{"id":"W2147005352","doi":"10.1016/j.wneu.2013.07.007","title":"The Future of Intracranial Aneurysm Management: Personalized Medicine","year":2013,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Aneurysm; Embolization; Endovascular coiling; Surgery; Radiology; Endovascular treatment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004058694,0.0006003493,0.001431936,0.001529861,0.0008983805,0.004380831,0.001227899,0.004054502,0.007371787],"category_scores_gemma":[0.007695877,0.0002924805,0.0009332823,0.0009303006,0.002038875,0.005353585,0.001786886,0.005198361,0.001512062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001763547,"about_ca_system_score_gemma":0.002858568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000802724,"about_ca_topic_score_gemma":0.001908484,"domain_scores_codex":[0.9983065,0.0008243843,0.0001176254,0.000176935,0.0004514727,0.0001231095],"domain_scores_gemma":[0.9940537,0.003550602,0.0005444143,0.0003641041,0.0009040888,0.0005832289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000337777,0.0006040017,0.01337028,0.001951365,0.0004662523,0.0007295782,0.0005325596,0.004473216,0.001679449,0.06630749,0.1183716,0.7911764],"study_design_scores_gemma":[0.0002630206,0.0007584475,0.01861997,0.003550853,0.0006447544,0.003620228,0.002288913,0.007726206,0.001297916,0.4057593,0.5552121,0.000258339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01054811,0.4357747,0.02048364,0.4968674,0.006852853,0.00005040895,0.0003581281,0.000372133,0.02869275],"genre_scores_gemma":[0.2227425,0.5906985,0.03872819,0.09764701,0.04306292,0.0001558306,0.0006136319,0.0001233937,0.006228095],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.007371787,"threshold_uncertainty_score":0.02466106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262766248595325,"score_gpt":0.24270891508028,"score_spread":0.2300812525943267,"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."}}