{"id":"W4308981516","doi":"10.1016/j.wneu.2022.11.049","title":"Clinical Outcomes of Bariatric Surgery Before Spinal Fusion: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Surgery; Retrospective cohort study; Spinal fusion; Cohort; Mortality rate; Spinal surgery; Randomized controlled trial; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003055673,0.0007589856,0.01499907,0.001373089,0.00007819015,0.00001311144,0.0004055329,0.0002400738,0.002676973],"category_scores_gemma":[0.006488089,0.0005124643,0.008391559,0.00213381,0.0001325963,0.00006701564,0.0004141316,0.00131404,0.0002002704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008981522,"about_ca_system_score_gemma":0.0007404069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007662939,"about_ca_topic_score_gemma":0.000003969763,"domain_scores_codex":[0.9899672,0.001903,0.006005518,0.0008823104,0.000733729,0.0005082066],"domain_scores_gemma":[0.9940005,0.001186541,0.002793917,0.001659038,0.00008451348,0.0002755205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008177301,0.0003033407,0.002258616,0.8965107,0.0003811861,0.001151408,0.000001580776,2.631028e-9,3.381106e-8,0.00003869964,0.03200604,0.06734021],"study_design_scores_gemma":[0.0001116817,0.0002741263,0.003466003,0.522604,0.01062478,0.001183087,0.000001531719,3.429508e-7,3.747673e-8,0.000003254179,0.4614131,0.000318005],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000352272,0.993279,0.000001367462,0.0002745148,0.002953833,0.00257792,0.00005305917,0.00009938633,0.0007256637],"genre_scores_gemma":[0.00002509277,0.9896041,0.00001899508,0.004818653,0.0002965936,0.0005853365,0.0002107126,0.000132775,0.004307763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4294071,"threshold_uncertainty_score":0.9997327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1380230177572206,"score_gpt":0.4093466443043175,"score_spread":0.2713236265470969,"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."}}