{"id":"W2555407253","doi":"10.1001/jamacardio.2016.3591","title":"Trends and Outcomes of Pulmonary Arterial Hypertension–Related Hospitalizations in the United States","year":2016,"lang":"en","type":"article","venue":"JAMA Cardiology","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Cardiogenic shock; Heart failure; Internal medicine; Diabetes mellitus; Comorbidity; Kidney disease; Cardiology; Coronary artery disease; Mortality rate; Pneumonia; Pulmonary hypertension; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001652355,0.0001037234,0.0003883206,0.0003247142,0.00003827871,0.000004145304,0.00006490727,0.0001118906,0.00004233776],"category_scores_gemma":[0.0002095831,0.00004589778,0.00007787692,0.000332972,0.0002125924,0.00004908815,0.00004063918,0.00008073945,0.000008244843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001582534,"about_ca_system_score_gemma":0.00002387258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087435,"about_ca_topic_score_gemma":0.000002856823,"domain_scores_codex":[0.9990532,0.0002089915,0.0002137065,0.0001781462,0.0001414957,0.000204466],"domain_scores_gemma":[0.9991987,0.0003507371,0.00003962293,0.0002461754,0.00009533599,0.00006937622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003050223,0.0002255123,0.9757549,0.000009059719,0.000304248,0.003398088,0.00006887221,0.000004639944,0.004485262,0.000260767,0.00178775,0.01339586],"study_design_scores_gemma":[0.00236666,0.0002578218,0.9922474,0.00002600394,0.00006829135,0.001095664,0.0001504658,0.0001689585,0.00002417166,0.0003905536,0.003150159,0.00005385558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829155,0.0002439307,0.0000110077,0.01550173,0.00007687385,0.0001481279,0.00006327623,0.00001612737,0.001023416],"genre_scores_gemma":[0.9981583,0.0006737255,0.00002037598,0.0005127857,0.00002850976,0.00002260361,0.0001997931,0.000008913752,0.0003749843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01649247,"threshold_uncertainty_score":0.1871657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192666184533788,"score_gpt":0.2772002045987664,"score_spread":0.2579335861453876,"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."}}