{"id":"W3015227373","doi":"10.1016/j.cjco.2020.04.001","title":"Evaluation of the Impact of an Echocardiographic Diagnosis of Pulmonary Hypertension on Patient Outcomes","year":2020,"lang":"en","type":"article","venue":"CJC Open","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research; Queen's University; Canadian Vascular Network","keywords":"Medicine; Pulmonary hypertension; Cardiology; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000378535,0.0001101629,0.0005037665,0.00008347096,0.00003486896,0.000004444909,0.0002253056,0.00004667849,0.0001149495],"category_scores_gemma":[0.0004871699,0.00005624673,0.000290135,0.0003641817,0.00006948417,0.00009371375,0.0001695705,0.0000851173,0.00000438264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003666893,"about_ca_system_score_gemma":0.0001967025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006188291,"about_ca_topic_score_gemma":0.000002049197,"domain_scores_codex":[0.9981781,0.0002832565,0.0002654348,0.0001931986,0.0009594774,0.0001205034],"domain_scores_gemma":[0.9986181,0.00008880737,0.0001447491,0.0004705325,0.0005249659,0.0001528582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009237534,0.002153816,0.9338471,0.00003069944,0.0006436515,0.00009141477,0.00008255513,0.0002674213,0.007847836,0.000003798639,0.0006290653,0.05347892],"study_design_scores_gemma":[0.00181674,0.002595251,0.9761426,0.0001413832,0.000335061,0.00001728481,0.0000953072,0.005314017,0.01337809,0.00009599496,0.00001867528,0.00004955204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958584,0.0002459961,2.250493e-7,0.0009540552,0.00002775227,0.001367067,0.00006278925,0.000004782192,0.001478903],"genre_scores_gemma":[0.9995386,0.00008212407,0.0000383,0.0002302942,0.000007727449,0.00005425538,0.00003044667,0.00001182739,0.000006423838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05342936,"threshold_uncertainty_score":0.2293675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101655741451329,"score_gpt":0.3765699133016872,"score_spread":0.2749141718503583,"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."}}