{"id":"W4416827897","doi":"10.1111/obr.70044","title":"Transforming Treatment: The Impact of Bariatric Surgery on Oral Drug Absorption","year":2025,"lang":"en","type":"article","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Pharmacy Research UK","keywords":"Drug; Bioavailability; Sleeve gastrectomy; Pharmacokinetics; Obesity; Weight loss; Body mass index; Laparoscopy","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":[0.001093476,0.0001779146,0.0008419402,0.0001717978,0.00009013584,0.000009421728,0.00006466494,0.00006090105,0.0002150537],"category_scores_gemma":[0.0002002062,0.0000861644,0.001026524,0.0006386621,0.00002745652,0.00006060388,0.000008124401,0.0001157716,0.00006890359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531075,"about_ca_system_score_gemma":0.000181017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004413802,"about_ca_topic_score_gemma":0.00002008371,"domain_scores_codex":[0.9988286,0.0002161451,0.0004925749,0.0001690397,0.0001101657,0.000183419],"domain_scores_gemma":[0.9988084,0.0005904481,0.000140267,0.0003746392,0.00003236281,0.00005383345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002567102,0.0006408658,0.5803636,0.0004344907,0.0002548133,0.000009427198,0.0002781857,0.000006209249,0.0002340376,0.0005791849,0.01713435,0.3998082],"study_design_scores_gemma":[0.001162322,0.0002230946,0.8734294,0.0007679089,0.001138897,0.00002094675,0.00003531537,0.00004598703,0.002146404,0.0002689183,0.1205454,0.0002154484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762675,0.01615219,0.00007544168,0.0008481566,0.0002865619,0.0009941682,0.000006270244,0.00003073487,0.005338987],"genre_scores_gemma":[0.9749541,0.02187333,0.00003737262,0.0002457242,0.00009552207,0.00002839907,0.00001852581,0.000008262192,0.002738808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995927,"threshold_uncertainty_score":0.3513682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04130695294195364,"score_gpt":0.3269317185718166,"score_spread":0.285624765629863,"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."}}