{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005100967,0.0003592393,0.0004414795,0.00126827,0.0006946099,0.0006396918,0.0004638587,0.001141607,0.006378063],"category_scores_gemma":[0.002957728,0.0001889251,0.0002931701,0.0004911122,0.0005974083,0.0009892762,0.0006433296,0.001950291,0.00156852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048373,"about_ca_system_score_gemma":0.0007482786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008756133,"about_ca_topic_score_gemma":0.001277281,"domain_scores_codex":[0.999637,0.0001048153,0.00004837617,0.00007948015,0.00006677071,0.00006354975],"domain_scores_gemma":[0.9987283,0.0003454886,0.0001370955,0.00005730511,0.0001357109,0.0005959363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.0004798388,0.0004198657,0.1143704,0.0004972314,0.00007468048,0.6567792,0.001209263,0.0006571425,0.02152942,0.001375685,0.03192623,0.1706811],"study_design_scores_gemma":[0.00008070327,0.0006312416,0.03568747,0.0003780497,0.00004234063,0.9207345,0.0007456722,0.002860068,0.003570512,0.001511591,0.03367498,0.0000827311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7437564,0.0350229,0.04157311,0.07247666,0.004219756,0.0004338892,0.0003986566,0.001345934,0.1007727],"genre_scores_gemma":[0.962513,0.005247269,0.0134365,0.009149332,0.003089347,0.00005547715,0.0000965765,0.0001221688,0.006290283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006378063,"threshold_uncertainty_score":0.02133673,"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."}}