{"id":"W4226517203","doi":"10.1097/sla.0000000000005057","title":"Efficacy and Safety of Migraine Surgery","year":2021,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Migraine; Headaches; Complication; Anesthesia; Chronic Migraine; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.001404229,0.0003833559,0.006303584,0.0005173877,0.00003900328,0.000004583555,0.00005402868,0.0002604075,0.0001642635],"category_scores_gemma":[0.002338287,0.0002964102,0.002038944,0.0005766436,0.000213535,0.00003519005,0.0001070898,0.0002706505,0.000005548142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006996803,"about_ca_system_score_gemma":0.0006746213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005919296,"about_ca_topic_score_gemma":0.000005029421,"domain_scores_codex":[0.9972358,0.0001712209,0.0015691,0.0003621746,0.0003274617,0.0003342688],"domain_scores_gemma":[0.9924417,0.005829433,0.0007133167,0.0004855514,0.0003798013,0.0001502424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005893995,0.0001918768,0.0007091704,0.05892825,0.001338767,0.0000952743,0.00006565508,7.976896e-9,8.890105e-7,0.00004203841,0.3341463,0.6044229],"study_design_scores_gemma":[0.00009466827,0.00002663987,0.001362233,0.05493778,0.0008712041,0.0000836278,0.00003283099,5.101523e-8,0.0000157005,0.000004871598,0.942368,0.0002024168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000618771,0.9972607,9.186253e-7,0.0007220346,0.00005412353,0.0003081658,0.0001024223,0.00001797071,0.0009149203],"genre_scores_gemma":[0.0001787178,0.9974664,0.00002565201,0.0001977238,0.0002456537,0.00001562987,0.0003025184,0.000046264,0.001521464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6082217,"threshold_uncertainty_score":0.9999488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5073715975209102,"score_gpt":0.4373841238281964,"score_spread":0.06998747369271385,"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."}}