{"id":"W3203675743","doi":"10.1093/neuros/nyab365","title":"Flow Diversion for Middle Cerebral Artery Aneurysms: An International Cohort Study","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Queen Elizabeth II Health Sciences Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Middle cerebral artery; Aneurysm; Surgery; Flow diverter; Occlusion; Radiology; Retrospective cohort study; Cardiology; Ischemia","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":[0.00009562967,0.0001461499,0.0002348462,0.00008808396,0.0001711725,0.00005656992,0.00009314381,0.00004743248,0.000341295],"category_scores_gemma":[0.0000923374,0.0001377453,0.0001564184,0.0001406868,0.00002714929,0.000189366,0.00004765191,0.0001070438,0.00005574118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003699329,"about_ca_system_score_gemma":0.0000693469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008457037,"about_ca_topic_score_gemma":0.000008183902,"domain_scores_codex":[0.9987758,0.00005399495,0.0002413177,0.0004510931,0.0002711506,0.000206677],"domain_scores_gemma":[0.9990735,0.0001128797,0.00005633016,0.0004014636,0.0002312522,0.0001245561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002717034,0.002657127,0.9871411,0.00001730501,0.00009024225,0.0007629622,0.000145369,0.0000179801,0.004223017,0.00009149187,0.002529005,0.002052748],"study_design_scores_gemma":[0.001554173,0.0005680529,0.9856706,0.00001659538,0.0002251617,0.0006380726,0.0001856285,0.004847455,0.001211191,0.00008384688,0.004831146,0.0001680391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950089,0.00001306407,0.0001500525,0.001211983,0.001327056,0.0006513735,0.00006149537,0.0001100792,0.001466003],"genre_scores_gemma":[0.9946707,0.00001203086,0.0004313694,0.001168486,0.0004650306,0.0001300263,0.0004804972,0.00002571385,0.00261616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004829475,"threshold_uncertainty_score":0.5617089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797651741668828,"score_gpt":0.27501221282424,"score_spread":0.2370356954075518,"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."}}