{"id":"W4412378971","doi":"10.1002/pul2.70130","title":"Pulmonary Hypertension Global Patient Survey: A Call to Action 2025","year":2025,"lang":"en","type":"letter","venue":"Pulmonary Circulation","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Heart Foundation","keywords":"Medicine; Call to action; Pulmonary hypertension; Action (physics); Intensive care medicine; Cardiology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000305452,0.0008011644,0.001094856,0.001253528,0.0003164463,0.00007217225,0.0002529973,0.001304209,0.000183513],"category_scores_gemma":[0.0004334489,0.0007355033,0.0004476935,0.002580552,0.00007119081,0.0002313909,0.0002677757,0.001422311,0.0006908735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439933,"about_ca_system_score_gemma":0.0007207868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027393,"about_ca_topic_score_gemma":0.00003091781,"domain_scores_codex":[0.9943588,0.0005456636,0.0008248677,0.001537947,0.001704035,0.001028707],"domain_scores_gemma":[0.9968558,0.000279413,0.000238703,0.001228447,0.0009047583,0.0004929027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001108016,0.0009961539,0.08891831,0.0005547022,0.000419698,0.04671321,0.000007060892,0.00006576266,0.000975171,0.000002308969,0.7861629,0.07407678],"study_design_scores_gemma":[0.0005106867,0.0003147063,0.683979,0.000653582,0.0003702028,0.00344185,0.00001053934,0.003111642,0.00003286781,0.0001488256,0.306854,0.0005720736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.178905,0.003102536,0.0004092506,0.7754767,0.0037496,0.008340562,0.002489572,0.0008023186,0.02672452],"genre_scores_gemma":[0.6005625,0.0002515677,0.0002550206,0.3670146,0.001436655,0.0002701216,0.02234372,0.0001065939,0.007759254],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5950608,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06376820684673962,"score_gpt":0.3184954039177963,"score_spread":0.2547271970710567,"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."}}