{"id":"W3190673962","doi":"10.1093/neuros/nyab291","title":"Stereotactic Radiosurgery for Olfactory Groove Meningiomas: An International, Multicenter Study","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Anosmia; Adverse effect; Nuclear medicine; Radiation therapy; Surgery; Internal medicine; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0004688481,0.0002504675,0.0004531856,0.0002808535,0.0001170842,0.0001405202,0.0001388427,0.00006241153,0.000331324],"category_scores_gemma":[0.0005487366,0.0002440909,0.0002799291,0.0002126223,0.00002949657,0.0004097561,0.00009989804,0.0001684929,0.0000305864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010413,"about_ca_system_score_gemma":0.0001133271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005973648,"about_ca_topic_score_gemma":0.000001812566,"domain_scores_codex":[0.9977227,0.0001641578,0.0005575801,0.0006763934,0.0004903656,0.0003887814],"domain_scores_gemma":[0.9982558,0.0003824901,0.0001615465,0.0007077558,0.0002467653,0.0002456673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001468397,0.004260619,0.9412444,0.0002216,0.001009698,0.02099811,0.001446224,0.0000233015,0.01632255,0.0002473963,0.009840552,0.002917157],"study_design_scores_gemma":[0.008396041,0.00133631,0.9101614,0.0001788131,0.0008366994,0.001225223,0.002923478,0.003703098,0.007557355,0.00008629736,0.06267914,0.0009161392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934053,0.00007601117,0.0001736892,0.0004368474,0.003545901,0.0007886763,0.00001382449,0.0001462926,0.001413457],"genre_scores_gemma":[0.9948248,0.000007973571,0.0004320566,0.0007457072,0.0004598534,0.0001402545,0.00010594,0.00006733472,0.003216069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05283859,"threshold_uncertainty_score":0.9953738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07985454871597031,"score_gpt":0.3215252093019447,"score_spread":0.2416706605859744,"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."}}