{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003262701,0.0007153449,0.001371233,0.0007776504,0.00008929586,0.00002842432,0.0001867569,0.0002782343,0.00007522271],"category_scores_gemma":[0.00005376108,0.0005858423,0.0002732989,0.0004937592,0.0001771083,0.00007968416,0.0006711049,0.0005098764,0.00006831362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069743,"about_ca_system_score_gemma":0.0004085391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712301,"about_ca_topic_score_gemma":0.0002268743,"domain_scores_codex":[0.996684,0.000231435,0.0008178524,0.001382382,0.0004554244,0.0004289037],"domain_scores_gemma":[0.9978408,0.0001741647,0.0003503017,0.001124251,0.0002921578,0.0002183658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006086553,0.001103927,0.9928823,0.001761868,0.0007397459,0.0001197151,0.0009288269,0.0000177256,0.0007021047,0.000421408,0.000001620027,0.0007121789],"study_design_scores_gemma":[0.003806538,0.0004810348,0.9536285,0.001265316,0.001248338,0.000009118135,0.000059315,0.001937762,0.03674484,0.0004139256,0.00005729252,0.0003480348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992359,0.001007615,0.00002164585,0.0002779955,0.0001530366,0.00420787,0.0001245072,0.0001522386,0.001696054],"genre_scores_gemma":[0.996698,0.0005391737,0.0003539849,0.00001120459,0.00004428115,0.001216942,0.0007989382,0.0001130908,0.0002244169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03925374,"threshold_uncertainty_score":0.9996593,"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."}}