{"id":"W2894464379","doi":"10.1183/13993003.00497-2018","title":"Risk assessment in scleroderma patients with newly diagnosed pulmonary arterial hypertension: application of the ESC/ERS risk prediction model","year":2018,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Heart, Lung, and Blood Institute; Merck Sharp and Dohme; Scleroderma Foundation","keywords":"Medicine; Risk stratification; Cardiology; Internal medicine; Pulmonary hypertension; Scleroderma (fungus); 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":[0.001658079,0.0003016516,0.0005411686,0.0003971024,0.0001795021,0.0006954402,0.0003309137,0.0007430642,0.001437504],"category_scores_gemma":[0.009557025,0.00008712665,0.0005109872,0.0003875133,0.00009348033,0.0004055583,0.0002957512,0.0013894,0.0006424711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349547,"about_ca_system_score_gemma":0.0004409897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500843,"about_ca_topic_score_gemma":0.002506786,"domain_scores_codex":[0.9993193,0.0003680199,0.00007559892,0.00005908597,0.0001409517,0.00003705921],"domain_scores_gemma":[0.997978,0.001250207,0.000150566,0.0001009462,0.0003776407,0.0001426604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002045867,0.0002817038,0.6284075,0.000146875,0.0003708284,0.002696956,0.0002505877,0.01169299,0.0005414181,0.002329664,0.06713677,0.2840989],"study_design_scores_gemma":[0.001054469,0.001307642,0.43401,0.001112943,0.0008388233,0.01156732,0.0008292594,0.4652233,0.001417219,0.03627258,0.04619635,0.0001700968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7998291,0.01414842,0.04214879,0.1073007,0.00284932,0.0004210096,0.004167415,0.0003518449,0.02878346],"genre_scores_gemma":[0.9704254,0.003004274,0.0169467,0.003296225,0.002469314,0.0001580461,0.001646403,0.00003511749,0.002018483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001658079,"threshold_uncertainty_score":0.008768857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214962149268369,"score_gpt":0.2492164236977477,"score_spread":0.227066802205064,"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."}}