{"id":"W3112403372","doi":"10.1227/neu.0000000000002569","title":"International Tuberculum Sellae Meningioma Study: Surgical Outcomes and Management Trends","year":2023,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Center for Advancing Translational Sciences; University of California, San Francisco; University of Oklahoma Health Sciences Center; Weill Cornell Medical College; Health Science Center, University of Tennessee; University of Toronto; Northwestern University; York University; Houston Methodist Hospital; University of Oklahoma; Washington University in St. Louis; Dalhousie University; University of Louisville; Vanderbilt University Medical Center; Tufts Medical Center; University of South Florida; Houston Methodist Research Institute; Cedars-Sinai Medical Center; Louisiana State University; Syracuse University; University of Pittsburgh; Ohio State University; Rush University; Università degli Studi di Napoli Federico II; University of Southern California; Tulane University; University of Pennsylvania; Temple University; Vanderbilt University; Brigham and Women's Hospital","keywords":"Medicine; Odds ratio; Cohort; Tuberculum sellae; Blindness; Cohort study; Retrospective cohort study; Surgery; Meningioma; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004324943,0.0001930179,0.0003339633,0.0007362494,0.00009276447,0.00007381926,0.0001017981,0.00003871902,0.0002579573],"category_scores_gemma":[0.00002840191,0.0001643152,0.0001336811,0.0006004412,0.00003602622,0.00007551332,0.0002595578,0.0001097672,0.0001237835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000032191,"about_ca_system_score_gemma":0.000007202523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007006769,"about_ca_topic_score_gemma":5.244646e-7,"domain_scores_codex":[0.9982479,0.00006075409,0.0003523723,0.0004601721,0.0005643375,0.0003144233],"domain_scores_gemma":[0.9993356,0.0001114394,0.00005626725,0.0003139994,0.00002826786,0.0001544126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001915292,0.000375943,0.882039,0.0000800597,0.00056114,0.05267195,0.0003181777,0.00001396411,0.0001130299,0.0009177839,0.04064139,0.02207601],"study_design_scores_gemma":[0.001704132,0.000150697,0.848191,0.0000218521,0.000128735,0.0004326314,0.0003040745,0.0008073172,0.000016456,0.00001563211,0.1480585,0.0001689519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280506,0.00001633758,0.000002768632,0.002639207,0.001026607,0.0002523917,0.00000367582,0.0003056496,0.06770274],"genre_scores_gemma":[0.9673005,0.00004499912,0.00006707459,0.0001443685,0.0001195106,0.00006227555,0.00003666967,0.00002646381,0.03219812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074172,"threshold_uncertainty_score":0.6700579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098906678277426,"score_gpt":0.306462120703119,"score_spread":0.2754730539203447,"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."}}