{"id":"W4390811971","doi":"10.1007/s12325-023-02730-8","title":"Real-World Management of Patients with Pulmonary Arterial Hypertension: Insights from EXPOSURE","year":2024,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Actelion Pharmaceuticals","keywords":"Medicine; Rheumatology; Internal medicine; Pulmonary hypertension; Cardiology; Intensive care medicine","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":[0.002547625,0.0001107262,0.0003512001,0.0004528704,0.0002685868,0.001259314,0.0003578071,0.0003306198,0.000632885],"category_scores_gemma":[0.00793528,0.0001147916,0.0004583739,0.001003262,0.0004199038,0.0008885781,0.0007928771,0.0005051938,0.00007618737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008807221,"about_ca_system_score_gemma":0.001242225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01808186,"about_ca_topic_score_gemma":0.02363378,"domain_scores_codex":[0.9976152,0.001385719,0.0001684901,0.0002715176,0.0003220869,0.0002369861],"domain_scores_gemma":[0.9952953,0.001505786,0.00211141,0.0004068419,0.0003212396,0.0003593435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002821772,0.00006087717,0.9922798,0.00003183467,0.0001378327,0.00009973476,0.000420166,0.0002447907,0.0001203812,0.0002253686,0.0002100191,0.005887172],"study_design_scores_gemma":[0.00001556243,0.0001440431,0.9968362,0.00002543572,0.00004537556,0.0002290728,0.0006990492,0.0006306136,0.00004713653,0.0003015649,0.001012995,0.00001296127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956158,0.0009338193,0.0007595,0.0005786207,0.000007089642,0.00001890452,0.0008776366,0.000005880363,0.001202642],"genre_scores_gemma":[0.9981318,0.0004280407,0.0003830043,0.0001662567,0.00002067393,0.00001172548,0.0007726443,0.00000342113,0.00008247353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01808186,"threshold_uncertainty_score":0.03595316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511532755118745,"score_gpt":0.282005116141619,"score_spread":0.2668897885904316,"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."}}