{"id":"W4285010177","doi":"10.1371/journal.pone.0262645","title":"Healthcare resource utilization and costs associated with renal, bone and cardiovascular comorbidities among persons living with HIV compared to the general population in Quebec, Canada","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Gilead Sciences (Canada)","funders":"Gilead Sciences","keywords":"Comorbidity; Medicine; Health care; Population; Gerontology; Internal medicine; Environmental health","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":[0.0003397462,0.0002609668,0.0003711989,0.001071265,0.001324127,0.001161226,0.0006846021,0.0003145252,0.002385121],"category_scores_gemma":[0.001528138,0.0001766855,0.0006168975,0.003028503,0.0003929976,0.0003851463,0.0005598675,0.0005900571,0.0001087812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02863744,"about_ca_system_score_gemma":0.01351741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9945675,"about_ca_topic_score_gemma":0.995698,"domain_scores_codex":[0.9994738,0.00005333627,0.00004596155,0.00007758169,0.0001634802,0.000185894],"domain_scores_gemma":[0.9989684,0.00007690637,0.0002445759,0.0000191407,0.0003507793,0.0003401287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006352086,0.00003000393,0.9910023,0.00006204727,0.0001295843,0.0001077764,0.00017724,0.0004447952,0.0001103583,0.0001217283,0.002289723,0.005461012],"study_design_scores_gemma":[0.000007429176,0.0000142354,0.9983928,0.00004669337,0.00003378866,0.00005412158,0.0003259942,0.0005536813,0.00002000019,0.00001793981,0.0005255608,0.000007808701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982404,0.003921637,0.00009618288,0.0007211303,0.00002221604,0.00003722339,0.009887814,0.00001418511,0.002895627],"genre_scores_gemma":[0.9958015,0.001073466,0.0001107499,0.0001463303,0.000008716928,0.00001139117,0.002305852,0.000002512071,0.0005395779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02863744,"threshold_uncertainty_score":0.2077801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03967076112069887,"score_gpt":0.2469451015562001,"score_spread":0.2072743404355012,"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."}}