{"id":"W4410720783","doi":"10.1245/s10434-025-17523-2","title":"ASO Visual Abstract: Impact of Anatomical Resection on Nontransplantable Recurrence Among Patients with Hepatocellular Carcinoma—An International Multicenter Inverse Probability of Treatment Weighting Analysis","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","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; Surgical oncology; Resection; Weighting; Radiology; Carcinoma; General surgery; Oncology; Internal medicine; Surgery","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":[0.005581365,0.0006185619,0.0007727841,0.0005666588,0.0002168215,0.0008881773,0.0008261978,0.000527922,0.007400288],"category_scores_gemma":[0.01671501,0.0002715621,0.003228726,0.0009173807,0.0002864813,0.0006258827,0.0007396639,0.001090796,0.0004689803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004618026,"about_ca_system_score_gemma":0.0005845198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004408127,"about_ca_topic_score_gemma":0.004817579,"domain_scores_codex":[0.9979026,0.001377659,0.0001007644,0.0002880782,0.0002051325,0.0001257572],"domain_scores_gemma":[0.9918331,0.004471733,0.001652217,0.0008608791,0.0006842094,0.0004977715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.051068,0.0006273207,0.8292928,0.0005790495,0.01963729,0.0002509032,0.0002073751,0.006236935,0.001173271,0.0009508036,0.02816395,0.06181232],"study_design_scores_gemma":[0.004188993,0.003648125,0.9511727,0.0001593905,0.01615926,0.0004509797,0.0003657206,0.01608937,0.0007111168,0.001485692,0.005452549,0.0001162502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809117,0.001764441,0.003580698,0.00203854,0.0002880432,0.0001111861,0.008460891,0.00004124036,0.002803244],"genre_scores_gemma":[0.9921887,0.0002782884,0.001075532,0.0002854998,0.0003437668,0.00006253384,0.004149979,0.00005647516,0.001559246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007400288,"threshold_uncertainty_score":0.02951741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0661807899525936,"score_gpt":0.3538075680952796,"score_spread":0.287626778142686,"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."}}