{"id":"W6958126573","doi":"10.60692/d2pnr-egv16","title":"A picture is worth a thousand words: maps of HIV indicators to inform research, programs, and policy from NA‐ACCORD and CCASAnet clinical cohorts","year":2016,"lang":"en","type":"article","venue":"Greater South Information System","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Calgary; AIDS Vancouver","funders":"","keywords":"Human immunodeficiency virus (HIV); Cohort; Epidemiology; Antiretroviral therapy; Presentation (obstetrics); Cohort study; Public health; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008954468,0.001152532,0.0006568465,0.006753759,0.002001518,0.009298945,0.00215777,0.001888306,0.02310232],"category_scores_gemma":[0.06396843,0.0008162176,0.001036254,0.01295205,0.003057692,0.01422234,0.004876357,0.004159235,0.00565223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255849,"about_ca_system_score_gemma":0.00625052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02342024,"about_ca_topic_score_gemma":0.02836547,"domain_scores_codex":[0.9954659,0.002738814,0.0003202902,0.0003073698,0.001003242,0.0001644366],"domain_scores_gemma":[0.9730965,0.01350992,0.001970838,0.003670066,0.006266318,0.001486238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000224428,0.00006759194,0.01482839,0.001319612,0.0001744244,0.0002516414,0.006049681,0.002600416,0.0002106701,0.06254183,0.6322617,0.2794696],"study_design_scores_gemma":[0.00009740258,0.00006665359,0.01379348,0.002220281,0.00009593092,0.0002245801,0.0122426,0.001594253,0.0001642391,0.1211851,0.8481432,0.0001722891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03998675,0.0441015,0.1455256,0.5522175,0.02781284,0.001097969,0.06310058,0.008664919,0.1174924],"genre_scores_gemma":[0.3319111,0.0728278,0.4465005,0.04559997,0.01295564,0.003232832,0.037351,0.006448477,0.04317275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02342024,"threshold_uncertainty_score":0.07728493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06959486711816303,"score_gpt":0.3609060554301119,"score_spread":0.2913111883119489,"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."}}