{"id":"W2998809278","doi":"10.1093/neuros/nyz558","title":"Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations","year":2019,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Medicine; Intracranial Arteriovenous Malformations; Arteriovenous malformation; Intervention (counseling); Radiology; Nuclear medicine; Cerebral angiography; Angiography; Radiation therapy; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003174123,0.0001970259,0.0004051652,0.000358717,0.0001110688,0.0000596463,0.00006404487,0.00009216482,0.0003132464],"category_scores_gemma":[0.0002338483,0.0001760476,0.0006981847,0.0003162533,0.00001704077,0.0002733827,0.00002600347,0.0001215144,0.0004174619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000679221,"about_ca_system_score_gemma":0.00008210455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000612093,"about_ca_topic_score_gemma":0.000001238411,"domain_scores_codex":[0.9985594,0.00004761924,0.0005496673,0.0002694424,0.0002443122,0.0003296066],"domain_scores_gemma":[0.9986608,0.0004503524,0.0001832344,0.0004496057,0.0001194544,0.0001365246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003873492,0.004044332,0.7348692,0.00177028,0.0005239272,0.0001168456,0.0005558259,0.000446278,0.0007527414,0.002235137,0.2321997,0.02209841],"study_design_scores_gemma":[0.00672433,0.0009867745,0.7997075,0.0001962205,0.0006037698,0.0005959929,0.0001394794,0.002843792,0.0008381536,0.0002926417,0.1864873,0.0005839624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914414,0.0004044632,0.0008698015,0.003628463,0.001320373,0.001305118,0.00007132454,0.0001432458,0.0008158637],"genre_scores_gemma":[0.9944516,0.0001325602,0.0003881318,0.002806961,0.000241216,0.0003311399,0.0003522312,0.00004264426,0.001253549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06483838,"threshold_uncertainty_score":0.7179012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190966437520705,"score_gpt":0.2567483716402829,"score_spread":0.2448387072650759,"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."}}