{"id":"W4406480694","doi":"10.1111/obr.13893","title":"Barriers to and enablers of modifying diet after metabolic bariatric surgery: A systematic review of published literature","year":2025,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; University of British Columbia; Concordia University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Medicine; Systematic review; MEDLINE; Surgery; Biology; Biochemistry","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":[0.02829827,0.001553797,0.005583959,0.0165635,0.00119612,0.004258419,0.001892411,0.001985149,0.002783309],"category_scores_gemma":[0.1159128,0.001477568,0.005551109,0.01608176,0.001378204,0.004312922,0.002776843,0.001440586,0.0002915312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006648724,"about_ca_system_score_gemma":0.03034787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066511,"about_ca_topic_score_gemma":0.03191978,"domain_scores_codex":[0.9777462,0.009202207,0.008289217,0.0009378014,0.003232753,0.0005916723],"domain_scores_gemma":[0.8890588,0.08900572,0.0114033,0.001188156,0.008603754,0.0007402377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001184564,0.00001549417,0.001120775,0.9396799,0.002818276,0.0001920625,0.002262543,0.0000981179,0.0001607433,0.000423781,0.001414334,0.0516955],"study_design_scores_gemma":[0.00005282148,0.0001002986,0.00230213,0.9686494,0.01271174,0.0003067234,0.002474134,0.00004622086,0.0001426998,0.0003345754,0.01284952,0.00002979775],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003587514,0.9930093,0.0005664725,0.00100336,0.0001966181,0.0005127049,0.0004587544,0.00001418987,0.0006510596],"genre_scores_gemma":[0.02950042,0.9655141,0.00210787,0.0009035367,0.0000901315,0.00139484,0.0003043369,0.0000120155,0.0001725616],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02829827,"threshold_uncertainty_score":0.1496574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413389625983927,"score_gpt":0.300251148917624,"score_spread":0.2761172526577848,"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."}}