{"id":"W4376271948","doi":"10.1007/s00464-023-10062-5","title":"Major hepatectomy in elderly patients: possible benefit from robotic platform utilization","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Perioperative; Hepatectomy; Interquartile range; Abdominal surgery; Surgery; Concomitant; Hepatology; Retrospective cohort study; Laparoscopy; Robotic surgery; Continuous variable; Vascular surgery; General surgery; Internal medicine; Cardiac surgery; Resection","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":[0.000260975,0.0002455677,0.0003344721,0.0003000989,0.0002383957,0.0005950048,0.0001287333,0.000272186,0.002002195],"category_scores_gemma":[0.001100021,0.00008167557,0.0005939529,0.0003587294,0.0001747323,0.0005010847,0.0002804144,0.0003216756,0.0002236792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190685,"about_ca_system_score_gemma":0.0002109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004667401,"about_ca_topic_score_gemma":0.001131407,"domain_scores_codex":[0.99988,0.00002681282,0.00001394508,0.00002439273,0.00001628477,0.00003857413],"domain_scores_gemma":[0.9996213,0.00008594096,0.0001575741,0.00001961407,0.00003000445,0.00008562428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003382875,0.0001626106,0.9060463,0.0003306593,0.0006015356,0.002919985,0.0001152076,0.0005654772,0.003069914,0.0004353709,0.0006742574,0.08169575],"study_design_scores_gemma":[0.00006201828,0.00143934,0.9876509,0.0001272711,0.0008169512,0.00475206,0.0005721931,0.000770755,0.000533657,0.0009405459,0.002307543,0.00002678954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843603,0.01087964,0.0006541159,0.0005683556,0.0001176401,0.00001103653,0.0002223254,0.000009397734,0.00317714],"genre_scores_gemma":[0.9966595,0.002241206,0.0002660375,0.0001277841,0.0002098766,0.000004932097,0.0001623208,0.00000247886,0.0003259417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002002195,"threshold_uncertainty_score":0.006698072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06952746884432559,"score_gpt":0.2840767026260687,"score_spread":0.2145492337817431,"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."}}