{"id":"W2003929676","doi":"10.1186/1742-4690-9-s1-i15","title":"Treating since the beginning?","year":2012,"lang":"en","type":"article","venue":"Retrovirology","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Antiretroviral therapy; Viral load; Immunology; Human immunodeficiency virus (HIV); Vaccination; Quality of life (healthcare); Immune system; Intensive care medicine; Bioinformatics; Biology","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":[0.004176475,0.0007718995,0.000994821,0.000889812,0.005896866,0.00825179,0.001534431,0.005647103,0.05356354],"category_scores_gemma":[0.0139616,0.0003291875,0.0007365359,0.0009526609,0.005472043,0.01154498,0.00556758,0.01730759,0.02173857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00410831,"about_ca_system_score_gemma":0.008555062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006719172,"about_ca_topic_score_gemma":0.01118126,"domain_scores_codex":[0.995713,0.001646418,0.0001880603,0.0007796393,0.0008562414,0.0008167059],"domain_scores_gemma":[0.9937504,0.00111342,0.0004470599,0.0004313002,0.001255131,0.003002612],"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":[0.00004658473,0.0001285612,0.001489623,0.0004686987,0.00002547739,0.0006297138,0.003885586,0.00003655397,0.0002655466,0.040603,0.8097018,0.1427188],"study_design_scores_gemma":[0.000008567225,0.00002867933,0.0003388722,0.0005988201,0.000008569816,0.001054544,0.002416517,0.00001781544,0.00005531889,0.00756178,0.9878914,0.00001905001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001994134,0.0718305,0.002583702,0.7677739,0.07301363,0.00008144952,0.0002887018,0.0002606028,0.08217341],"genre_scores_gemma":[0.03457109,0.09014397,0.004299006,0.6797811,0.03113118,0.0002138303,0.0004999017,0.0004278855,0.1589321],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05356354,"threshold_uncertainty_score":0.1791879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561697902235138,"score_gpt":0.2686117313851191,"score_spread":0.2529947523627677,"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."}}