{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002079695,0.0001675802,0.0003593374,0.0002792672,0.00008675313,0.00001532988,0.0000391947,0.0000805795,0.00009317699],"category_scores_gemma":[0.0001501561,0.0001135455,0.0000206434,0.0005079639,0.00004438224,0.00009859393,0.00002427936,0.0003160972,0.0002206183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007100183,"about_ca_system_score_gemma":0.0001139154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005718565,"about_ca_topic_score_gemma":0.00009730936,"domain_scores_codex":[0.9988738,0.00003121046,0.0002605398,0.0003373016,0.0002016101,0.0002955055],"domain_scores_gemma":[0.9991464,0.0003495693,0.0000370418,0.0001962473,0.00005210387,0.0002186468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003193252,0.0002575949,0.944841,0.001864397,0.0001688473,0.0003945866,0.01377586,0.000002292762,0.007512168,0.001488276,0.02813756,0.001525442],"study_design_scores_gemma":[0.001681422,0.0005316769,0.896885,0.00834484,0.000174163,0.0007014088,0.001355538,0.001608877,0.0001212577,0.0000219658,0.08849913,0.00007475833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567881,0.006003712,0.00005750459,0.03345522,0.00008680486,0.0004582311,0.000008675154,0.0001397141,0.003002092],"genre_scores_gemma":[0.9948934,0.0004098249,0.0003072149,0.000799615,0.0002152261,0.0000603483,0.00006815454,0.00003400308,0.00321216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06036157,"threshold_uncertainty_score":0.4630253,"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."}}