{"id":"W2009225254","doi":"10.3171/jns.2006.105.5.689","title":"Radiosurgical treatment for rolandic arteriovenous malformations","year":2006,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Nuclear medicine; Population; Intracranial Arteriovenous Malformations; Surgery; Radiation therapy; Radiology; Angiography; Cerebral angiography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001563169,0.0001170644,0.0003750248,0.0002866968,0.00008970921,0.00003403191,0.00003122774,0.00004182315,0.00003806725],"category_scores_gemma":[0.00003777477,0.00007844814,0.0005849711,0.0001343472,0.00001898027,0.0001581286,0.000004183823,0.00006027981,0.00001173294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171767,"about_ca_system_score_gemma":0.0001030958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006118307,"about_ca_topic_score_gemma":0.000001159531,"domain_scores_codex":[0.9989509,0.00002427937,0.0005856084,0.00007169332,0.0001991048,0.0001683928],"domain_scores_gemma":[0.9991943,0.0001587556,0.0002799013,0.0001346861,0.0001336734,0.00009873405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00382052,0.02925517,0.6885284,0.0004894207,0.002608711,0.005259661,0.0007432343,0.003405039,0.006665281,0.004782206,0.1499545,0.1044879],"study_design_scores_gemma":[0.009132257,0.003546166,0.6110256,0.0001363195,0.0008573491,0.01196965,0.00003891781,0.0006229122,0.002196621,0.0003667015,0.3599112,0.000196244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950201,0.0005799076,0.0007980159,0.002424369,0.0003412164,0.0002958545,0.00001869686,0.00001582063,0.0005060477],"genre_scores_gemma":[0.9980814,0.0002818845,0.0007192871,0.000276139,0.0003992839,0.00002945411,0.00002836282,0.00001462807,0.0001694904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2099567,"threshold_uncertainty_score":0.3199022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348383352861334,"score_gpt":0.270164024153623,"score_spread":0.2466801906250097,"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."}}