{"id":"W4385683800","doi":"10.1097/hc9.0000000000000218","title":"Distinct immune surveillance in primary biliary cholangitis and primary sclerosing cholangitis is linked with discrete cholangiocarcinoma risk","year":2023,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"Faculty of Medicine, Dalhousie University; Canadian Institutes of Health Research; Dalhousie University","keywords":"Primary sclerosing cholangitis; Medicine; Gastroenterology; Malignancy; Internal medicine; Intrahepatic bile ducts; Bile duct; Primary biliary cirrhosis; Incidence (geometry); Intrahepatic Cholangiocarcinoma; Immune system; Disease; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004440186,0.0002445056,0.0005666633,0.0002921108,0.0004713523,0.00004818546,0.0004664329,0.0001566307,0.0000347252],"category_scores_gemma":[0.0001707325,0.0002182036,0.0001094,0.0008430679,0.0005976913,0.0002310275,0.0007309322,0.000751687,0.00005668468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001532879,"about_ca_system_score_gemma":0.0001900773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001799928,"about_ca_topic_score_gemma":0.0003509428,"domain_scores_codex":[0.9981266,0.0004491668,0.0004362275,0.000380539,0.0001813526,0.000426073],"domain_scores_gemma":[0.9967908,0.0006203345,0.0001788729,0.002141371,0.0001044859,0.0001641767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001269858,0.0001741969,0.9940957,0.0001015085,0.00009965582,0.00004376808,0.0005153854,2.612937e-7,0.0003353014,0.00005076958,0.0003405678,0.004115865],"study_design_scores_gemma":[0.002375983,0.0001351776,0.9941991,0.000211194,0.00009613752,0.0001573578,0.000138292,0.0006277202,0.00001704238,0.0001125529,0.001688957,0.0002404693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849697,0.006055506,0.00002095423,0.003676074,0.00005236239,0.0005551328,0.0003918436,0.0002352591,0.004043157],"genre_scores_gemma":[0.9864799,0.009432533,0.001032746,0.0006698388,0.0000271549,0.0001125992,0.002043225,0.00004855149,0.0001534787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003889678,"threshold_uncertainty_score":0.8898086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507780092881193,"score_gpt":0.2664022085647506,"score_spread":0.2413244076359386,"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."}}