{"id":"W4414161817","doi":"10.1007/s00261-025-05196-0","title":"Standardized reporting of extrahepatic cholangiocarcinoma","year":2025,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Terminology; Standardization; Consistency (knowledge bases); Extrahepatic Bile Ducts; Malignancy; Clinical Practice; Hepatology","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"],"consensus_categories":[],"category_scores_codex":[0.0008358384,0.0005024938,0.006184795,0.0004713044,0.00007027532,0.000007226019,0.00021245,0.0004286662,0.0001032934],"category_scores_gemma":[0.002187964,0.0003780155,0.001569179,0.0004452804,0.0002471692,0.00002547313,0.0001374437,0.0005334102,0.00001227159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002275313,"about_ca_system_score_gemma":0.001276182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006068592,"about_ca_topic_score_gemma":0.000008000039,"domain_scores_codex":[0.9956354,0.000211402,0.002861445,0.0006203945,0.0002370091,0.0004342757],"domain_scores_gemma":[0.995701,0.0006866061,0.002568464,0.0007385342,0.0001919063,0.0001135261],"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":[0.0001939808,0.00005230761,0.001681811,0.04946529,0.001429963,0.0007006722,0.0001459978,6.136018e-8,0.000005486959,0.0001381652,0.003993105,0.9421932],"study_design_scores_gemma":[0.001713545,0.0006393199,0.002466999,0.02946508,0.01057618,0.004868334,0.00009838546,0.000002553479,0.00001541074,0.00007815233,0.9496014,0.0004746784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003604808,0.9870232,0.0001090344,0.00005811129,0.0005038527,0.001000174,0.00004458109,0.00004740908,0.01085318],"genre_scores_gemma":[0.0009773443,0.9959614,0.0009664988,0.00007551633,0.0003538615,0.0001673122,0.0001087802,0.00004363696,0.001345691],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9456083,"threshold_uncertainty_score":0.9998672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06816528108693472,"score_gpt":0.3939512014689168,"score_spread":0.3257859203819821,"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."}}