{"id":"W4285727509","doi":"10.21203/rs.3.rs-1808403/v1","title":"Histopathological features predicated long-term clinical outcomes in patients with vanishing bile duct syndrome","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Bile duct; Medicine; Term (time); Bile Duct Diseases; General surgery; Internal medicine; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004348276,0.0002186319,0.0002431566,0.0007619279,0.000354637,0.0004128776,0.0002132118,0.0002464985,0.0009793489],"category_scores_gemma":[0.001382923,0.0001526188,0.0002226958,0.0005005751,0.000420637,0.0003874584,0.0003708717,0.0002576608,0.0001190032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002418479,"about_ca_system_score_gemma":0.0002793092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148805,"about_ca_topic_score_gemma":0.001293942,"domain_scores_codex":[0.9998048,0.00005297186,0.00002796761,0.00003494965,0.00002702402,0.00005224724],"domain_scores_gemma":[0.9986978,0.0002482104,0.0005821009,0.00005026673,0.0001060506,0.000315648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005353844,0.00000348526,0.9992651,0.000001978777,0.000005498531,0.0002232388,0.00001224663,0.00002210619,0.0001130999,0.000005060231,0.000009254844,0.0002853215],"study_design_scores_gemma":[0.000004657555,0.00007147927,0.9980388,0.000003245394,0.00001265907,0.001396701,0.0001119346,0.0001808766,0.00008099485,0.00003998954,0.00005546473,0.000003186273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996741,0.0001200248,0.00003492725,0.00001345885,0.000002027774,0.000001906929,0.00004452462,0.00000124873,0.0001077455],"genre_scores_gemma":[0.999817,0.00003117861,0.00002292451,0.000003839981,0.000005281746,0.000001494197,0.00008911996,3.585902e-7,0.00002898046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001148805,"threshold_uncertainty_score":0.003276169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0714837466700833,"score_gpt":0.4219648298510808,"score_spread":0.3504810831809975,"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."}}