{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001207903,0.0004342147,0.0006391034,0.0005555467,0.0002944076,0.0006446403,0.0004445801,0.0004038779,0.001064141],"category_scores_gemma":[0.002898131,0.0002514681,0.001511776,0.000463016,0.0003267845,0.0003594334,0.0003475823,0.0004941355,0.0001728624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003674548,"about_ca_system_score_gemma":0.0003744515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001666414,"about_ca_topic_score_gemma":0.001630495,"domain_scores_codex":[0.9990661,0.0002978805,0.0000988459,0.0002287687,0.0001894038,0.0001191136],"domain_scores_gemma":[0.9977678,0.0004853553,0.000973632,0.0002850103,0.0001499374,0.0003381595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03660947,0.0007627247,0.9518743,0.00005044596,0.002022283,0.0002991041,0.0001807453,0.0001796965,0.001400877,0.00003634145,0.0002473642,0.006336602],"study_design_scores_gemma":[0.002076366,0.02260814,0.97079,0.00001716159,0.001424442,0.0007419827,0.0002890542,0.0007984795,0.0007313883,0.00004480006,0.0004560467,0.00002209952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996291,0.0001429776,0.00003143667,0.000008769064,0.000004507096,0.00001242515,0.00009022786,0.00000125901,0.00007919791],"genre_scores_gemma":[0.9996178,0.00006001353,0.00002714848,0.0000142049,0.00001159316,0.00001177167,0.0002159048,0.000001664117,0.00003978806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001666414,"threshold_uncertainty_score":0.006388068,"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."}}