{"id":"W4407249342","doi":"10.1055/a-2446-2454","title":"S3-Leitlinie Diagnostik und Therapie biliärer Karzinome – Kurzversion","year":2025,"lang":"de","type":"article","venue":"Zeitschrift für Gastroenterologie","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gynecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006035571,0.001027496,0.001479574,0.0006314847,0.0004939523,0.0001606273,0.000825579,0.0005159865,0.0005268833],"category_scores_gemma":[0.0005897908,0.0008858903,0.0007708853,0.0006803026,0.0007015074,0.0002433005,0.00095683,0.001229984,0.001325064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389274,"about_ca_system_score_gemma":0.000400827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002599124,"about_ca_topic_score_gemma":0.0001140562,"domain_scores_codex":[0.9944775,0.0003232373,0.001093133,0.001538048,0.0006783725,0.001889784],"domain_scores_gemma":[0.9968896,0.0005063964,0.0003289366,0.001507277,0.0003410027,0.0004267663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002631098,0.001053141,0.8256164,0.0005596342,0.006268536,0.0005159082,0.0006835607,0.00002097949,0.001156289,0.0005399282,0.1510638,0.009890722],"study_design_scores_gemma":[0.008603857,0.002387509,0.5157025,0.001343771,0.004404456,0.000009727623,0.0006346123,0.00006977642,0.001776082,0.00005781751,0.4645227,0.0004871179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5192339,0.4100587,0.0004694979,0.0397118,0.01279778,0.001976387,0.0002397808,0.0005595527,0.01495258],"genre_scores_gemma":[0.9619382,0.01991518,0.0002623681,0.01375981,0.001765541,0.0001383473,0.0001442442,0.00009516896,0.001981157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4427043,"threshold_uncertainty_score":0.9994525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885440900061491,"score_gpt":0.3259388102129925,"score_spread":0.3070844012123776,"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."}}