{"id":"W4413438784","doi":"10.1016/j.hpb.2025.08.006","title":"The surgical burden score: a novel continuous metric to predict postoperative complications after hepatectomy for hepatocellular carcinoma","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Hepatectomy; Metric (unit); Surgery; Internal medicine; Resection; Operations management","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":[0.001055161,0.0007618934,0.0007542849,0.002363505,0.0002817188,0.001671409,0.0004881749,0.0007662161,0.001823697],"category_scores_gemma":[0.006232104,0.000180558,0.000625756,0.001890382,0.0003148087,0.0010851,0.001084414,0.0009523042,0.0006316921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006047416,"about_ca_system_score_gemma":0.0007098929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593103,"about_ca_topic_score_gemma":0.002136392,"domain_scores_codex":[0.9990928,0.0002355409,0.0001501978,0.0001050036,0.0003195322,0.0000968969],"domain_scores_gemma":[0.9965508,0.0007531565,0.001606913,0.0001263454,0.0005166453,0.0004462177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006722238,0.0001064318,0.9697738,0.00006753448,0.0002803966,0.0001052426,0.00005917635,0.001333905,0.0009251558,0.0002983668,0.002034725,0.02434294],"study_design_scores_gemma":[0.00007871436,0.0007824326,0.9731271,0.00005003088,0.0001608877,0.0006180309,0.0002375241,0.02088276,0.0006484148,0.0009170208,0.002429831,0.00006716647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979422,0.001466022,0.008003618,0.0007177684,0.0002352948,0.00009783445,0.006252242,0.0001495458,0.003655789],"genre_scores_gemma":[0.9906203,0.0003445438,0.004532082,0.00008348081,0.0002105306,0.00009821314,0.003483224,0.00001818907,0.0006094678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002363505,"threshold_uncertainty_score":0.006100833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04005846642524382,"score_gpt":0.2711296929550932,"score_spread":0.2310712265298494,"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."}}