00004328378,0.0001069281,0.0008238126,0.00001148357,0.00003526334,0.001848152],"study_design_scores_gemma":[0.000007586868,0.0002395031,0.9987348,0.000007627225,0.00001808526,0.0003228524,0.00004333924,0.0002552017,0.0002534557,0.00002502875,0.00008982771,0.000002814822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994993,0.0002015008,0.00003917235,0.00001128081,0.000002132403,0.000002757004,0.00007353759,0.000002107284,0.0001681709],"genre_scores_gemma":[0.9996569,0.00004562981,0.00004471884,0.000004427976,0.000003767186,0.00000164461,0.00010417,5.496044e-7,0.0001382863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001870152,"threshold_uncertainty_score":0.006256282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545625532651218,"score_gpt":0.2529903833612032,"score_spread":0.237534128034691,"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."}}