{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005686883,0.001105635,0.0007537428,0.001883326,0.001077872,0.004598822,0.001299955,0.0054061,0.03949898],"category_scores_gemma":[0.008457923,0.0003550508,0.001100824,0.0008950245,0.001327345,0.005030215,0.002550119,0.007281025,0.01422576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002063026,"about_ca_system_score_gemma":0.004129085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016307,"about_ca_topic_score_gemma":0.004746445,"domain_scores_codex":[0.9979447,0.0004496872,0.000169264,0.0002573989,0.0008794668,0.0002995006],"domain_scores_gemma":[0.9927939,0.002085497,0.0004357375,0.0002719247,0.002958881,0.00145404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006036798,0.00002003202,0.00008824309,0.0004550441,0.00001615778,0.0001118238,0.00005831439,0.00007096932,0.0004879427,0.004497669,0.8764538,0.1176796],"study_design_scores_gemma":[0.000006626402,0.00003476366,0.000203489,0.000525124,0.000009559088,0.0001905198,0.00004202931,0.00002886385,0.0001817311,0.002522178,0.9962434,0.00001174432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0006558318,0.4116033,0.002703086,0.1801681,0.3664634,0.0001059858,0.000477334,0.0003214439,0.03750162],"genre_scores_gemma":[0.009696215,0.3911284,0.005357123,0.1113637,0.3381539,0.0001787303,0.0009482609,0.0003881431,0.1427856],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03949898,"threshold_uncertainty_score":0.1321372,"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."}}