{"id":"W4220700492","doi":"10.1227/neu.0000000000001924","title":"Stereotactic Radiosurgery Compared With Active Surveillance for Asymptomatic, Parafalcine, and Parasagittal Meningiomas: A Matched Cohort Analysis From the IMPASSE Study","year":2022,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"National Institute for Health and Care Research","keywords":"Medicine; Asymptomatic; Radiosurgery; Cohort; Meningioma; Surgery; Radiological weapon; Radiology; Internal medicine; Radiation therapy","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":[0.00108918,0.0003625392,0.001163484,0.0003262726,0.0005354624,0.000129229,0.0001833538,0.00003130527,0.0001246611],"category_scores_gemma":[0.0001594631,0.000256697,0.0002913886,0.00121322,0.00008681116,0.0001248413,0.0001754714,0.0002671261,0.000002278651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166701,"about_ca_system_score_gemma":0.0001018155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002053749,"about_ca_topic_score_gemma":0.00003251134,"domain_scores_codex":[0.9968016,0.0005464602,0.0006193716,0.0007770023,0.0007860005,0.0004696098],"domain_scores_gemma":[0.9960554,0.00242594,0.0004051856,0.000833787,0.00009418228,0.0001854762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002412252,0.0004607268,0.9867544,0.00002685262,0.004908124,0.001186731,0.001149005,0.0002990165,0.0002220911,0.000007122989,0.002377724,0.0001959546],"study_design_scores_gemma":[0.002267294,0.0006139354,0.9842981,0.00001228514,0.002648586,0.0002202731,0.002879821,0.006246447,0.00004360523,0.00001155729,0.0004726625,0.0002854247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957272,0.0001372117,0.0002580469,0.0008356859,0.000256288,0.002394178,0.0001509981,0.0001258408,0.0001145863],"genre_scores_gemma":[0.9977755,0.000003536336,0.0001356075,0.000319731,0.00009177593,0.001193688,0.0002230806,0.00005612665,0.0002009767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00594743,"threshold_uncertainty_score":0.9999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148668157823524,"score_gpt":0.2646581203235738,"score_spread":0.2431714387453385,"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."}}