{"id":"W2106379775","doi":"10.1002/bjs.4018","title":"Risk factors for perioperative morbidity and mortality after extended hepatectomy for hepatocellular carcinoma","year":2003,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":324,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"University of Toronto; Queen Mary University of London","keywords":"Medicine; Hepatocellular carcinoma; Hepatectomy; Perioperative; Carcinoma; Internal medicine; Surgery; General surgery; Gastroenterology; Oncology; Resection","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001868483,0.0001459305,0.0008912226,0.0001199654,0.0001751622,0.00004687392,0.00004385746,0.0001311058,0.0001328365],"category_scores_gemma":[0.002733007,0.0001337341,0.0003596856,0.00008564639,0.0001805831,0.0001442962,0.00001250861,0.0002820586,6.319605e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008643205,"about_ca_system_score_gemma":0.0005498699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002978185,"about_ca_topic_score_gemma":0.00003222825,"domain_scores_codex":[0.9984041,0.0002062125,0.0005764147,0.0002024545,0.0002644918,0.0003462553],"domain_scores_gemma":[0.997614,0.001131887,0.0002537991,0.0001172492,0.0005859544,0.0002971612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004693231,0.0001845081,0.9956716,0.0001555575,0.0002708442,0.0006916341,0.0001567695,2.012263e-7,0.0001943685,0.00001279908,0.0007199434,0.00147247],"study_design_scores_gemma":[0.001875024,0.0003322568,0.991673,0.0001621478,0.000422114,0.001793617,0.0003156834,0.0002764245,0.001405,0.0002841024,0.001324285,0.0001363365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928395,0.00394769,0.002063995,0.0000489598,0.0002107629,0.0006504501,0.000139338,0.000007309106,0.00009197481],"genre_scores_gemma":[0.9961417,0.001556364,0.001739105,0.000055209,0.0001701806,0.0000772508,0.00001122324,0.00002417729,0.0002247662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003998573,"threshold_uncertainty_score":0.5453519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06902400116578543,"score_gpt":0.3270334111066063,"score_spread":0.2580094099408209,"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."}}