{"id":"W4206348701","doi":"10.1186/s12874-021-01448-x","title":"The impact of lookback windows on the prevalence and incidence of chronic diseases among people living with HIV: an exploration in administrative health data in Canada","year":2022,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Research Canada; AIDS Vancouver; University of British Columbia","funders":"Health Canada; Victoria General Hospital Foundation; University of British Columbia; Michael Smith Health Research BC; Canadian Institutes of Health Research; Ministry of Health, British Columbia; Public Health Agency; Public Health Agency of Canada; Canadian Foundation for AIDS Research","keywords":"Incidence (geometry); Medicine; Comparability; Demography; Population; Human immunodeficiency virus (HIV); Public health; Epidemiology; Environmental health; Family 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.011233,0.00007824355,0.0003172418,0.0001176874,0.0002284799,0.000004032918,0.0004164769,0.00003103845,0.0001770391],"category_scores_gemma":[0.0164073,0.00004122064,0.00001364431,0.0005964964,0.0004187633,0.00008713889,0.0002832378,0.0006918252,3.559726e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008692427,"about_ca_system_score_gemma":0.02688711,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5918079,"about_ca_topic_score_gemma":0.935925,"domain_scores_codex":[0.9874739,0.01050944,0.0004167166,0.0003044263,0.0009461633,0.0003493812],"domain_scores_gemma":[0.9636972,0.03491189,0.000183912,0.0007801674,0.0001077659,0.0003190733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005425974,0.0003009488,0.9910517,0.0002983405,0.00002026282,0.00001701143,0.001499316,0.0001977143,0.000004784711,0.0004240941,0.0001803534,0.005462902],"study_design_scores_gemma":[0.0005682668,0.002770745,0.9758428,0.0005113877,0.000006483591,0.00001514181,0.003552091,0.01651006,0.000003735994,0.0001821799,0.000007804114,0.00002926984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931767,0.001448163,0.0005809122,0.003623282,0.00001172503,0.001041021,0.00008370367,0.000002425528,0.00003209509],"genre_scores_gemma":[0.9979253,0.001297413,0.0003802614,0.00003843308,0.00001466966,0.0002740281,0.00003701757,0.000006896604,0.00002598168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3441171,"threshold_uncertainty_score":0.9918779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4305685199629669,"score_gpt":0.5532046081573708,"score_spread":0.122636088194404,"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."}}