{"id":"W4381191409","doi":"10.3390/curroncol30060438","title":"Lymph Node Staging in Perihilar Cholangiocarcinoma: The Key to the Big Picture","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Duisburg-Essen","keywords":"Medicine; Lymph node; Klatskin tumor; Proportional hazards model; Grading (engineering); Retrospective cohort study; Lymph; Surgery; Dissection (medical); Primary tumor; Logistic regression; Clinical endpoint; Radiology; Metastasis; Internal medicine; Cancer; Resection; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003234169,0.0004105839,0.0004920316,0.000781861,0.0001820152,0.0008386184,0.0005020069,0.0005804689,0.000617318],"category_scores_gemma":[0.004167506,0.0001984139,0.0003095368,0.0007515954,0.0007405349,0.001683045,0.0004438501,0.001185362,0.0003615127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003266225,"about_ca_system_score_gemma":0.0005906758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856824,"about_ca_topic_score_gemma":0.004132255,"domain_scores_codex":[0.9994879,0.0002398982,0.00007454741,0.0000517337,0.0001049936,0.00004090775],"domain_scores_gemma":[0.9980726,0.0009950204,0.0002868773,0.0000942082,0.0002806006,0.0002707436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002086231,0.00009400255,0.5307161,0.001635562,0.0002901406,0.001422676,0.0004821086,0.001783062,0.004353645,0.002047394,0.03257494,0.4225142],"study_design_scores_gemma":[0.0004861557,0.002241992,0.8192158,0.006877077,0.001842075,0.02168945,0.00411498,0.01727852,0.002726662,0.01964927,0.1035569,0.0003210973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2987035,0.6148612,0.009956923,0.06724686,0.005317268,0.00003905582,0.0004117467,0.000136997,0.003326467],"genre_scores_gemma":[0.8123904,0.166274,0.005310052,0.004039278,0.009947298,0.00003232883,0.0003162573,0.00006933689,0.001621194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003234169,"threshold_uncertainty_score":0.01710409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144512029183478,"score_gpt":0.3784935101933695,"score_spread":0.2640423072750218,"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."}}