{"id":"W4412458809","doi":"10.1016/j.jss.2025.06.041","title":"Patient Perspectives on Weight Management and Wellness After Liver Transplantation: A Convergent Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health; American Society of Transplantation","keywords":"Liver transplantation; Transplantation; Medicine; Intensive care medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001100962,0.0001067732,0.0002890346,0.0004516371,0.00008548134,0.00003114914,0.00005557351,0.00004020971,0.0002874588],"category_scores_gemma":[0.00001674119,0.00006607832,0.0001180303,0.0003132208,0.00007650599,0.00005652368,0.00002221202,0.0003353746,0.000009146686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001040682,"about_ca_system_score_gemma":0.00004706522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007572577,"about_ca_topic_score_gemma":0.000001418087,"domain_scores_codex":[0.9979025,0.0005874782,0.0003595419,0.0001870705,0.0007766375,0.0001868411],"domain_scores_gemma":[0.9988002,0.0006013049,0.00005240673,0.0001122273,0.0002678971,0.000166025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08309972,0.01900388,0.1811401,0.004011298,0.008076245,0.2186528,0.03455673,0.0000337343,0.000110802,0.01756626,0.00103614,0.4327124],"study_design_scores_gemma":[0.02250094,0.006971275,0.920875,0.002203073,0.0009578064,0.001273906,0.02531366,0.00006693322,0.00317813,0.0005474241,0.0159064,0.0002054144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892176,0.002268596,0.0004962859,0.001302605,0.0001709682,0.000577099,0.000004041446,0.00000474036,0.005958099],"genre_scores_gemma":[0.9835737,0.01376893,0.001212174,0.00003599639,0.000034369,0.0000277387,0.000001260648,0.000006686978,0.001339201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.739735,"threshold_uncertainty_score":0.3147472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519850619649639,"score_gpt":0.434273597637609,"score_spread":0.3890750914411126,"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."}}