{"id":"W4411527821","doi":"10.1111/obr.13968","title":"Psychiatric and Cognitive Functioning After Metabolic and Bariatric Surgery: A Systematic Review and Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hamilton Health Sciences; University of Calgary; Impact; McMaster University; Population Health Research Institute","funders":"","keywords":"Meta-analysis; Medicine; Randomized controlled trial; Anxiety; Strictly standardized mean difference; Cognition; Psychiatry; Effects of sleep deprivation on cognitive performance; Systematic review; Depression (economics); Subgroup analysis; MEDLINE; Internal medicine","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":[0.004524329,0.001040966,0.02673796,0.001509149,0.0002034132,0.0001101789,0.0001001938,0.0003857653,0.0003207284],"category_scores_gemma":[0.002300511,0.0006374399,0.004698603,0.00455047,0.00008258916,0.0001561433,0.0001933631,0.000602092,0.00004659275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002812666,"about_ca_system_score_gemma":0.0002699103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002782772,"about_ca_topic_score_gemma":0.00001336808,"domain_scores_codex":[0.9933276,0.00234461,0.002501964,0.001119001,0.0002964046,0.000410442],"domain_scores_gemma":[0.9941177,0.003221054,0.001396732,0.0007640371,0.0001508796,0.0003495647],"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":[0.000004818781,0.00004369987,0.0008660661,0.8958699,0.07201666,0.0000168069,0.00001034276,7.407844e-10,3.839541e-10,0.00002488526,0.0003576039,0.03078918],"study_design_scores_gemma":[0.00009119413,0.00001184693,0.0004003744,0.1029652,0.7524247,0.000195453,0.00000325482,2.384525e-7,3.613729e-9,0.00000586805,0.1435177,0.0003842379],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002372948,0.9922674,0.00008130359,0.0001600274,0.0001398062,0.007058321,0.00007458676,0.00005071802,0.0001654487],"genre_scores_gemma":[0.000007450314,0.9937167,0.0002182886,0.001721733,0.00009389843,0.001880698,0.0001067306,0.00004133242,0.002213147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7929047,"threshold_uncertainty_score":0.9996077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822937077245671,"score_gpt":0.3260295927696374,"score_spread":0.2778002219971807,"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."}}