{"id":"W4281254224","doi":"10.1097/ta.0000000000003698","title":"A wireless ultrasound patch detects mild-to-moderate central hypovolemia during lower body negative pressure","year":2022,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Blood pressure; Common carotid artery; Stroke volume; Cardiology; Doppler effect; Shock (circulatory); Blood flow; Ultrasound; Internal medicine; Heart rate; Carotid arteries; Radiology","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":[0.0003700973,0.0001961062,0.000354628,0.0001173962,0.0007331174,0.00005214916,0.000109353,0.00007513104,0.0001103016],"category_scores_gemma":[0.0001822464,0.0001445165,0.0001455695,0.0002108138,0.0001219208,0.000111545,0.00004093978,0.000887183,0.00000129466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819139,"about_ca_system_score_gemma":0.0001107157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002609261,"about_ca_topic_score_gemma":0.00002682666,"domain_scores_codex":[0.9982845,0.0002916333,0.0003835408,0.0001742294,0.000485965,0.000380174],"domain_scores_gemma":[0.9987318,0.0002518686,0.00008702854,0.0001900293,0.0004117805,0.0003274836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05033947,0.003673552,0.5442656,0.003857329,0.003277814,0.0008570905,0.1103816,0.003913464,0.242216,0.001326645,0.004425367,0.03146603],"study_design_scores_gemma":[0.01010322,0.01548005,0.8124314,0.0008999176,0.002750125,0.007861082,0.01841586,0.0009527697,0.120933,0.002791832,0.006168887,0.001211828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969766,0.0006664891,0.0002989136,0.0005722267,0.001050745,0.000228116,0.00003749988,0.0000308739,0.0001386036],"genre_scores_gemma":[0.9986944,0.0001699695,0.00003625721,0.0002024069,0.0007651232,0.00001161615,0.00000191369,0.00003092377,0.00008744514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2681658,"threshold_uncertainty_score":0.5893213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009609559177346775,"score_gpt":0.285281428570077,"score_spread":0.2756718693927302,"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."}}