{"id":"W4249124057","doi":"10.1177/159101990601200301","title":"Neurovascular Radiosurgery","year":2006,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Radiosurgery; Neurovascular bundle; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001084645,0.0001173181,0.0002426954,0.0001539123,0.00005484444,0.00001231521,0.00005374672,0.00005506689,0.0005054452],"category_scores_gemma":[0.00004466009,0.0001010067,0.0005862426,0.0001161954,0.00006196493,0.00006306526,0.00002421452,0.0001042419,0.0002443514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000382146,"about_ca_system_score_gemma":0.00002605672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003028847,"about_ca_topic_score_gemma":0.000004049421,"domain_scores_codex":[0.9990548,0.00007819389,0.0003223467,0.0002164647,0.0001455586,0.0001825921],"domain_scores_gemma":[0.9995236,0.00006159688,0.00006247703,0.0002325951,0.000064696,0.00005498754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001460071,0.004703523,0.8308302,0.000161109,0.0006485058,0.001430609,0.00001432544,0.0006001005,0.001878806,0.08139849,0.07145803,0.006730312],"study_design_scores_gemma":[0.001254464,0.0004099343,0.9302198,0.00003080939,0.0001157304,0.002701837,0.000002058902,0.0002255208,0.0004250042,0.001130743,0.06338846,0.00009562937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911189,0.0007805985,0.0008509044,0.002513941,0.0003887608,0.0002071566,0.000009092645,0.00009051064,0.004040142],"genre_scores_gemma":[0.9979562,0.00002636491,0.0003585737,0.0005863993,0.0002010196,0.00005523137,0.0001891291,0.00001598862,0.0006111545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09938963,"threshold_uncertainty_score":0.5534271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398069818043677,"score_gpt":0.2568620985961769,"score_spread":0.2428814004157402,"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."}}