{"id":"W4210317857","doi":"10.24908/pocus.v7ikidney.15341","title":"Evaluation of Venous Congestion Using Beside Ultrasonography by the Nephrology Consultant: The VExUS Nexus","year":2022,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intravascular volume status; Intensive care medicine; Heart failure; Physical examination; Nephrology; Inferior vena cava; Exacerbation; Ultrasound; Internal medicine; Cardiology; Radiology; Blood pressure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003779087,0.00008627123,0.0001807443,0.00008319163,0.0006292418,0.00001913808,0.00012206,0.00003623758,0.0001580674],"category_scores_gemma":[0.0002405331,0.00005150895,0.00009851011,0.0002510784,0.0001255221,0.00003160793,0.00001586978,0.0005416084,0.000001274057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160381,"about_ca_system_score_gemma":0.0003613675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039836,"about_ca_topic_score_gemma":0.00000248466,"domain_scores_codex":[0.9978833,0.0007947293,0.0002775594,0.0000944758,0.0007618485,0.0001881335],"domain_scores_gemma":[0.9988582,0.0003314856,0.0002536418,0.0001845576,0.0003171838,0.00005493492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001560213,0.001385731,0.02354709,0.00004024264,0.002314565,0.00009561298,0.0133849,0.03265899,0.2064234,0.0005249372,0.006651602,0.7114127],"study_design_scores_gemma":[0.03850692,0.01137334,0.1974047,0.0007903654,0.01599234,0.1087058,0.03408175,0.380127,0.02559081,0.04562025,0.1400268,0.001779929],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899299,0.006194188,0.0003677945,0.002198681,0.0007339558,0.0002517395,0.00001136284,0.00001064024,0.0003016989],"genre_scores_gemma":[0.9991603,0.0001563829,0.00005393893,0.0002877864,0.0002909572,0.00001478952,0.000005208333,0.00001288234,0.0000176857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7096328,"threshold_uncertainty_score":0.4839683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04639165777766726,"score_gpt":0.3231182641919173,"score_spread":0.2767266064142501,"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."}}