{"id":"W3205778648","doi":"10.1007/s11695-021-05687-1","title":"Quality of Life After Bariatric Surgery—a Systematic Review with Bayesian Network Meta-analysis","year":2021,"lang":"en","type":"review","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Meta-analysis; Sleeve gastrectomy; Weight loss; Quality of life (healthcare); MEDLINE; Gastric bypass; Surgery; Psychological intervention; Internal medicine; Obesity","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","insufficient_payload"],"consensus_categories":["metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.01578581,0.001408961,0.05960019,0.00137024,0.0001226273,0.00006341912,0.0003097498,0.0007512447,0.003448085],"category_scores_gemma":[0.006364943,0.0008673552,0.03442434,0.009921031,0.0001091596,0.0001567684,0.0001718451,0.0008461498,0.00007683616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001593813,"about_ca_system_score_gemma":0.003084477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001507847,"about_ca_topic_score_gemma":0.00005568226,"domain_scores_codex":[0.9821572,0.007039718,0.006842333,0.001332368,0.001701873,0.0009265334],"domain_scores_gemma":[0.9657082,0.02469241,0.004948183,0.003290933,0.0006596189,0.0007006468],"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":[0.00002413518,0.0002138285,0.01358028,0.7308438,0.2483529,0.0003112857,0.000005195126,8.165668e-7,5.614386e-10,0.00001768021,0.005652534,0.0009975431],"study_design_scores_gemma":[0.00005075813,0.000008113202,0.001021046,0.1517403,0.819289,0.00009547084,0.00000542299,5.427433e-7,3.381157e-8,0.000002400535,0.02702084,0.000766098],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000121116,0.9962516,0.0003086198,0.000191018,0.00041271,0.002465566,0.0001232466,0.0001027744,0.0001323373],"genre_scores_gemma":[0.0002554839,0.9951037,0.0002481352,0.001305297,0.0003648072,0.0007748528,0.0007786074,0.0001328556,0.001036216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5791035,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243604687433434,"score_gpt":0.3399806705360983,"score_spread":0.2156202017927549,"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."}}