{"id":"W3124366469","doi":"10.1093/neuros/nyaa544","title":"Stereotactic Radiosurgery for Perioptic Meningiomas: An International, Multicenter Study","year":2020,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Radiosurgery; Meningioma; Nuclear medicine; Surgery; 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":[0.002046009,0.0006024176,0.0003720926,0.0007659299,0.0005016864,0.00055964,0.0003260262,0.00040161,0.0008815738],"category_scores_gemma":[0.002540072,0.0002687277,0.000607064,0.001046815,0.0004649938,0.0005605075,0.0004504992,0.0005134612,0.0002489727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130181,"about_ca_system_score_gemma":0.0006082542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103493,"about_ca_topic_score_gemma":0.002392089,"domain_scores_codex":[0.999122,0.000368592,0.00008555163,0.0001832867,0.000143167,0.00009748273],"domain_scores_gemma":[0.9974679,0.0004188594,0.001353384,0.000224411,0.0001837606,0.0003517417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002356756,0.0005051027,0.9875852,0.00006992861,0.0004336769,0.0003468269,0.0003853241,0.0001265085,0.001600028,0.00004001469,0.0003697138,0.006180921],"study_design_scores_gemma":[0.0004901479,0.002087354,0.9936465,0.00003025446,0.00045727,0.001344787,0.0003775269,0.0001631776,0.0003406306,0.0000304418,0.00101754,0.00001442322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987646,0.00047387,0.0001103521,0.00004965601,0.000004859238,0.00003232818,0.0001517571,0.000003785208,0.0004088084],"genre_scores_gemma":[0.9988465,0.0004222154,0.0001335335,0.00005964606,0.00003730733,0.00004820653,0.0003931134,0.000004958065,0.00005455227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002103493,"threshold_uncertainty_score":0.01082045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776248829359673,"score_gpt":0.3192171733810392,"score_spread":0.2415922904450719,"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."}}