{"id":"W3032486688","doi":"10.1136/bmjopen-2019-034259","title":"Cohort profile: the LHIV-Manitoba clinical cohort of people living with HIV in Manitoba, Canada","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Nine Circles Community Health Centre; Government of Manitoba; University of Manitoba; Manitoba Health","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cohort; Epidemiology; Cohort study; Human immunodeficiency virus (HIV); Gerontology; Public health; Health care; Family medicine; Demography; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001477196,0.0008555586,0.0006621504,0.002924453,0.005046044,0.002144123,0.002818689,0.0005742055,0.00686984],"category_scores_gemma":[0.003153666,0.0007653554,0.0008471403,0.005830434,0.000567243,0.0006103116,0.002017078,0.001367689,0.001696365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02693982,"about_ca_system_score_gemma":0.06762022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936015,"about_ca_topic_score_gemma":0.9962078,"domain_scores_codex":[0.998966,0.00009671529,0.00007621723,0.0002073147,0.0002952589,0.0003585255],"domain_scores_gemma":[0.9963463,0.0000762849,0.0002538227,0.000211432,0.002192412,0.0009197746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003257396,0.0001709542,0.8827555,0.0004726741,0.0003000613,0.0002800306,0.001495857,0.0005362229,0.0007898766,0.0007958842,0.09730272,0.01477448],"study_design_scores_gemma":[0.0002021635,0.0000922777,0.9590653,0.0007603079,0.0001937965,0.000271924,0.0028808,0.0009066223,0.0002955211,0.0002880664,0.03496027,0.00008308372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.4103036,0.00336836,0.00316584,0.004280231,0.0004198837,0.005896951,0.5545514,0.0003117054,0.01770208],"genre_scores_gemma":[0.7489728,0.004540399,0.01125983,0.005044268,0.000236107,0.0067833,0.1965937,0.0001884536,0.02638121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02693982,"threshold_uncertainty_score":0.1954629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08584108443410314,"score_gpt":0.3973577616054916,"score_spread":0.3115166771713885,"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."}}