{"id":"W4313455296","doi":"10.1111/petr.14461","title":"International practice heterogeneity in pre‐transplant management of pulmonary hypertension related to pediatric left heart disease","year":2023,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Cardiology; Vascular resistance; Pulmonary hypertension; Heart transplantation; Internal medicine; Dilated cardiomyopathy; Heart failure; Cardiomyopathy; Ventricular assist device; Transplantation; Vasodilation; Intensive care medicine; Hemodynamics","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":[0.000621389,0.0002256215,0.000325947,0.0008463748,0.00005725396,0.00001424861,0.0001394423,0.0001062539,0.00004633572],"category_scores_gemma":[0.00003884588,0.0002181172,0.0001380668,0.001089613,0.00001654827,0.000280539,0.00001491147,0.0002009974,0.00007969439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004488193,"about_ca_system_score_gemma":0.00006312849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005685245,"about_ca_topic_score_gemma":0.000007238958,"domain_scores_codex":[0.9976417,0.0001529026,0.0007222354,0.0004883138,0.0006747071,0.0003201523],"domain_scores_gemma":[0.9989333,0.0003522522,0.0001177259,0.0002437569,0.0001187516,0.0002341875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002909786,0.0003770673,0.9881775,0.002074603,0.00005693483,0.002000056,0.001095915,0.001595415,0.0006617652,0.0001120505,0.0000901455,0.0008487602],"study_design_scores_gemma":[0.001866063,0.00008196733,0.9949438,0.00011963,0.001320969,0.0002628302,0.00006260093,0.0006735298,0.0002347401,0.0000720074,0.0001516687,0.0002101924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926293,0.0002698923,0.002119988,0.002512372,0.0006076659,0.0008867305,0.0002088984,0.0001792519,0.0005859387],"genre_scores_gemma":[0.9615088,0.0303513,0.00671355,0.0002951497,0.000143252,0.00004882561,0.000770322,0.00003531272,0.000133495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03112047,"threshold_uncertainty_score":0.8894563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342975631608944,"score_gpt":0.3283046292841216,"score_spread":0.3048748729680321,"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."}}