{"id":"W2990243691","doi":"10.1007/s11695-019-04290-9","title":"The Effect of Bariatric Surgery on Migraines: a Systematic Review and Meta-analysis","year":2019,"lang":"en","type":"review","venue":"Obesity Surgery","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Alberta Hospital","funders":"","keywords":"Medicine; Migraine; Headaches; Obesity; Meta-analysis; Weight loss; Surgery; Anesthesia; 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":["metaepi_broad"],"category_scores_codex":[0.007949652,0.0007699567,0.02973807,0.0008249906,0.0001550546,0.00002644658,0.0001593066,0.0002483969,0.000098837],"category_scores_gemma":[0.005817414,0.0003337561,0.01619349,0.001960199,0.00009673841,0.00003088165,0.00009979303,0.0004181848,0.0000979216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005317733,"about_ca_system_score_gemma":0.0002320574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007262993,"about_ca_topic_score_gemma":0.00002349022,"domain_scores_codex":[0.9941221,0.002170354,0.002122908,0.0005769457,0.0006172845,0.0003903533],"domain_scores_gemma":[0.9614627,0.03524376,0.001526603,0.001489538,0.0001484734,0.0001289539],"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":[0.00000593962,0.0000267718,0.0003433044,0.7889342,0.18211,0.00001499148,0.000007042835,9.646375e-9,2.018641e-9,0.000004079079,0.02808036,0.0004732934],"study_design_scores_gemma":[0.00002826115,0.00004966213,0.0000343571,0.07312889,0.8217116,0.00003476156,0.000003934684,2.362873e-7,1.423675e-7,6.686373e-7,0.1047894,0.0002181035],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001710609,0.9955711,0.000001026413,0.0003154593,0.00003748105,0.003769081,0.00005967036,0.00002963797,0.0001994324],"genre_scores_gemma":[0.00005401707,0.9929505,0.000002040669,0.0002441742,0.00005859361,0.0005119059,0.0000955841,0.00004607045,0.006037136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7158054,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09890789240989993,"score_gpt":0.3486097310188118,"score_spread":0.2497018386089118,"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."}}