{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000386568,0.0001448965,0.0002535926,0.0007192684,0.0001244395,0.0004711982,0.0001377106,0.0003080407,0.001575162],"category_scores_gemma":[0.0009204846,0.00007698568,0.0003563122,0.000639607,0.0002176187,0.0002633335,0.0002942858,0.0004050738,0.0002288848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751734,"about_ca_system_score_gemma":0.0002384001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006320631,"about_ca_topic_score_gemma":0.0006352766,"domain_scores_codex":[0.9997144,0.00008984699,0.00003709817,0.00004406007,0.0000629194,0.00005167279],"domain_scores_gemma":[0.9995963,0.0001246038,0.0001734102,0.00001200968,0.00004401976,0.00004977705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000595249,0.00008225826,0.8507819,0.0009665231,0.0003977344,0.00189903,0.0003622019,0.0001952783,0.004783922,0.001954949,0.002179716,0.1358013],"study_design_scores_gemma":[0.00001838936,0.0001755758,0.9708193,0.0004135224,0.0003017799,0.009578201,0.0003755937,0.000242592,0.0008501271,0.001404568,0.01580009,0.0000202236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6801406,0.3024768,0.002307503,0.002944207,0.0002498936,0.00004516114,0.0006002299,0.00004932668,0.01118631],"genre_scores_gemma":[0.9535569,0.0429925,0.001167718,0.0003620569,0.0003872271,0.00001899102,0.0004037257,0.000006011286,0.001104785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001575162,"threshold_uncertainty_score":0.005269468,"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."}}