{"id":"W4391650269","doi":"10.1111/obr.13702","title":"Gut peptides before and following Roux‐En‐Y gastric bypass: A systematic review and meta‐analysis","year":2024,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université du Québec en Outaouais; University of Ottawa","funders":"","keywords":"Ghrelin; Postprandial; Medicine; Appetite; Meta-analysis; Internal medicine; Roux-en-Y anastomosis; Gastric bypass; Gastroenterology; Peptide YY; Endocrinology; Obesity; Weight loss; Hormone; Insulin; Neuropeptide Y receptor","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.005059258,0.001143352,0.02725863,0.0007197865,0.0001314793,0.0001316175,0.0002543492,0.0003776986,0.0001572706],"category_scores_gemma":[0.001409373,0.0006031121,0.009800876,0.002844763,0.00004813866,0.0001446941,0.0002673461,0.0007965951,0.000340257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237757,"about_ca_system_score_gemma":0.0001539943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000180145,"about_ca_topic_score_gemma":0.00002456946,"domain_scores_codex":[0.9937383,0.00165567,0.002695051,0.001042675,0.0004155664,0.0004527171],"domain_scores_gemma":[0.9966464,0.000700063,0.001007297,0.001225432,0.00005474141,0.0003660405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[3.708546e-7,0.00002762778,0.00005003606,0.8780017,0.1067285,0.000110355,0.00002717554,1.867668e-9,5.382679e-9,0.00003570174,0.001230615,0.01378791],"study_design_scores_gemma":[0.00003622626,0.00002129716,0.000008506971,0.1857487,0.5622813,0.0003502362,0.000003719706,4.488747e-7,1.807426e-9,0.000008150126,0.2512982,0.0002431582],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001362804,0.9922377,0.00002092667,0.0002805432,0.0001284205,0.006997839,0.00004107446,0.00009225195,0.0001999221],"genre_scores_gemma":[0.000003380542,0.9915606,0.0005582537,0.0007713977,0.0001146061,0.0009608326,0.0001208168,0.00007805158,0.005832025],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.692253,"threshold_uncertainty_score":0.999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06317473860995189,"score_gpt":0.3575882642520705,"score_spread":0.2944135256421186,"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."}}