{"id":"W4405650894","doi":"10.1016/j.hpb.2024.12.015","title":"Machine learning based prediction model for bile leak following hepatectomy for liver cancer","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatectomy; Bile leak; Leak; Liver cancer; Cancer; Internal medicine; Oncology; Surgery; Resection; Bile duct","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":[0.0009970792,0.0006691177,0.0009240302,0.0009724461,0.0002991414,0.0009336491,0.0007263366,0.0008770073,0.002037999],"category_scores_gemma":[0.002229082,0.0002268155,0.0008199891,0.0004747056,0.0002001264,0.0004753103,0.0003837503,0.001025548,0.000491356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006237469,"about_ca_system_score_gemma":0.0007818651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380598,"about_ca_topic_score_gemma":0.008686458,"domain_scores_codex":[0.9997481,0.00004794236,0.00003265888,0.00007213424,0.00003878098,0.00006050555],"domain_scores_gemma":[0.9990062,0.0005529248,0.0001253037,0.00003976569,0.0002177419,0.00005817816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00213666,0.001198048,0.2940932,0.0002359672,0.0005895657,0.0008295225,0.0001383507,0.5400987,0.002916104,0.0009970394,0.005206541,0.1515604],"study_design_scores_gemma":[0.00001577034,0.0001297653,0.01300533,0.00001224743,0.000067883,0.00007299458,0.00001834115,0.9859013,0.0002757355,0.0003521803,0.0001374405,0.00001096913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910696,0.001986363,0.08111291,0.001323852,0.0003027251,0.00009387517,0.002131721,0.0005802318,0.001772542],"genre_scores_gemma":[0.99406,0.0002632313,0.003240189,0.00003468513,0.00005226834,0.00004598255,0.00107294,0.000007905208,0.00122278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01380598,"threshold_uncertainty_score":0.02745128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08055571852763987,"score_gpt":0.2881604973206043,"score_spread":0.2076047787929645,"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."}}