{"id":"W2594690117","doi":"10.1007/s00234-016-1781-z","title":"Flow diversion: what can clinicians learn from animal models?","year":2017,"lang":"en","type":"review","venue":"Neuroradiology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Centre Hospitalier de l’Université de Montréal; University of Alberta Hospital; Alberta Hospital Edmonton; Hôpital Notre-Dame","funders":"","keywords":"Aneurysm; Medicine; Occlusion; Flow diverter; Neuroradiology; Flow (mathematics); Radiology; Neurology; Surgery; Mechanics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006562831,0.0004757442,0.002184126,0.0001336985,0.0003336348,0.00007790758,0.0004955921,0.0005814369,0.0002417629],"category_scores_gemma":[0.00006287292,0.0003702795,0.000700372,0.00008169888,0.0002121003,0.000151445,0.0001456164,0.0008022708,0.0006075532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008877242,"about_ca_system_score_gemma":0.0003149954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110038,"about_ca_topic_score_gemma":0.0000346968,"domain_scores_codex":[0.997901,0.0002336855,0.0005171945,0.0008059221,0.0001485613,0.0003936561],"domain_scores_gemma":[0.997901,0.0002740872,0.0003872284,0.001163941,0.00007946823,0.0001942525],"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":[0.00006469079,0.0001429392,0.00003336224,0.0005021409,0.0002604073,0.0007454147,0.00007228171,0.000002366821,0.000001259397,0.0002699254,0.002707953,0.9951972],"study_design_scores_gemma":[0.000499538,0.0007391184,0.0001137714,0.001476991,0.002467149,0.0008656689,0.00001796917,0.0004247658,1.684834e-7,0.0002946845,0.9928245,0.000275656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002434572,0.992961,0.0000204116,0.001690501,0.001277271,0.0008289229,0.0002095589,0.0001186103,0.002650263],"genre_scores_gemma":[0.000385407,0.9942372,0.0001995829,0.0007255813,0.001307448,0.0000874877,0.001262404,0.00007012692,0.001724715],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9949216,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1694241120636938,"score_gpt":0.3692750327830778,"score_spread":0.199850920719384,"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."}}