{"id":"W4392808725","doi":"10.1007/s10143-024-02341-z","title":"Dual Layer vs Single Layer Woven EndoBridge Device in the Treatment of Intracranial Aneurysms: A Propensity Score-Matched Analysis","year":2024,"lang":"en","type":"article","venue":"Neurosurgical Review","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Propensity score matching; Occlusion; Neurosurgery; Aneurysm; Surgery","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":[0.0002816705,0.0003002871,0.001047833,0.0001489691,0.00006525116,0.00005693977,0.0001560693,0.00007377492,0.000332808],"category_scores_gemma":[0.00009087998,0.0001665174,0.0006335665,0.001797049,0.00009532425,0.00007213018,0.00002720639,0.0002218149,0.0001450542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000930214,"about_ca_system_score_gemma":0.00008685412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061827,"about_ca_topic_score_gemma":0.00006572049,"domain_scores_codex":[0.9977103,0.0003082878,0.0006985935,0.000527132,0.0004417227,0.0003139251],"domain_scores_gemma":[0.9987107,0.0003979033,0.0001048382,0.0005818535,0.00009041314,0.0001142938],"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":[0.005808374,0.06720433,0.1780403,0.02808822,0.007197137,0.08393642,0.005472561,0.000129764,0.08034401,0.02003722,0.008336334,0.5154053],"study_design_scores_gemma":[0.004529733,0.008752495,0.3720291,0.00428404,0.02178152,0.006222778,0.00003742973,0.001908635,0.002882153,0.0002096702,0.576415,0.0009474722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594619,0.02538029,0.00002578865,0.01071861,0.000114913,0.0019019,0.00004395564,0.00008718453,0.002265408],"genre_scores_gemma":[0.9777889,0.01954239,0.00005345219,0.001826175,0.0001609125,0.0002060705,0.00007102944,0.0000234674,0.0003275712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5680786,"threshold_uncertainty_score":0.6790381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09089592952110526,"score_gpt":0.3228595627361314,"score_spread":0.2319636332150261,"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."}}