{"id":"W4220731429","doi":"10.3389/fneur.2022.857617","title":"Practical Considerations for Continuous Time-Domain Cerebrovascular Reactivity Indices in Traumatic Brain Injury: Do Scaling Errors in Parent Signals Matter?","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba; Department of Surgery, 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; Traumatic brain injury; Autoregulation; Reactivity (psychology); Linearity; Neuroscience; Medicine; Cardiology; Blood pressure; Psychology; Internal medicine; Physics; Psychiatry","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":[0.06739798,0.001606218,0.001577859,0.001466495,0.001064728,0.005866848,0.003394749,0.002280029,0.004154644],"category_scores_gemma":[0.2948061,0.0006043124,0.001015354,0.002884956,0.003545892,0.005028922,0.002541688,0.004731328,0.002153552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044723,"about_ca_system_score_gemma":0.002229716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005009452,"about_ca_topic_score_gemma":0.005122399,"domain_scores_codex":[0.9733686,0.01790638,0.002540081,0.002270106,0.003652729,0.0002621369],"domain_scores_gemma":[0.842797,0.1099396,0.008761632,0.01774167,0.01975919,0.001000953],"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":[0.001511521,0.0002719256,0.04143516,0.0027587,0.0006203752,0.001201159,0.006511798,0.02147204,0.01208212,0.1135987,0.02854087,0.7699956],"study_design_scores_gemma":[0.0004013036,0.002231161,0.1046944,0.008741644,0.000743225,0.004214372,0.00833963,0.2598521,0.02463537,0.4310448,0.1542291,0.0008729681],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03565525,0.01295373,0.9161268,0.02222853,0.00402586,0.0005151239,0.000837841,0.00101348,0.006643283],"genre_scores_gemma":[0.2796603,0.006611179,0.7009119,0.003912449,0.003156426,0.0009871373,0.0006267687,0.0009672586,0.003166562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06739798,"threshold_uncertainty_score":0.3564389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318693220093198,"score_gpt":0.304066087438961,"score_spread":0.270879155238029,"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."}}