{"id":"W2411787647","doi":"10.1017/s0317167100054111","title":"Cyst Formation Following Radiosurgery for AVMs: Report of 3 Cases","year":2011,"lang":"en","type":"review","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Radiosurgery; Cyst; Surgery; Marsupialization; Complication; Craniotomy; Asymptomatic; Embolization; Radiology; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004419568,0.002153653,0.0009363902,0.002480896,0.002836048,0.00140471,0.001951893,0.004349044,0.002096497],"category_scores_gemma":[0.004114304,0.001445587,0.00161828,0.001695342,0.002756285,0.0009698503,0.001900845,0.002636248,0.000998082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343519,"about_ca_system_score_gemma":0.001165992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003743633,"about_ca_topic_score_gemma":0.003183882,"domain_scores_codex":[0.9990522,0.0001071904,0.0001463896,0.0001672995,0.0001875205,0.000339301],"domain_scores_gemma":[0.9971504,0.0007285733,0.0008866456,0.0004260701,0.0001429877,0.0006653233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000683616,0.0001465124,0.02476782,0.0001023172,0.00003793468,0.9685633,0.0006161258,0.0001683985,0.00100513,0.0001611873,0.000409806,0.00395314],"study_design_scores_gemma":[0.00002294994,0.0001031623,0.008025534,0.0000200789,0.00001700635,0.9902834,0.0001429507,0.0001651873,0.0006496276,0.00009183856,0.0004622718,0.00001586018],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834791,0.006123641,0.003818021,0.0006215073,0.0002063137,0.0002996804,0.0002210345,0.0002515844,0.004979002],"genre_scores_gemma":[0.9964456,0.001057497,0.001166916,0.0002165008,0.0002504204,0.00006380049,0.0001125966,0.00002773359,0.0006588712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004349044,"threshold_uncertainty_score":0.009747982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256272419246903,"score_gpt":0.341899982491959,"score_spread":0.2162727405672687,"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."}}