{"id":"W7132960131","doi":"","title":"Predictors of Early and Long-term Readmission of Patients following Liver Transplantation","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Liver transplantation; Observational study; Retrospective cohort study; Hospital readmission; Liver disease; Inclusion and exclusion criteria; Chronic liver disease; Transplantation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007972912,0.0002833056,0.0003009777,0.0006593918,0.0004563246,0.0007811807,0.0004748066,0.0005163528,0.001736763],"category_scores_gemma":[0.005161376,0.0001824356,0.0005037625,0.0009328345,0.0002762977,0.0005452468,0.0007304553,0.0009046748,0.0002265657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006100342,"about_ca_system_score_gemma":0.0007122855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062564,"about_ca_topic_score_gemma":0.01710386,"domain_scores_codex":[0.9991842,0.0001827626,0.0001858766,0.00009776272,0.0001781863,0.000171139],"domain_scores_gemma":[0.9936466,0.0008486575,0.003768722,0.0001359114,0.0004995994,0.001100563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002974113,0.00001035205,0.999587,0.000005226094,0.00001136118,0.00002726497,0.00002329373,0.00001448925,0.00001349259,0.00000279793,0.00004972904,0.0002254282],"study_design_scores_gemma":[0.000002071446,0.00004111397,0.9994943,0.000008958778,0.000007193016,0.0001380483,0.0001530697,0.00009822226,0.00001156738,0.000005138847,0.00003789533,0.000002351603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987587,0.0004013352,0.00003734772,0.0001109257,0.00001262428,0.000006630872,0.0003992709,0.000003369717,0.0002699527],"genre_scores_gemma":[0.9994573,0.00009298061,0.00002708116,0.00001717023,0.00001423579,0.000004123069,0.00033579,8.648994e-7,0.00005056874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01062564,"threshold_uncertainty_score":0.02112758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149223797613594,"score_gpt":0.2959104113165566,"score_spread":0.2844181733404206,"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."}}