{"id":"W4414313058","doi":"10.1159/000548043","title":"Surgery for Multifocal Intrahepatic Cholangiocarcinoma","year":2025,"lang":"en","type":"review","venue":"Digestive Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intrahepatic Cholangiocarcinoma; Surgical resection; Resection; Curative treatment; Hepatectomy; Overall survival","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006785128,0.0009481324,0.005947703,0.001153758,0.0002002015,0.00005845374,0.0001673926,0.0005244737,0.0000437172],"category_scores_gemma":[0.00306274,0.0007706176,0.004114337,0.0008853853,0.000193375,0.00009427564,0.0001400448,0.0005571758,0.00006993138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004165428,"about_ca_system_score_gemma":0.002512054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005301622,"about_ca_topic_score_gemma":0.00000542581,"domain_scores_codex":[0.9962457,0.0001801483,0.00129503,0.001043132,0.0003729407,0.0008630421],"domain_scores_gemma":[0.9853644,0.01282264,0.0004645764,0.0007342413,0.0003386403,0.0002755059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008666552,0.0001390678,0.01744079,0.05756084,0.001170137,0.0002011456,0.00004618219,4.415386e-8,6.063114e-8,0.00001566861,0.1013575,0.8219819],"study_design_scores_gemma":[0.0002628475,0.00004517016,0.01367116,0.0448832,0.004083514,0.0001126307,0.00002610979,0.000003986486,0.000002196367,0.000009785907,0.9361999,0.0006995135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000647751,0.9932826,0.0001701784,0.0001733727,0.002035798,0.002385726,0.0004288425,0.0002042607,0.001254489],"genre_scores_gemma":[0.0004124646,0.9922248,0.0001158598,0.0003192904,0.001120101,0.001899272,0.001720286,0.0001384491,0.002049461],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8348424,"threshold_uncertainty_score":0.9994745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09199450878912525,"score_gpt":0.3599009172636015,"score_spread":0.2679064084744762,"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."}}