{"id":"W6904576318","doi":"10.14288/1.0362085","title":"Predictors of viral suppression and rebound among HIV-positive men who have sex with men in a large multi-site Canadian cohort","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Men who have sex with men; Viral load; Regimen; Cohort; Antiretroviral therapy; Cohort study; Observational study; Human immunodeficiency virus (HIV); Combination therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008649061,0.0004873254,0.0003958549,0.0008731788,0.002707608,0.001219735,0.001321362,0.0004714999,0.001689535],"category_scores_gemma":[0.001849115,0.0004340186,0.0006438507,0.001402458,0.0005675099,0.0003564541,0.000798776,0.001073235,0.0001722947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006871593,"about_ca_system_score_gemma":0.01121634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9551163,"about_ca_topic_score_gemma":0.9704769,"domain_scores_codex":[0.9994323,0.00003862064,0.00002444714,0.0001115009,0.0002041992,0.0001889656],"domain_scores_gemma":[0.9988593,0.00007965756,0.000263631,0.00007026578,0.0003748389,0.0003523704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004568775,0.00002387428,0.9982152,0.000009181558,0.00002990147,0.00003355651,0.0001761129,0.00006169244,0.00008289963,0.00002570159,0.0003555841,0.0009406216],"study_design_scores_gemma":[0.000008150313,0.00003427629,0.9982038,0.00001746293,0.00002943826,0.00007987776,0.0005517769,0.0005720986,0.00003697756,0.00001938547,0.0004387051,0.000008013379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996956,0.0003043376,0.00006662694,0.0001472141,0.000007254118,0.00003845653,0.001795537,0.000006510901,0.0006780496],"genre_scores_gemma":[0.9981969,0.0001916332,0.000139673,0.00005553063,0.000005786909,0.00001490692,0.001081933,0.000003115243,0.0003104699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04488367,"threshold_uncertainty_score":0.09029591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265044655838925,"score_gpt":0.3076450781678807,"score_spread":0.2949946316094914,"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."}}