{"id":"W4205935288","doi":"10.1186/s13104-021-05896-y","title":"Carotid artery velocity time integral and corrected flow time measured by a wearable Doppler ultrasound detect stroke volume rise from simulated hemorrhage to transfusion","year":2022,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Health Sciences North; University of Toronto","funders":"U.S. Department of Defense","keywords":"Medicine; Doppler effect; Stroke (engine); Stroke volume; Common carotid artery; Ultrasound; Carotid arteries; Volume (thermodynamics); Ultrasonography; Cardiology; Radiology; Heart rate; Blood pressure","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00170223,0.0002648695,0.000516652,0.0002916967,0.0005712767,0.00009754315,0.0002367676,0.0001391522,0.002402198],"category_scores_gemma":[0.001250296,0.0002458274,0.0001164323,0.000646845,0.0001274079,0.00008378257,0.0001115588,0.001146091,0.0002518856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756657,"about_ca_system_score_gemma":0.0002824216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004465644,"about_ca_topic_score_gemma":0.00008539356,"domain_scores_codex":[0.9959992,0.0009658783,0.0003169017,0.00066745,0.001312255,0.0007383499],"domain_scores_gemma":[0.9971954,0.001471961,0.00003685832,0.0005247575,0.0002717879,0.0004991865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002713496,0.000290028,0.0208098,0.00004708106,0.0001300192,0.00006473689,0.001260679,0.0008490526,0.9534816,8.843534e-8,0.004263213,0.01609024],"study_design_scores_gemma":[0.009243051,0.003585092,0.04049111,0.0003032325,0.0001363402,0.0002164782,0.000596576,0.8098007,0.1301153,0.0001197976,0.004466177,0.0009261898],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953424,0.0004522009,0.001578063,0.0003433931,0.0001686544,0.001200942,0.000598309,0.0001938117,0.0001222147],"genre_scores_gemma":[0.9890018,0.00004287397,0.003031081,0.00004974324,0.0001953574,0.00007436636,0.0002320281,0.00007057298,0.007302247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8233663,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611856716548717,"score_gpt":0.3062318544045613,"score_spread":0.2701132872390741,"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."}}