{"id":"W2794478933","doi":"10.7759/cureus.2380","title":"CyberKnife Radiosurgery of Skull-base Tumors: A UK Center Experience","year":2018,"lang":"en","type":"article","venue":"Cureus","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Cyberknife; Radiosurgery; Skull; Center (category theory); Base (topology); Medical physics; Nuclear medicine; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001621676,0.0001191744,0.0002533745,0.00007536205,0.00004497781,0.00001060364,0.0001129311,0.00003899224,0.001694761],"category_scores_gemma":[0.0001083117,0.00009889634,0.00009408915,0.0001561091,0.0001685909,0.00006097003,0.00006557601,0.00005878753,0.0001121091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000376072,"about_ca_system_score_gemma":0.00004071289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004834861,"about_ca_topic_score_gemma":0.000002706128,"domain_scores_codex":[0.9989618,0.00002352595,0.0002890408,0.0002308559,0.0002526069,0.0002421838],"domain_scores_gemma":[0.9991735,0.00002577915,0.00009134052,0.0004684381,0.00009792284,0.0001429883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001685389,0.002354185,0.5494401,0.0007425343,0.0006768406,0.007960038,0.02365833,0.00000281599,0.1121538,0.009296647,0.2831719,0.008857465],"study_design_scores_gemma":[0.01109679,0.005017603,0.3787921,0.002616441,0.0004752848,0.003462638,0.00640716,0.001194382,0.3517732,0.0006936953,0.2366919,0.001778734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713889,0.0002528579,0.0002430127,0.000231914,0.0004218085,0.000197662,0.000004131487,0.00004106115,0.02721862],"genre_scores_gemma":[0.9963245,0.000004395266,0.001023078,0.0002178097,0.0003344349,0.0000195872,0.000009624942,0.00001428892,0.002052286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2396194,"threshold_uncertainty_score":0.9992178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121500816531945,"score_gpt":0.2923774734946511,"score_spread":0.2611624653293316,"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."}}