{"id":"W2958155696","doi":"10.1007/s13239-019-00424-3","title":"A Virtual Comparison of the eCLIPs Device and Conventional Flow-Diverters as Treatment for Cerebral Bifurcation Aneurysms","year":2019,"lang":"en","type":"article","venue":"Cardiovascular Engineering and Technology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Flow diverter; Aneurysm; Occlusion; Stent; Inflow; Lumen (anatomy); Bifurcation; Medicine; Materials science; Radiology; Biomedical engineering; Cardiology; Internal medicine; Mechanics; Physics","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":[0.00059519,0.0002460024,0.0006836421,0.0006163953,0.0001632779,0.0006155813,0.000327812,0.000357156,0.00109755],"category_scores_gemma":[0.0008815344,0.0001621839,0.0003659083,0.0002265775,0.0005149696,0.0004125833,0.0004403835,0.000243705,0.0002411466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266111,"about_ca_system_score_gemma":0.0002459972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723405,"about_ca_topic_score_gemma":0.0003853578,"domain_scores_codex":[0.9997101,0.00006754835,0.0000353153,0.00004304692,0.0001110241,0.00003292028],"domain_scores_gemma":[0.9997461,0.0001009303,0.00004948884,0.00004315152,0.00002780699,0.00003251847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02144077,0.00174444,0.04514056,0.002081509,0.000587657,0.004377878,0.001046662,0.02380415,0.4004663,0.005001763,0.002823879,0.4914845],"study_design_scores_gemma":[0.003746561,0.1967082,0.3645531,0.0006863215,0.001812281,0.02650052,0.001592193,0.0839823,0.2567961,0.004007237,0.05923983,0.0003754022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914487,0.002682339,0.003761397,0.0001211667,0.0001101119,0.00003679119,0.0001075153,0.00007065421,0.001661225],"genre_scores_gemma":[0.992771,0.001778092,0.004635785,0.00007926783,0.00007643343,0.00003458928,0.0001269693,0.00002040618,0.0004774509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00109755,"threshold_uncertainty_score":0.003671706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131698840706911,"score_gpt":0.2292738974299336,"score_spread":0.2179569090228645,"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."}}