{"id":"W4405982415","doi":"10.1002/pul2.70027","title":"Precision Medicine for Pulmonary Vascular Disease: The Future Is Now (2023 Grover Conference Series)","year":2025,"lang":"en","type":"article","venue":"Pulmonary Circulation","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Heart, Lung, and Blood Institute; British Heart Foundation; National Center for Advancing Translational Sciences; Cardiovascular Medical Research and Education Fund; Hope Foundation; United Therapeutics Corporation; American Thoracic Society; U.S. Department of Veterans Affairs; American Heart Association; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Medicine; Precision medicine; Vascular Medicine; Intensive care medicine; Pulmonary disease; Series (stratigraphy); Internal medicine; Pathology","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":[0.0003798544,0.0003094244,0.0004108419,0.0003986826,0.0004542285,0.00003355837,0.0002289458,0.0001606233,0.0005944629],"category_scores_gemma":[0.0001827152,0.0001980323,0.0002563418,0.001089095,0.0001795463,0.0003178503,0.00009895595,0.0002445972,0.00007458862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431514,"about_ca_system_score_gemma":0.0002727536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003824926,"about_ca_topic_score_gemma":0.000006155946,"domain_scores_codex":[0.9976274,0.0001126424,0.0004104593,0.0006427685,0.000764901,0.0004418652],"domain_scores_gemma":[0.998017,0.0002074997,0.0001001983,0.0008593404,0.0005143919,0.0003015876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01218229,0.003630319,0.3099117,0.002482426,0.002003553,0.00371882,0.000242812,0.000173655,0.03046121,0.01164695,0.1170436,0.5065026],"study_design_scores_gemma":[0.00120714,0.0001467128,0.7826337,0.0003889748,0.0004282659,0.0001278006,0.00016258,0.01844627,0.0001023799,0.01158401,0.1845834,0.0001887273],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.378503,0.09699312,0.01435587,0.4358148,0.005023214,0.01966276,0.0007943265,0.0007912214,0.04806169],"genre_scores_gemma":[0.9805549,0.0022417,0.0001559312,0.002112446,0.0006423264,0.000400746,0.001012771,0.00003491216,0.01284432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6020519,"threshold_uncertainty_score":0.8075523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193385385878505,"score_gpt":0.2972702054668378,"score_spread":0.2753363516080528,"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."}}