{"id":"W6957517325","doi":"10.60692/bsq30-sc240","title":"Stereotactic Radiosurgery Versus Active Surveillance for Asymptomatic, Skull-Based Meningiomas: An International, Multicenter Matched Cohort Study","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Asymptomatic; Cohort; Meningioma; Cohort study; Propensity score matching; Natural history; Neuroimaging","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":[0.001561037,0.0004548023,0.0004504824,0.0004463628,0.0003609567,0.0005871805,0.000347628,0.0004087986,0.001022851],"category_scores_gemma":[0.002262429,0.0002616015,0.000871251,0.0005882319,0.0003063362,0.0004263859,0.0003248329,0.000423489,0.0001566123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002202787,"about_ca_system_score_gemma":0.0003302393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105463,"about_ca_topic_score_gemma":0.001089084,"domain_scores_codex":[0.9992381,0.0002766623,0.0000728076,0.0002290509,0.0001040848,0.00007922584],"domain_scores_gemma":[0.9983902,0.0002789691,0.0007692226,0.000212078,0.0001144087,0.0002352218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01288562,0.0005430137,0.9803781,0.00003667239,0.0009070399,0.0002159869,0.0001330438,0.0001128221,0.001069035,0.00004549243,0.0001783737,0.003494893],"study_design_scores_gemma":[0.001287721,0.008592975,0.9854429,0.00002157492,0.001182724,0.0009726642,0.0004011362,0.0009646993,0.0005437133,0.00006030581,0.0005083148,0.00002130401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996077,0.0001499484,0.00005833852,0.000008393006,0.00000563202,0.00001185336,0.00006993068,0.000001030644,0.00008720337],"genre_scores_gemma":[0.9996153,0.00008387952,0.00004784013,0.00001577827,0.0000151283,0.0000111365,0.0001730149,0.000001228775,0.00003667635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001561037,"threshold_uncertainty_score":0.008255601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04632393865651371,"score_gpt":0.278617428110004,"score_spread":0.2322934894534902,"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."}}