{"id":"W2065654202","doi":"10.1016/j.nec.2010.03.010","title":"Classification and Endovascular Management of Pediatric Cerebral Vascular Malformations","year":2010,"lang":"en","type":"review","venue":"Neurosurgery Clinics of North America","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children; Toronto Western Hospital","funders":"","keywords":"Medicine; Etiology; Vascular malformation; Therapeutic modalities; Vascular disease; Treatment modality; Pathology; Intensive care medicine; Radiology; Surgery; Internal medicine","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":[0.000745193,0.00107581,0.002023851,0.005981181,0.0003385502,0.00120976,0.001544399,0.0008818725,0.001649478],"category_scores_gemma":[0.001603805,0.0003951655,0.0007152075,0.005152215,0.0008330299,0.002052163,0.0007103311,0.001358161,0.0008250362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008583664,"about_ca_system_score_gemma":0.001676016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002943669,"about_ca_topic_score_gemma":0.004859437,"domain_scores_codex":[0.9994708,0.0000717798,0.0001444598,0.0001000981,0.0001792455,0.00003371266],"domain_scores_gemma":[0.9991968,0.0003155233,0.0002403371,0.00001836771,0.0001766703,0.00005226424],"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":[0.00004580557,0.00006735873,0.001500746,0.01125251,0.0001112061,0.0007496133,0.00007463978,0.0004551224,0.0005774565,0.001127092,0.02581734,0.9582213],"study_design_scores_gemma":[0.00005345721,0.000172244,0.01088304,0.01573416,0.0009126317,0.02431472,0.0003739121,0.0005915907,0.0009217073,0.002259925,0.9436889,0.00009369433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003067968,0.9986059,0.0001836987,0.0001577709,0.0001350467,0.000004836802,0.00001813068,0.000007203145,0.0005805931],"genre_scores_gemma":[0.001362291,0.9973604,0.0004452209,0.0001593546,0.0003018965,0.000004759886,0.00006294149,0.000001881573,0.0003012997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005981181,"threshold_uncertainty_score":0.006227911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05295110203446823,"score_gpt":0.3242061824132211,"score_spread":0.2712550803787528,"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."}}