{"id":"W4289012892","doi":"10.1101/2022.07.30.22278242","title":"PREDICTION OF ALL-CAUSE MORTALITY AND CARDIOVASCULAR EVENTS IN END STAGE RENAL DISEASE WITH CENTRAL HAEMODYNAMICS: A SYSTEMATIC REVIEW PROTOCOL","year":2022,"lang":"en","type":"review","venue":"medRxiv","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systematic review; End stage renal disease; Intensive care medicine; Population; Dialysis; Protocol (science); Meta-analysis; Guideline; Hemodynamics; MEDLINE; Disease; Internal medicine; Emergency medicine; Pathology; Alternative 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":[0.06593649,0.005356804,0.01981863,0.01292091,0.003942413,0.006883021,0.005408496,0.007106808,0.06728231],"category_scores_gemma":[0.0778781,0.005438633,0.01677047,0.01107413,0.005702219,0.007803023,0.005203981,0.005406777,0.009603322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01310568,"about_ca_system_score_gemma":0.07027207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006476256,"about_ca_topic_score_gemma":0.01376168,"domain_scores_codex":[0.9666321,0.0131814,0.01014183,0.00372275,0.004702015,0.001619849],"domain_scores_gemma":[0.9626872,0.0135753,0.008115495,0.004217478,0.009735961,0.001668597],"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":[0.003430116,0.0002499195,0.0009838243,0.9584804,0.003360272,0.0003725784,0.001185729,0.0006861407,0.0006817705,0.002537543,0.01285275,0.01517892],"study_design_scores_gemma":[0.0339046,0.002882208,0.01022867,0.7735426,0.03403581,0.0007990779,0.002502468,0.001851747,0.002029265,0.006845193,0.1307004,0.000678027],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007626599,0.003191593,0.001130861,0.0003158687,0.0001557128,0.9886313,0.005405323,0.0000838167,0.0003228155],"genre_scores_gemma":[0.0007540499,0.001225153,0.001719444,0.0001830569,0.00002106574,0.9951933,0.0006908813,0.000007221789,0.0002057676],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06728231,"threshold_uncertainty_score":0.3487096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294448776165582,"score_gpt":0.3515204536333724,"score_spread":0.2220755760168142,"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."}}