{"id":"W4288884804","doi":"10.1101/2022.07.29.22278210","title":"Prognostic implications of Global Longitudinal Strain versus Ejection Fraction in End-stage Renal Disease: a systematic review protocol","year":2022,"lang":"en","type":"review","venue":"medRxiv","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Cardiology; Ejection fraction; End stage renal disease; Dialysis; Speckle tracking echocardiography; Subclinical infection; Hemodialysis; Kidney disease; Heart failure; Renal function; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03009522,0.004010074,0.01751492,0.01247154,0.002822516,0.005032182,0.004311211,0.004581188,0.04857127],"category_scores_gemma":[0.03940738,0.003539443,0.0127697,0.01031874,0.003469015,0.005290776,0.004259375,0.002875452,0.004057637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008875063,"about_ca_system_score_gemma":0.04057997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005580944,"about_ca_topic_score_gemma":0.01365637,"domain_scores_codex":[0.9881338,0.004046075,0.003841939,0.001404846,0.001931139,0.0006421467],"domain_scores_gemma":[0.9835441,0.006521307,0.004445283,0.001182341,0.003541604,0.0007654246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001685488,0.0001058395,0.0006147963,0.9752711,0.002952766,0.0002003631,0.0005061113,0.0002847235,0.0004680591,0.0009962935,0.005511731,0.01140277],"study_design_scores_gemma":[0.01486795,0.001841643,0.007816764,0.8248814,0.05152593,0.0006062045,0.00125205,0.0009271759,0.001188182,0.002942888,0.0917858,0.0003639847],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00256963,0.019351,0.002313192,0.0008968987,0.0003423929,0.9600995,0.01307124,0.0002123445,0.001143762],"genre_scores_gemma":[0.003018965,0.009265507,0.003219338,0.0007227016,0.00005708362,0.9808742,0.002028934,0.00001803263,0.0007951929],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04857127,"threshold_uncertainty_score":0.162487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07690807780223595,"score_gpt":0.3999392163521983,"score_spread":0.3230311385499623,"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."}}