{"id":"W4210668273","doi":"10.1161/str.53.suppl_1.wp120","title":"Abstract WP120: Can Early Transcranial Doppler Ultrasound Predict Early Neurological Deterioration And Risk Of Hemorrhagic Transformation After Endovascular Treatment?","year":2022,"lang":"en","type":"article","venue":"Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Transcranial Doppler; Modified Rankin Scale; Stroke (engine); Cardiology; Collateral circulation; Intracerebral hemorrhage; Blood flow; Internal medicine; Radiology; Surgery; Ischemic stroke; Ischemia; Subarachnoid hemorrhage","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":[0.0007442569,0.0004045623,0.0003113016,0.0008841412,0.0001600843,0.0006622671,0.0003487031,0.0005705313,0.002889422],"category_scores_gemma":[0.00396684,0.0001311921,0.0001846474,0.0006071667,0.0003025999,0.0005892757,0.0002700056,0.0004214001,0.0008974466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516385,"about_ca_system_score_gemma":0.0002211377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006202095,"about_ca_topic_score_gemma":0.0006200522,"domain_scores_codex":[0.9997887,0.00007496058,0.00003396552,0.00003501728,0.00003512471,0.00003223925],"domain_scores_gemma":[0.9978643,0.0008729578,0.0006013261,0.00007722185,0.0002409937,0.0003432233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006634439,0.0001324857,0.9896107,0.0000363804,0.00002075868,0.0001676599,0.00003516666,0.00006934589,0.0005887751,0.00001350306,0.000365599,0.008296135],"study_design_scores_gemma":[0.00003383471,0.0006755529,0.9969959,0.00001874211,0.0000301026,0.0007941965,0.0001073618,0.0006413371,0.0002730053,0.00007932084,0.0003421949,0.000008519867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968956,0.000486721,0.0003676196,0.0001662944,0.00003605575,0.00004121247,0.0006550153,0.000009213178,0.001342366],"genre_scores_gemma":[0.9977391,0.0002133829,0.0004612864,0.00005140712,0.00008324646,0.00004281362,0.001047886,0.000004476713,0.0003563534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002889422,"threshold_uncertainty_score":0.009666085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00788630482149861,"score_gpt":0.2103850841977195,"score_spread":0.2024987793762209,"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."}}