{"id":"W4401192589","doi":"10.1111/hiv.13694","title":"Characterizing heart failure and its subtypes in people living with <scp>HIV</scp>","year":2024,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Internal medicine; Ejection fraction; Cardiology; Canadian Cardiovascular Society; Coronary artery disease; Myocardial infarction; Angina; Percutaneous coronary intervention; Cohort; Ventricle","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":[0.0006565862,0.0001633049,0.0001516052,0.00139371,0.0005550224,0.0004251871,0.0002550551,0.0003368651,0.001319571],"category_scores_gemma":[0.001913912,0.0001038859,0.0001996248,0.001026223,0.0002093632,0.0005697382,0.0005053294,0.0003210494,0.0001267043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003019612,"about_ca_system_score_gemma":0.0004007134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01430907,"about_ca_topic_score_gemma":0.03235739,"domain_scores_codex":[0.9996545,0.00007313306,0.00006365798,0.00005513008,0.00008382316,0.00006975764],"domain_scores_gemma":[0.9987416,0.0001427777,0.000800267,0.00004017612,0.0001536797,0.000121483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009854188,0.000008255836,0.9979104,0.00001831363,0.000007528904,0.00005335584,0.000122264,0.000006431509,0.00008165876,0.000006429443,0.0001281681,0.001647235],"study_design_scores_gemma":[0.000001060883,0.00002169755,0.9990218,0.00002885018,0.00000430857,0.0002696941,0.0004366948,0.00002186322,0.00002919399,0.000009503316,0.0001538475,0.000001453117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966846,0.0008583579,0.00008642324,0.0002412824,0.000008035954,0.0000539854,0.001157738,0.000003380768,0.0009061787],"genre_scores_gemma":[0.998413,0.0004492599,0.000196111,0.0001399607,0.00002387869,0.00003786762,0.0006057753,9.014463e-7,0.0001333506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01430907,"threshold_uncertainty_score":0.02845156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337380560769052,"score_gpt":0.2773525212353086,"score_spread":0.263978715627618,"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."}}