{"id":"W4400254205","doi":"10.20944/preprints202407.0186.v1","title":"Real-World Outcomes of Atezolizumab With Bevacizumab Treatment in Hepatocellular Carcinoma Patients: Effectiveness, Esophagogastroduodenoscopy Utilization and Bleeding Complications","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; McMaster University; Juravinski Cancer Centre; University of Calgary; University of Manitoba; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Esophagogastroduodenoscopy; Medicine; Hepatocellular carcinoma; Internal medicine; Gastroenterology; Varices; Bevacizumab; Atezolizumab; Esophageal varices; Surgery; Portal hypertension; Cancer; Endoscopy; Cirrhosis; Chemotherapy; Pembrolizumab","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002068575,0.0001767785,0.0004231395,0.0007122529,0.0002301718,0.0009361914,0.0003653945,0.0004575496,0.0004176618],"category_scores_gemma":[0.007633882,0.0001361985,0.0006251739,0.001211857,0.000454853,0.0006810757,0.0003796271,0.0005210673,0.00007141227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002688782,"about_ca_system_score_gemma":0.001171072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618223,"about_ca_topic_score_gemma":0.02333574,"domain_scores_codex":[0.9979199,0.0008021435,0.0003304982,0.0002434353,0.000454117,0.0002500731],"domain_scores_gemma":[0.9934499,0.001191421,0.003666418,0.0001994905,0.0007153541,0.0007774653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001372666,0.00007722947,0.9937981,0.00003740575,0.0002425846,0.00006033359,0.00004084649,0.000268051,0.00008342147,0.0000216968,0.0001036169,0.003894089],"study_design_scores_gemma":[0.00006633139,0.0006157366,0.9978912,0.00001701031,0.0001571644,0.0002013344,0.00009871922,0.0005555644,0.00008796285,0.00002191135,0.0002752739,0.00001183028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997144,0.001887836,0.00006578943,0.0001335034,0.000006861238,0.00001447883,0.0004000778,0.000002269466,0.0003450182],"genre_scores_gemma":[0.9991235,0.0002522057,0.00004602737,0.00004145236,0.00001493481,0.000007707514,0.0004826043,9.802059e-7,0.00003068922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01618223,"threshold_uncertainty_score":0.03217608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1493266015439525,"score_gpt":0.345837563975417,"score_spread":0.1965109624314646,"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."}}