{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004636104,0.0005539736,0.001430757,0.003625819,0.000363013,0.00236574,0.0008411286,0.0007487622,0.003211675],"category_scores_gemma":[0.0130013,0.0002238808,0.0004906903,0.003710278,0.0006558247,0.004128238,0.00123366,0.001837804,0.0008918614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265309,"about_ca_system_score_gemma":0.001154679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004179072,"about_ca_topic_score_gemma":0.004324655,"domain_scores_codex":[0.9984023,0.0005984543,0.0003390798,0.000200064,0.0003385394,0.0001216448],"domain_scores_gemma":[0.9912575,0.003951683,0.001927808,0.0003612918,0.001799386,0.0007023944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004827871,0.0003126829,0.6559675,0.001450057,0.0001903278,0.0002985942,0.0008244651,0.001215219,0.0004854941,0.005088046,0.02731508,0.3063698],"study_design_scores_gemma":[0.00004279888,0.0004183898,0.9511826,0.002654983,0.0001878865,0.001723104,0.001721633,0.002798088,0.0002976021,0.009797421,0.02909241,0.00008312469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4217914,0.3924077,0.02901316,0.08228321,0.001866126,0.0003125307,0.0141196,0.0005709109,0.05763543],"genre_scores_gemma":[0.8536172,0.1146944,0.01359152,0.002495501,0.003264084,0.000257388,0.009363552,0.00009559656,0.002620735],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004636104,"threshold_uncertainty_score":0.02451837,"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."}}