{"id":"W3041160961","doi":"10.1007/s00431-020-03735-z","title":"Perioperative management of arteriovenous malformation guided by integrated evaluation of hemodynamics","year":2020,"lang":"en","type":"article","venue":"European Journal of Pediatrics","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Hemodynamics; Perioperative; Arteriovenous malformation; Embolization; Radiology; Surgery; Intensive care medicine; Cardiology","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":[0.0005339656,0.00009287221,0.0002200834,0.00008222197,0.00003067286,0.000009097324,0.0001026013,0.00001524859,0.00006455988],"category_scores_gemma":[0.000059239,0.00007367371,0.0000936935,0.0002855822,0.00002633561,0.00009793403,0.00001955892,0.0001152915,0.00001249497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006137245,"about_ca_system_score_gemma":0.00007805831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001135638,"about_ca_topic_score_gemma":1.059523e-7,"domain_scores_codex":[0.9985766,0.0001649949,0.0006521055,0.00007454249,0.0004563028,0.00007546668],"domain_scores_gemma":[0.9982373,0.00001343837,0.0005617689,0.00009610849,0.001014212,0.00007721641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006298396,0.008971153,0.01980403,0.005080589,0.002794606,0.001476174,0.0563708,0.01554678,0.2299909,0.006824067,0.06172585,0.5851167],"study_design_scores_gemma":[0.08894503,0.04781281,0.4362352,0.001618191,0.03563045,0.003289959,0.03122885,0.3018494,0.02599194,0.0006381948,0.0243061,0.002453786],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777091,0.0002919107,0.01280245,0.001026785,0.00008049514,0.000288794,0.00002792329,0.000008401256,0.007764145],"genre_scores_gemma":[0.9950427,0.0002951229,0.004310471,0.0001021927,0.000124151,9.616272e-7,0.00005038524,0.00001330667,0.00006069803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5826629,"threshold_uncertainty_score":0.3004327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335457062487993,"score_gpt":0.2708483093025992,"score_spread":0.2374937386777193,"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."}}