{"id":"W3200776976","doi":"10.1101/2021.09.12.21263391","title":"Transjugular Intrahepatic Portosystemic Shunt and Locoregional Therapies in Patients Undergoing Orthotopic Liver Transplantation: A Protocol for a Retrospective, Linked United Network for Organ Sharing Cohort","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Transjugular intrahepatic portosystemic shunt; Perioperative; United Network for Organ Sharing; Liver transplantation; Retrospective cohort study; Model for End-Stage Liver Disease; Proportional hazards model; Transplantation; Cohort; Internal medicine; Surgery; Intensive care medicine; Portal hypertension; Cirrhosis","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":[0.02323152,0.001698109,0.001728949,0.00341776,0.002079684,0.002345134,0.002411871,0.001632746,0.008608798],"category_scores_gemma":[0.02737361,0.001605359,0.002265266,0.005368722,0.001182983,0.001948264,0.002630722,0.001726223,0.002657439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00343972,"about_ca_system_score_gemma":0.01373302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005268489,"about_ca_topic_score_gemma":0.007619667,"domain_scores_codex":[0.984023,0.007945525,0.004016846,0.001992284,0.00138358,0.0006387499],"domain_scores_gemma":[0.9843211,0.002465583,0.003215518,0.003486895,0.005370537,0.001140332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05990727,0.01241045,0.5601588,0.02229908,0.005279753,0.004642277,0.00744371,0.01247395,0.006929946,0.0249431,0.1695041,0.1140075],"study_design_scores_gemma":[0.0243593,0.01103152,0.5944049,0.01303517,0.002308299,0.002387261,0.006484892,0.01241698,0.004346996,0.00822101,0.3202489,0.0007547466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0501259,0.001085352,0.02183666,0.0008588526,0.0003042728,0.8534188,0.06749681,0.0001243479,0.004749152],"genre_scores_gemma":[0.03159104,0.0006478857,0.01515932,0.0005348478,0.00007813665,0.9248251,0.02642083,0.0000291184,0.0007137343],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02323152,"threshold_uncertainty_score":0.1228615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362540259831477,"score_gpt":0.2729982056789858,"score_spread":0.249372803080671,"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."}}