{"id":"W2032913593","doi":"10.4021/jocmr2010.03.255w","title":"Biomarkers Predicting Progression of Human Immunodeficiency Virus-Related Disease","year":2010,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomarker; Medicine; Disease; Observational study; Biomarker discovery; Human immunodeficiency virus (HIV); Population; Clinical study design; Cohort; Cohort study; Multicenter AIDS Cohort Study; Oncology; Bioinformatics; Clinical trial; Internal medicine; Immunology; Antiretroviral therapy; Viral load; Proteomics; Environmental health; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004840939,0.00100698,0.002171416,0.005435129,0.0002317397,0.002841247,0.0008208171,0.001411654,0.002891829],"category_scores_gemma":[0.01280803,0.0002721209,0.001477079,0.005451177,0.0004558514,0.00179012,0.000495098,0.00070896,0.0006013282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006886382,"about_ca_system_score_gemma":0.00196791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000940934,"about_ca_topic_score_gemma":0.001544644,"domain_scores_codex":[0.9972627,0.000864594,0.0008617646,0.0002877167,0.0006369148,0.00008634144],"domain_scores_gemma":[0.9868614,0.008090854,0.003292034,0.0001124855,0.00153137,0.0001119547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001228302,0.0001417769,0.02673238,0.3528813,0.004164877,0.0005132427,0.0003206519,0.0005289874,0.002000218,0.001196002,0.008700721,0.6015915],"study_design_scores_gemma":[0.0006154077,0.003333263,0.1668629,0.4595324,0.03002978,0.008465008,0.001815536,0.001256087,0.01059887,0.003294805,0.3138913,0.0003045567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001973324,0.9961505,0.0001805897,0.0004147374,0.0003419628,0.00004708457,0.0003143925,0.000006051469,0.0005713573],"genre_scores_gemma":[0.03171729,0.9647148,0.00137583,0.0006172663,0.000707341,0.0001362503,0.0004362201,0.000003850477,0.0002911614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005435129,"threshold_uncertainty_score":0.02560163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118014152064856,"score_gpt":0.5242204071294462,"score_spread":0.4124189919229606,"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."}}