{"id":"W4415437568","doi":"10.1097/js9.0000000000003583","title":"Abstracts of the International Society of Liver Surgeons, 6th Congress of International Advanced HBP Surgery 2025 (ISLS 2025)","year":2025,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001333544,0.0002138857,0.0007716049,0.0006455641,0.00003093797,0.00002460576,0.0005749542,0.0001409376,0.0005044434],"category_scores_gemma":[0.0008972569,0.0001635713,0.001541559,0.0003085583,0.0002437692,0.0003001363,0.0001763812,0.0003044837,0.000003661089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147173,"about_ca_system_score_gemma":0.001169339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451799,"about_ca_topic_score_gemma":0.00001009737,"domain_scores_codex":[0.9963173,0.00008087493,0.001832192,0.0001975992,0.001385298,0.0001867358],"domain_scores_gemma":[0.9934504,0.001667909,0.001891386,0.000237445,0.002667833,0.00008504294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007485339,0.0006626591,0.9221625,0.0001301631,0.002908639,0.0001146172,0.0001142866,0.00005065249,0.009455459,0.0001639206,0.05402258,0.009465976],"study_design_scores_gemma":[0.001768721,0.00005020381,0.8030472,0.003304787,0.0003506021,0.0001589849,0.0002266953,0.0005363443,0.1640229,0.0002218645,0.02612174,0.0001899619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837225,0.001625386,0.0001097967,0.005685732,0.006702045,0.0001735961,0.0001359959,0.000008232451,0.001836695],"genre_scores_gemma":[0.9938776,0.00341482,0.0004057742,0.000335014,0.0002379817,0.000006389543,0.00006672845,0.0000159883,0.001639726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1545674,"threshold_uncertainty_score":0.6670244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0815568309090616,"score_gpt":0.2921736473959218,"score_spread":0.2106168164868602,"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."}}