{"id":"W4408078408","doi":"10.1016/j.sempedsurg.2025.151480","title":"Progenitor cells, ductular reactions, and biliary atresia","year":2024,"lang":"en","type":"review","venue":"Seminars in Pediatric Surgery","topic":"Pediatric Hepatobiliary Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Biliary atresia; Progenitor cell; Gastroenterology; Progenitor; Internal medicine; Pathology; Stem cell; Liver transplantation; Transplantation; Cell biology; Biology","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":[0.0005887727,0.000801072,0.002490374,0.001793374,0.00007033007,0.00005272987,0.0001182048,0.0006397935,0.00006813937],"category_scores_gemma":[0.0002813813,0.0006247726,0.001137412,0.001917358,0.00006573391,0.0001104339,0.0001570907,0.0007779577,0.0003127925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901596,"about_ca_system_score_gemma":0.001825714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007994734,"about_ca_topic_score_gemma":0.000002080027,"domain_scores_codex":[0.9962127,0.0002091561,0.001332119,0.001130251,0.0004759754,0.0006397668],"domain_scores_gemma":[0.9973444,0.001091455,0.000323599,0.0006994447,0.0000451775,0.0004959182],"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":[0.00003321465,0.0005990464,0.058148,0.09288557,0.000344886,0.007982005,0.00002074185,5.633193e-8,8.233607e-8,0.000002483695,0.07662147,0.7633625],"study_design_scores_gemma":[0.0002126163,0.0000566075,0.0005378712,0.008255107,0.01627374,0.0007232242,0.00001788038,0.000003864968,4.670647e-7,0.00003135818,0.9732619,0.0006253865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005085066,0.991145,1.590489e-7,0.00004026452,0.001832987,0.001326489,0.0002214198,0.0001755262,0.000173155],"genre_scores_gemma":[0.0002616674,0.9943007,0.0001106455,0.00002137096,0.003059324,0.0003996459,0.0005077454,0.0001711996,0.001167751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8966404,"threshold_uncertainty_score":0.9996204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050299963767648,"score_gpt":0.3146430870463348,"score_spread":0.2841400874086583,"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."}}