{"id":"W4224504052","doi":"10.3389/fneur.2022.872731","title":"Non-Invasive and Minimally-Invasive Cerebral Autoregulation Assessment: A Narrative Review of Techniques and Implications for Clinical Research","year":2022,"lang":"en","type":"review","venue":"Frontiers in Neurology","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pan Am Clinic; University of Manitoba","funders":"University of Manitoba; National Institutes of Health; Manitoba Medical Service Foundation; Research Manitoba; National Institute of Neurological Disorders and Stroke; Health Sciences Centre Foundation","keywords":"Cerebral autoregulation; Autoregulation; Transcranial Doppler; Cerebral blood flow; Neuroimaging; Narrative review; Medicine; Neuroscience; Blood pressure; Radiology; Psychology; Intensive care medicine; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00141853,0.0008972612,0.001507965,0.004197839,0.0003895156,0.001693783,0.0009892668,0.001274142,0.004168011],"category_scores_gemma":[0.004088118,0.0003207034,0.001185532,0.00358913,0.0007101376,0.002099967,0.0007446997,0.00147291,0.001033579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008166201,"about_ca_system_score_gemma":0.002897984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789451,"about_ca_topic_score_gemma":0.002927559,"domain_scores_codex":[0.9994646,0.0001156473,0.0001423854,0.00009052463,0.0001540054,0.00003288932],"domain_scores_gemma":[0.997393,0.001842677,0.0002977106,0.00004490194,0.0003671902,0.00005445637],"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":[0.0001052027,0.00005949197,0.0003870897,0.114797,0.0002137015,0.0004111032,0.0002828422,0.0004358613,0.0007279629,0.006079276,0.02638863,0.8501118],"study_design_scores_gemma":[0.0000241577,0.0001896397,0.002201997,0.08762138,0.0007547985,0.004370478,0.0004089754,0.0002582068,0.0005002645,0.005630115,0.8979785,0.00006144212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007302169,0.9989482,0.0001096731,0.0002843844,0.0001252853,0.000005548157,0.00001854138,0.000003918958,0.0004314934],"genre_scores_gemma":[0.0006418985,0.9986326,0.0002416669,0.0001701659,0.0001426889,0.00000870358,0.00002320817,0.000001457447,0.0001375012],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004197839,"threshold_uncertainty_score":0.01394337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1353667646906712,"score_gpt":0.4689819277082506,"score_spread":0.3336151630175795,"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."}}