{"id":"W1834853254","doi":"10.1007/s00701-015-2606-2","title":"Safety, efficacy, and cost of surgery for patients with unruptured aneurysms deemed unsuitable for endovascular therapy","year":2015,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital; University Health Network","funders":"Canada Research Chairs","keywords":"Medicine; Surgery; Endovascular treatment; Cohort; Aneurysm; Neuroradiology; Interventional radiology; Neurosurgery; Neurology; Stroke (engine); Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001245651,0.0002123063,0.000460836,0.00009288097,0.0001205227,0.00001763674,0.0000848866,0.00006596043,0.00001175955],"category_scores_gemma":[0.0001586892,0.0001505606,0.0001340194,0.0001753508,0.00008030571,0.00007697884,0.00002118667,0.00007231593,0.000001607257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000195593,"about_ca_system_score_gemma":0.0001054631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001297939,"about_ca_topic_score_gemma":0.000003055398,"domain_scores_codex":[0.9988006,0.00003401299,0.0002974317,0.0003355229,0.0002353572,0.0002970856],"domain_scores_gemma":[0.9983574,0.0006273258,0.0001426382,0.0003126951,0.0003664325,0.0001935704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2376466,0.03822892,0.4015908,0.001935268,0.005094156,0.0002602171,0.002929133,0.000150791,0.04382498,0.009269819,0.06750614,0.1915632],"study_design_scores_gemma":[0.08480361,0.01163493,0.535869,0.0001784596,0.001308385,0.0003461474,0.0001000578,0.0007878733,0.007032443,0.0008857922,0.3560616,0.0009917048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927793,0.0002635451,0.0007369139,0.001590375,0.0001258126,0.003785352,0.0001418922,0.00006825173,0.000508591],"genre_scores_gemma":[0.9975466,0.0001389195,0.0007943643,0.0003864067,0.00007867983,0.000316916,0.0004364016,0.0000460997,0.0002555766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2885554,"threshold_uncertainty_score":0.6139683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03656488776743039,"score_gpt":0.262533904491913,"score_spread":0.2259690167244826,"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."}}