{"id":"W2916266604","doi":"10.3171/2018.8.jns181467","title":"Evaluation of stereotactic radiosurgery for cerebral dural arteriovenous fistulas in a multicenter international consortium","year":2019,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Université de Sherbrooke","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Cohort; Radiology; Surgery; Logistic regression; Nuclear medicine; Radiation therapy; Internal medicine","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":[0.001382724,0.000102532,0.0004147753,0.0004893697,0.000014393,0.00001925766,0.00005709995,0.00004145341,0.0002011973],"category_scores_gemma":[0.0005896173,0.00008320584,0.0003792181,0.0001006943,0.00002020749,0.0002707284,0.00001324702,0.000111762,0.000006542529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890701,"about_ca_system_score_gemma":0.000213691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004923632,"about_ca_topic_score_gemma":0.00000221406,"domain_scores_codex":[0.9981115,0.0001232122,0.0008342158,0.0001048439,0.0006879968,0.0001382105],"domain_scores_gemma":[0.9982181,0.0003005651,0.0006054328,0.0001544417,0.0006601083,0.00006134404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007224778,0.001527508,0.9853903,0.0001124283,0.0004515365,0.00007666108,0.0002896454,0.0003831413,0.002651995,0.00002052843,0.0008300417,0.00754371],"study_design_scores_gemma":[0.007967097,0.0004439414,0.9804651,0.0003304027,0.0004359884,0.0006907692,0.00009395446,0.006601625,0.001667944,0.00006438065,0.001153617,0.0000851986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966074,0.0001694945,0.00003222569,0.001048053,0.001471542,0.0005069014,0.00001107996,0.000003392182,0.0001499754],"genre_scores_gemma":[0.9992746,0.0000426964,0.0001925332,0.0003120495,0.00009804119,0.00001829085,0.00001094182,0.00001347636,0.00003744075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007458511,"threshold_uncertainty_score":0.3393036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03677536752052861,"score_gpt":0.3078759317777243,"score_spread":0.2711005642571957,"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."}}