{"id":"W4382727810","doi":"10.3390/jcm12134349","title":"Risk Stratification in Pulmonary Arterial Hypertension, Update and Perspectives","year":2023,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Risk stratification; Intensive care medicine; Referral; Risk assessment; Lung transplantation; Stratification (seeds); Transplantation; Internal medicine; Family medicine","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":[0.002115741,0.0008036696,0.001925237,0.00296415,0.0002442582,0.001534575,0.0009889539,0.001407163,0.003514641],"category_scores_gemma":[0.003968323,0.0003257552,0.001354243,0.002955644,0.0005336974,0.001408678,0.0008149745,0.002132215,0.001372188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000776841,"about_ca_system_score_gemma":0.001748699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757291,"about_ca_topic_score_gemma":0.003083472,"domain_scores_codex":[0.9992728,0.0001941257,0.0001840778,0.00008125423,0.0002313155,0.000036467],"domain_scores_gemma":[0.9974794,0.001636316,0.0002863079,0.00003676281,0.0004921714,0.00006902355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000110591,0.0000579518,0.0003555714,0.04612516,0.000349804,0.0001394341,0.0001120783,0.0002706905,0.0003289764,0.002668335,0.03509302,0.9143884],"study_design_scores_gemma":[0.00005918933,0.0001598577,0.002138457,0.04891185,0.001063806,0.001644777,0.0001284702,0.0001935321,0.0001958498,0.003716493,0.9417433,0.00004447953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005075151,0.9989551,0.000058103,0.0004725169,0.0002066638,0.000003376003,0.00001706655,0.000002714226,0.0002336585],"genre_scores_gemma":[0.0003206565,0.9988737,0.0001377838,0.0002888424,0.0002455531,0.000004547223,0.0000248932,0.000001028844,0.0001031201],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003514641,"threshold_uncertainty_score":0.01175767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2653234900942947,"score_gpt":0.4868539670325462,"score_spread":0.2215304769382516,"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."}}