{"id":"W3209076257","doi":"10.21203/rs.3.rs-1005034/v1","title":"Stereotactic Radiosurgery Versus Active Surveillance for Asymptomatic, Skull-Based Meningiomas: An International, Multicenter Matched Cohort Study","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Asymptomatic; Medicine; Cohort; Skull; Radiology; Meningioma; Medical physics; Internal 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":[0.001512536,0.0004602215,0.0004275159,0.0004356638,0.0003656416,0.0005774425,0.0003459293,0.0004186298,0.001096282],"category_scores_gemma":[0.002142884,0.0002653892,0.0008477127,0.0005263353,0.0003107992,0.0004382843,0.0003267362,0.0004419445,0.0001693566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157438,"about_ca_system_score_gemma":0.0003213462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105008,"about_ca_topic_score_gemma":0.001064727,"domain_scores_codex":[0.9992699,0.0002666087,0.00007107174,0.000213906,0.00009843884,0.00008007258],"domain_scores_gemma":[0.9985273,0.0002545142,0.0006781209,0.0001951095,0.0001077702,0.0002372428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01383972,0.00064052,0.9790886,0.00003667095,0.0009222353,0.0002213833,0.00014189,0.0001130414,0.001136092,0.00004761068,0.0001966899,0.003615495],"study_design_scores_gemma":[0.001516992,0.01032113,0.9830368,0.00002314648,0.0011827,0.00107477,0.000442657,0.001074605,0.000636575,0.00006466504,0.0006023512,0.00002359553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996201,0.0001411927,0.00005629005,0.000009181407,0.000006220478,0.00001205932,0.00006587266,0.000001052747,0.00008801278],"genre_scores_gemma":[0.9996192,0.000076239,0.00004682949,0.00001751921,0.00001637614,0.00001164463,0.0001695572,0.000001180021,0.00004151939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001512536,"threshold_uncertainty_score":0.007999182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047404712686928,"score_gpt":0.4331461457821568,"score_spread":0.328405674513464,"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."}}