{"id":"W4312785223","doi":"10.1016/j.hpb.2022.05.254","title":"Minimally Invasive Liver Resections for Hepatocelullar Carcinoma on Metabolic Syndrome: A Western Perspective on a Rising Disease","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Perspective (graphical); Disease; Metabolic syndrome; Carcinoma; Surgery; General surgery; Internal medicine","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":[0.0005579835,0.000352178,0.0005409811,0.0006952722,0.0003638724,0.001095489,0.0002778924,0.001087909,0.002185402],"category_scores_gemma":[0.0008093898,0.0001144015,0.0004349503,0.0005839964,0.0009653866,0.001758379,0.0007134693,0.002905894,0.000416009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358801,"about_ca_system_score_gemma":0.0007989533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039817,"about_ca_topic_score_gemma":0.003411524,"domain_scores_codex":[0.9997947,0.00005636123,0.0000341605,0.00002880149,0.00005491661,0.00003107275],"domain_scores_gemma":[0.9993733,0.0002334645,0.0001071018,0.0000212128,0.0001370095,0.0001279629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00082631,0.0002641274,0.01337259,0.002303893,0.0002881665,0.003507145,0.0003965892,0.0003746469,0.009407405,0.02276465,0.04655094,0.8999436],"study_design_scores_gemma":[0.0002792588,0.002034974,0.1078251,0.01132779,0.00104655,0.02450048,0.003758733,0.001339457,0.002738421,0.05269072,0.7922105,0.0002478803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01655996,0.8324897,0.002116391,0.1298767,0.006200009,0.00000920834,0.00005103384,0.00004294547,0.012654],"genre_scores_gemma":[0.1284078,0.7853112,0.00336893,0.04239818,0.0359412,0.00002399906,0.00009720991,0.00003317187,0.004418457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002185402,"threshold_uncertainty_score":0.007310927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03380501655633868,"score_gpt":0.2876147702442421,"score_spread":0.2538097536879034,"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."}}