{"id":"W3089992324","doi":"10.1136/neurintsurg-2020-016450","title":"Endovascular treatment as the main approach for Spetzler–Martin grade III brain arteriovenous malformations","year":2020,"lang":"en","type":"article","venue":"Journal of NeuroInterventional Surgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Modified Rankin Scale; Endovascular treatment; Surgery; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Logistic regression; Radiology; Retrospective cohort study; Complication; Occlusion; Cerebral angiography; Angiography; Aneurysm; Ischemic stroke; Internal medicine; Ischemia","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":[0.0005860415,0.0001903785,0.0005060471,0.0001564808,0.0001722824,0.0000661751,0.0001031555,0.00003944547,0.0001933767],"category_scores_gemma":[0.0003236507,0.0001190133,0.00242167,0.0001919868,0.00004413307,0.0002206124,0.00002454656,0.0001466657,0.00002492346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000124057,"about_ca_system_score_gemma":0.0001735271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008111816,"about_ca_topic_score_gemma":0.000001283922,"domain_scores_codex":[0.9980761,0.0001368788,0.0009604708,0.0001522407,0.0004491418,0.0002251286],"domain_scores_gemma":[0.9985332,0.0004037011,0.0005003125,0.0001933683,0.0001591106,0.0002102363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01069254,0.06434967,0.07429019,0.004021531,0.03604612,0.006267747,0.01027066,0.01584017,0.01149174,0.02607444,0.6285908,0.1120644],"study_design_scores_gemma":[0.03308036,0.01707027,0.2582642,0.001216633,0.005418911,0.04692341,0.002431852,0.02313884,0.006372978,0.001794027,0.6030971,0.001191411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037176,0.001496192,0.01944994,0.07329797,0.0003130138,0.001205292,0.00006794947,0.00003225724,0.000419787],"genre_scores_gemma":[0.9942213,0.0002045144,0.001536644,0.003127061,0.0004704205,0.0000841596,0.0001372908,0.00002919539,0.0001894244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.183974,"threshold_uncertainty_score":0.4853221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06483210991769635,"score_gpt":0.2885834770218729,"score_spread":0.2237513671041766,"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."}}