{"id":"W7162975816","doi":"","title":"Primary biliary Cholangitis:Towards a better understanding of patient outcomes","year":2025,"lang":"en","type":"dissertation","venue":"EUR Research Repository (Erasmus University Rotterdam)","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bilirubin; Normalization (sociology); Albumin; Clinical endpoint; Primary biliary cirrhosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003893111,0.0003786524,0.0008090761,0.001368578,0.0006821391,0.00007340137,0.0005102815,0.000391428,0.0001058497],"category_scores_gemma":[0.0001136487,0.0003783627,0.0005616772,0.0007049973,0.0002087468,0.0002623401,0.0003469155,0.001514479,0.00001704266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001824836,"about_ca_system_score_gemma":0.001796012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001720885,"about_ca_topic_score_gemma":0.00003964196,"domain_scores_codex":[0.996112,0.0006892339,0.0004609973,0.0006603443,0.001493137,0.0005842668],"domain_scores_gemma":[0.9974984,0.000261057,0.0002511926,0.0009816783,0.0006861471,0.0003215155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02847242,0.00753801,0.6748939,0.02820421,0.0103177,0.01791039,0.01875276,0.00001334012,0.05113038,0.002389035,0.1356182,0.02475964],"study_design_scores_gemma":[0.006289517,0.001478798,0.9341884,0.004497941,0.001126202,0.00005381916,0.02069856,0.00003002775,0.01040097,0.0002854175,0.02010325,0.0008470728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8746306,0.0004410337,0.00001270627,0.000477005,0.0006720547,0.00110009,0.0001034483,0.00007889451,0.1224841],"genre_scores_gemma":[0.9221482,0.0002568746,0.0001268316,0.0002175132,0.0001077847,0.000007635284,0.00108717,0.00005341575,0.07599461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2592945,"threshold_uncertainty_score":0.9998668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865270179004358,"score_gpt":0.307722820438286,"score_spread":0.2590701186482424,"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."}}