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Published in: BMC Anesthesiology 1/2014

Open Access 01-12-2014 | Research article

Improving diagnostic accuracy in assessing pulmonary edema on bedside chest radiographs using a standardized scoring approach

Authors: Matthias Hammon, Peter Dankerl, Heinz Leonhard Voit-Höhne, Martin Sandmair, Ferdinand Josef Kammerer, Michael Uder, Rolf Janka

Published in: BMC Anesthesiology | Issue 1/2014

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Abstract

Background

To assess the value of a score-based system which allows standardized evaluation of pulmonary edema on bedside chest radiographs (CXRs) under routine clinical conditions.

Methods

Seven experienced readers assessed bedside CXRs of ten patients with an extravascular lung water (EVLW)-value of ≤ 8 mL/kg (range: 4–8 mL/kg; indicates no pulmonary edema) and a series of ten patients with an EVLW-value of ≥ 15 mL/kg (range: 15–21 mL/kg; = indicates a pulmonary edema) with and without customized software which would permit a standardized assessment of the various indications of pulmonary edema. The software provides a score that identifies patients with and without pulmonary edema. EVLW-values were measured instantly after bedside CXR imaging using a pulse contour cardiac output (PiCCO) system and served as a reference standard. The patients were non-traumatic and not treated with diuretics or dobutamine during bedside CXR imaging and the PiCCO measurements. Mean sensitivity, specificity, positive and negative predictive value, the percentage of overall agreement and the free-marginal multirater kappa value was calculated for both the standard and the standardized score-based approach. The net reclassification index was calculated for each reader as well as for all readers.

Results

Evaluation of bedside CXRs by means of the score-based approach took longer (23 ± 12 seconds versus 7 ± 3 seconds without the use of the software) but improved radiologists’ sensitivity (from 57 to 77%), specificity (from 90 to 100%) and the free-marginal multirater kappa value (from 0.34 to 0.68). The positive predictive value was raised from 85 to 100% and the negative predictive value from 68 to 81%. A net reclassification index of 0.3 (all readers) demonstrates an improvement in prediction performance gained by the score-based approach. The percentage of overall agreement was 67% with the standard approach and 84% with the software-based approach.

Conclusions

The diagnostic accuracy of bedside CXRs to discriminate patients with elevated EVLW-values from those with a normal value can be improved with the use of a standardized score-based approach. The investigated system is freely available as a web-based application (accessible via: http://​www.​radiologie.​uk-erlangen.​de/​aerzte-und-zuweiser/​edema).
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Literature
1.
go back to reference Agricola E, Bove T, Oppizzi M, Marino G, Zangrillo A, Margonato A, Picano E: "Ultrasound comet-tail images": a marker of pulmonary edema: a comparative study with wedge pressure and extravascular lung water. Chest. 2005, 127: 1690-1695. 10.1378/chest.127.5.1690.CrossRefPubMed Agricola E, Bove T, Oppizzi M, Marino G, Zangrillo A, Margonato A, Picano E: "Ultrasound comet-tail images": a marker of pulmonary edema: a comparative study with wedge pressure and extravascular lung water. Chest. 2005, 127: 1690-1695. 10.1378/chest.127.5.1690.CrossRefPubMed
2.
go back to reference Roch A, Michelet P, Lambert D, Delliaux S, Saby C, Perrin G, Ghez O, Bregeon F, Thomas P, Carpentier JP, Papazian L, Auffray JP: Accuracy of the double indicator method for measurement of extravascular lung water depends on the type of acute lung injury. Crit Care Med. 2004, 32: 811-817. 10.1097/01.CCM.0000114831.59185.02.CrossRefPubMed Roch A, Michelet P, Lambert D, Delliaux S, Saby C, Perrin G, Ghez O, Bregeon F, Thomas P, Carpentier JP, Papazian L, Auffray JP: Accuracy of the double indicator method for measurement of extravascular lung water depends on the type of acute lung injury. Crit Care Med. 2004, 32: 811-817. 10.1097/01.CCM.0000114831.59185.02.CrossRefPubMed
3.
go back to reference McGee S, Abernethy WB, Simel DL: The rational clinical examination. Is this patient hypovolemic?. JAMA. 1999, 281: 1022-1029. 10.1001/jama.281.11.1022.CrossRefPubMed McGee S, Abernethy WB, Simel DL: The rational clinical examination. Is this patient hypovolemic?. JAMA. 1999, 281: 1022-1029. 10.1001/jama.281.11.1022.CrossRefPubMed
4.
go back to reference Eisenberg PR, Jaffe AS, Schuster DP: Clinical evaluation compared to pulmonary artery catheterization in the hemodynamic assessment of critically ill patients. Crit Care Med. 1984, 12: 549-553. 10.1097/00003246-198407000-00001.CrossRefPubMed Eisenberg PR, Jaffe AS, Schuster DP: Clinical evaluation compared to pulmonary artery catheterization in the hemodynamic assessment of critically ill patients. Crit Care Med. 1984, 12: 549-553. 10.1097/00003246-198407000-00001.CrossRefPubMed
5.
go back to reference Connors AF, Dawson NV, McGaffree DR, Gray BA, Siciliano CJ: Assessing hemodynamic status in critically ill patients: do physicians use clinical information optimally?. J Crit Care. 1987, 2: 174-180. 10.1016/0883-9441(87)90004-9.CrossRef Connors AF, Dawson NV, McGaffree DR, Gray BA, Siciliano CJ: Assessing hemodynamic status in critically ill patients: do physicians use clinical information optimally?. J Crit Care. 1987, 2: 174-180. 10.1016/0883-9441(87)90004-9.CrossRef
6.
go back to reference Ely EW, Johnson MM, Chiles C, Rushing JT, Bowton DL, Freimanis RI, Choplin RH, Haponik EF: Chest X-ray changes in air space disease are associated with parameters of mechanical ventilation in ICU patients. Am J Respir Crit Care Med. 1996, 154: 1543-1550. 10.1164/ajrccm.154.5.8912778.CrossRefPubMed Ely EW, Johnson MM, Chiles C, Rushing JT, Bowton DL, Freimanis RI, Choplin RH, Haponik EF: Chest X-ray changes in air space disease are associated with parameters of mechanical ventilation in ICU patients. Am J Respir Crit Care Med. 1996, 154: 1543-1550. 10.1164/ajrccm.154.5.8912778.CrossRefPubMed
7.
go back to reference Halperin B: Evaluation of the portable chest roentgenogram for quantitating extravascular lung water in critically ill adults. Chest. 1985, 88: 649-652. 10.1378/chest.88.5.649.CrossRefPubMed Halperin B: Evaluation of the portable chest roentgenogram for quantitating extravascular lung water in critically ill adults. Chest. 1985, 88: 649-652. 10.1378/chest.88.5.649.CrossRefPubMed
8.
go back to reference Eisenberg PR, Hansbrough JR, Anderson D, Schuster DP: A prospective study of lung water measurements during patient management in an intensive care unit. Am Rev Respir Dis. 1987, 136: 662-668. 10.1164/ajrccm/136.3.662.CrossRefPubMed Eisenberg PR, Hansbrough JR, Anderson D, Schuster DP: A prospective study of lung water measurements during patient management in an intensive care unit. Am Rev Respir Dis. 1987, 136: 662-668. 10.1164/ajrccm/136.3.662.CrossRefPubMed
9.
go back to reference VultvonSteyern K, Björkman-Burtscher IM, Höglund P, Bozovic G, Wiklund M, Geijer M: Description and validation of a scoring system for tomosynthesis in pulmonary cystic fibrosis. Eur Radiol. 2012, 22: 2718-2728. 10.1007/s00330-012-2534-y.CrossRef VultvonSteyern K, Björkman-Burtscher IM, Höglund P, Bozovic G, Wiklund M, Geijer M: Description and validation of a scoring system for tomosynthesis in pulmonary cystic fibrosis. Eur Radiol. 2012, 22: 2718-2728. 10.1007/s00330-012-2534-y.CrossRef
10.
go back to reference Lautz TB, Turkel G, Radhakrishnan J, Wyers M, Chin AC: Utility of the computed tomography severity index (Balthazar score) in children with acute pancreatitis. J Pediatr Surg. 2012, 47: 1185-1191. 10.1016/j.jpedsurg.2012.03.023.CrossRefPubMed Lautz TB, Turkel G, Radhakrishnan J, Wyers M, Chin AC: Utility of the computed tomography severity index (Balthazar score) in children with acute pancreatitis. J Pediatr Surg. 2012, 47: 1185-1191. 10.1016/j.jpedsurg.2012.03.023.CrossRefPubMed
11.
go back to reference Bollen TL, Singh VK, Maurer R, Repas K, van Es HW, Banks PA, Mortele KJ: A comparative evaluation of radiologic and clinical scoring systems in the early prediction of severity in acute pancreatitis. Am J Gastroenterol. 2012, 107: 612-619. 10.1038/ajg.2011.438.CrossRefPubMed Bollen TL, Singh VK, Maurer R, Repas K, van Es HW, Banks PA, Mortele KJ: A comparative evaluation of radiologic and clinical scoring systems in the early prediction of severity in acute pancreatitis. Am J Gastroenterol. 2012, 107: 612-619. 10.1038/ajg.2011.438.CrossRefPubMed
12.
go back to reference Greenough A, Kavvadia V, Johnson AH, Calvert S, Peacock J, Karani J: A simple chest radiograph score to predict chronic lung disease in prematurely born infants. Br J Radiol. 1999, 72: 530-533. 10.1259/bjr.72.858.10560333.CrossRefPubMed Greenough A, Kavvadia V, Johnson AH, Calvert S, Peacock J, Karani J: A simple chest radiograph score to predict chronic lung disease in prematurely born infants. Br J Radiol. 1999, 72: 530-533. 10.1259/bjr.72.858.10560333.CrossRefPubMed
13.
go back to reference Milne EN, Pistolesi M, Miniati M, Giuntini C: The radiologic distinction of cardiogenic and noncardiogenic edema. AJR Am J Roentgenol. 1985, 144: 879-894. 10.2214/ajr.144.5.879.CrossRefPubMed Milne EN, Pistolesi M, Miniati M, Giuntini C: The radiologic distinction of cardiogenic and noncardiogenic edema. AJR Am J Roentgenol. 1985, 144: 879-894. 10.2214/ajr.144.5.879.CrossRefPubMed
14.
go back to reference Milne EN, Pistolesi M, Miniati M, Giuntini C: The vascular pedicle of the heart and the vena azygos, Part I: The normal subject. Radiology. 1984, 152: 1-8. 10.1148/radiology.152.1.6729098.CrossRefPubMed Milne EN, Pistolesi M, Miniati M, Giuntini C: The vascular pedicle of the heart and the vena azygos, Part I: The normal subject. Radiology. 1984, 152: 1-8. 10.1148/radiology.152.1.6729098.CrossRefPubMed
15.
go back to reference Pistolesi M, Milne EN, Miniati M, Giuntini C: The vascular pedicle of the heart and the vena azygos, Part II: Acquired heart disease. Radiology. 1984, 152: 9-17. 10.1148/radiology.152.1.6729142.CrossRefPubMed Pistolesi M, Milne EN, Miniati M, Giuntini C: The vascular pedicle of the heart and the vena azygos, Part II: Acquired heart disease. Radiology. 1984, 152: 9-17. 10.1148/radiology.152.1.6729142.CrossRefPubMed
16.
go back to reference Milne EN, Imray TJ, Pistolesi M, Miniati M, Giuntini C: The vascular pedicle and the vena azygos. Part III: In trauma–the "vanishing" azygos. Radiology. 1984, 153: 25-31. 10.1148/radiology.153.1.6473792.CrossRefPubMed Milne EN, Imray TJ, Pistolesi M, Miniati M, Giuntini C: The vascular pedicle and the vena azygos. Part III: In trauma–the "vanishing" azygos. Radiology. 1984, 153: 25-31. 10.1148/radiology.153.1.6473792.CrossRefPubMed
17.
go back to reference Easley RB, Mulreany DG, Lancaster CT, Custer JW, Fernandez-Bustamante A, Colantuoni E, Simon BA: Redistribution of pulmonary blood flow impacts thermodilution-based extravascular lung water measurements in a model of acute lung injury. Anesthesiology. 2009, 111: 1065-1074. 10.1097/ALN.0b013e3181bc99cf.CrossRefPubMedPubMedCentral Easley RB, Mulreany DG, Lancaster CT, Custer JW, Fernandez-Bustamante A, Colantuoni E, Simon BA: Redistribution of pulmonary blood flow impacts thermodilution-based extravascular lung water measurements in a model of acute lung injury. Anesthesiology. 2009, 111: 1065-1074. 10.1097/ALN.0b013e3181bc99cf.CrossRefPubMedPubMedCentral
18.
go back to reference Costa EL, Vidal Melo MF: Lung water: what you see (with computed tomography) and what you get (with a bedside device). Anesthesiology. 2009, 111: 933-935. 10.1097/ALN.0b013e3181bc99ed.CrossRefPubMedPubMedCentral Costa EL, Vidal Melo MF: Lung water: what you see (with computed tomography) and what you get (with a bedside device). Anesthesiology. 2009, 111: 933-935. 10.1097/ALN.0b013e3181bc99ed.CrossRefPubMedPubMedCentral
19.
go back to reference Sakka SG, Klein M, Reinhart K, Meier-Hellmann A: Prognostic value of extravascular lung water in critically ill patients. Chest. 2002, 122: 2080-2086. 10.1378/chest.122.6.2080.CrossRefPubMed Sakka SG, Klein M, Reinhart K, Meier-Hellmann A: Prognostic value of extravascular lung water in critically ill patients. Chest. 2002, 122: 2080-2086. 10.1378/chest.122.6.2080.CrossRefPubMed
20.
go back to reference Fernández-Mondéjar E, Rivera-Fernández R, García-Delgado M, Touma A, Machado J, Chavero J: Small increases in extravascular lung water are accurately detected by transpulmonary thermodilution. J Trauma. 2005, 59: 1420-1424. 10.1097/01.ta.0000198360.01080.42.CrossRefPubMed Fernández-Mondéjar E, Rivera-Fernández R, García-Delgado M, Touma A, Machado J, Chavero J: Small increases in extravascular lung water are accurately detected by transpulmonary thermodilution. J Trauma. 2005, 59: 1420-1424. 10.1097/01.ta.0000198360.01080.42.CrossRefPubMed
21.
go back to reference Kiefer N, Hofer CK, Marx G, Geisen M, Giraud R, Siegenthaler N, Hoeft A, Bendjelid K, Rex S: Clinical validation of a new thermodilution system for the assessment of cardiac output and volumetric parameters. Crit Care. 2012, 16: R98-10.1186/cc11366.CrossRefPubMedPubMedCentral Kiefer N, Hofer CK, Marx G, Geisen M, Giraud R, Siegenthaler N, Hoeft A, Bendjelid K, Rex S: Clinical validation of a new thermodilution system for the assessment of cardiac output and volumetric parameters. Crit Care. 2012, 16: R98-10.1186/cc11366.CrossRefPubMedPubMedCentral
22.
go back to reference Effros RM, Pornsuriyasak P, Porszasz J, Casaburi R: Indicator dilution measurements of extravascular lung water: basic assumptions and observations. Am J Physiol Lung Cell Mol Physiol. 2008, 294: 1023-1031. 10.1152/ajplung.00533.2007.CrossRef Effros RM, Pornsuriyasak P, Porszasz J, Casaburi R: Indicator dilution measurements of extravascular lung water: basic assumptions and observations. Am J Physiol Lung Cell Mol Physiol. 2008, 294: 1023-1031. 10.1152/ajplung.00533.2007.CrossRef
23.
go back to reference Kuzkov VV, Kirov MY, Sovershaev MA, Kuklin VN, Suborov EV, Waerhaug K, Bjertnaes LJ: Extravascular lung water determined with single transpulmonary thermodilution correlates with the severity of sepsis-induced acute lung injury. Crit Care Med. 2006, 34: 1647-1653. 10.1097/01.CCM.0000218817.24208.2E.CrossRefPubMed Kuzkov VV, Kirov MY, Sovershaev MA, Kuklin VN, Suborov EV, Waerhaug K, Bjertnaes LJ: Extravascular lung water determined with single transpulmonary thermodilution correlates with the severity of sepsis-induced acute lung injury. Crit Care Med. 2006, 34: 1647-1653. 10.1097/01.CCM.0000218817.24208.2E.CrossRefPubMed
24.
go back to reference Mitchell JP, Schuller D, Calandrino FS, Schuster DP: Improved outcome based on fluid management in critically ill patients requiring pulmonary artery catheterization. Am Rev Respir Dis. 1992, 145: 990-998. 10.1164/ajrccm/145.5.990.CrossRefPubMed Mitchell JP, Schuller D, Calandrino FS, Schuster DP: Improved outcome based on fluid management in critically ill patients requiring pulmonary artery catheterization. Am Rev Respir Dis. 1992, 145: 990-998. 10.1164/ajrccm/145.5.990.CrossRefPubMed
25.
go back to reference Berkowitz DM, Danai PA, Eaton S, Moss M, Martin GS: Accurate characterization of extravascular lung water in acute respiratory distress syndrome. Crit Care Med. 2008, 36: 1803-1809. 10.1097/CCM.0b013e3181743eeb.CrossRefPubMedPubMedCentral Berkowitz DM, Danai PA, Eaton S, Moss M, Martin GS: Accurate characterization of extravascular lung water in acute respiratory distress syndrome. Crit Care Med. 2008, 36: 1803-1809. 10.1097/CCM.0b013e3181743eeb.CrossRefPubMedPubMedCentral
26.
go back to reference Martin GS, Eaton S, Mealer M, Moss M: Extravascular lung water in patients with severe sepsis: a prospective cohort study. Crit Care. 2005, 9: 74-82.CrossRef Martin GS, Eaton S, Mealer M, Moss M: Extravascular lung water in patients with severe sepsis: a prospective cohort study. Crit Care. 2005, 9: 74-82.CrossRef
27.
go back to reference Lewis FR, Elings VB, Hill SL, Christensen JM: The measurement of extravascular lung water by thermal-green dye indicator dilution. Ann N Y Acad Sci. 1982, 384: 394-410. 10.1111/j.1749-6632.1982.tb21388.x.CrossRefPubMed Lewis FR, Elings VB, Hill SL, Christensen JM: The measurement of extravascular lung water by thermal-green dye indicator dilution. Ann N Y Acad Sci. 1982, 384: 394-410. 10.1111/j.1749-6632.1982.tb21388.x.CrossRefPubMed
28.
go back to reference Miniati M, Pistolesi M, Milne EN, Giuntini C: Detection of lung edema. Crit Care Med. 1987, 15: 1146-1155. 10.1097/00003246-198712000-00016.CrossRefPubMed Miniati M, Pistolesi M, Milne EN, Giuntini C: Detection of lung edema. Crit Care Med. 1987, 15: 1146-1155. 10.1097/00003246-198712000-00016.CrossRefPubMed
29.
go back to reference Pistolesi M, Miniati M, Milne EN, Giuntini C: Measurement of extravascular lung water. Intensive Care World. 1991, 8: 16-21.PubMed Pistolesi M, Miniati M, Milne EN, Giuntini C: Measurement of extravascular lung water. Intensive Care World. 1991, 8: 16-21.PubMed
30.
go back to reference Tocino I: Chest imaging in the intensive care unit. Eur J Radiol. 1996, 23: 46-57. 10.1016/0720-048X(96)88279-9.CrossRefPubMed Tocino I: Chest imaging in the intensive care unit. Eur J Radiol. 1996, 23: 46-57. 10.1016/0720-048X(96)88279-9.CrossRefPubMed
31.
go back to reference Krivopal M, Shlobin OA, Schwartzstein RM: Utility of daily routine portable chest radiographs in mechanically ventilated patients in the medical ICU. Chest. 2003, 123: 1607-1614. 10.1378/chest.123.5.1607.CrossRefPubMed Krivopal M, Shlobin OA, Schwartzstein RM: Utility of daily routine portable chest radiographs in mechanically ventilated patients in the medical ICU. Chest. 2003, 123: 1607-1614. 10.1378/chest.123.5.1607.CrossRefPubMed
32.
go back to reference Chahine-Malus N, Stewart T, Lapinsky SE, Marras T, Dancey D, Leung R, Mehta S: Utility of routine chest radiographs in a medical-surgical intensive care unit: a quality assurance survey. Crit Care. 2001, 5: 271-275. 10.1186/cc1045.CrossRefPubMedPubMedCentral Chahine-Malus N, Stewart T, Lapinsky SE, Marras T, Dancey D, Leung R, Mehta S: Utility of routine chest radiographs in a medical-surgical intensive care unit: a quality assurance survey. Crit Care. 2001, 5: 271-275. 10.1186/cc1045.CrossRefPubMedPubMedCentral
33.
go back to reference Connors AF, Speroff T, Dawson NV, Thomas C, Harrell FE, Wagner D, Desbiens N, Goldman L, Wu AW, Califf RM, Fulkerson WJ, Vidaillet H, Broste S, Bellamy P, Lynn J, Knaus WA: The effectiveness of right heart catheterization in the initial care of critically ill patients. JAMA. 1996, 276: 889-897. 10.1001/jama.1996.03540110043030.CrossRefPubMed Connors AF, Speroff T, Dawson NV, Thomas C, Harrell FE, Wagner D, Desbiens N, Goldman L, Wu AW, Califf RM, Fulkerson WJ, Vidaillet H, Broste S, Bellamy P, Lynn J, Knaus WA: The effectiveness of right heart catheterization in the initial care of critically ill patients. JAMA. 1996, 276: 889-897. 10.1001/jama.1996.03540110043030.CrossRefPubMed
34.
go back to reference Dalen JE, Bone RC: Is it time to pull the pulmonary artery catheter?. JAMA. 1996, 276: 916-918. 10.1001/jama.1996.03540110070035.CrossRefPubMed Dalen JE, Bone RC: Is it time to pull the pulmonary artery catheter?. JAMA. 1996, 276: 916-918. 10.1001/jama.1996.03540110070035.CrossRefPubMed
35.
go back to reference Henschke CI, Yankelevitz DF, Wand A, Davis SD, Shiau M: Chest radiography in the ICU. Clin Imaging. 1997, 21: 90-103. 10.1016/0899-7071(95)00097-6.CrossRefPubMed Henschke CI, Yankelevitz DF, Wand A, Davis SD, Shiau M: Chest radiography in the ICU. Clin Imaging. 1997, 21: 90-103. 10.1016/0899-7071(95)00097-6.CrossRefPubMed
36.
go back to reference Eisenhuber E, Schaefer-Prokop CM, Prosch H, Schima W: Bedside chest radiography. Respir Care. 2012, 57: 427-443. 10.4187/respcare.01712.CrossRefPubMed Eisenhuber E, Schaefer-Prokop CM, Prosch H, Schima W: Bedside chest radiography. Respir Care. 2012, 57: 427-443. 10.4187/respcare.01712.CrossRefPubMed
37.
go back to reference Blumenthal NP, Miller WT, Kotloff RM: Radiographic pulmonary infiltrates. AACN Clin Issues. 1997, 8: 411-424. 10.1097/00044067-199708000-00010.CrossRefPubMed Blumenthal NP, Miller WT, Kotloff RM: Radiographic pulmonary infiltrates. AACN Clin Issues. 1997, 8: 411-424. 10.1097/00044067-199708000-00010.CrossRefPubMed
38.
go back to reference Andriole KP, Morin RL, Arenson RL, Carrino JA, Erickson BJ, Horii SC, Piraino DW, Reiner BI, Seibert JA, Siegel E: Addressing the coming radiology crisis-the Society for Computer Applications in Radiology transforming the radiological interpretation process (TRIP) initiative. J Digit Imaging. 2004, 17: 235-243. 10.1007/s10278-004-1027-1.CrossRefPubMedPubMedCentral Andriole KP, Morin RL, Arenson RL, Carrino JA, Erickson BJ, Horii SC, Piraino DW, Reiner BI, Seibert JA, Siegel E: Addressing the coming radiology crisis-the Society for Computer Applications in Radiology transforming the radiological interpretation process (TRIP) initiative. J Digit Imaging. 2004, 17: 235-243. 10.1007/s10278-004-1027-1.CrossRefPubMedPubMedCentral
39.
go back to reference Miniati M, Pistolesi M, Paoletti P, Giuntini C, Lebowitz MD, Taylor AE, Milne EN: Objective radiographic criteria to differentiate cardiac, renal, and injury lung edema. Invest Radiol. 1988, 23: 433-440. 10.1097/00004424-198806000-00005.CrossRefPubMed Miniati M, Pistolesi M, Paoletti P, Giuntini C, Lebowitz MD, Taylor AE, Milne EN: Objective radiographic criteria to differentiate cardiac, renal, and injury lung edema. Invest Radiol. 1988, 23: 433-440. 10.1097/00004424-198806000-00005.CrossRefPubMed
Metadata
Title
Improving diagnostic accuracy in assessing pulmonary edema on bedside chest radiographs using a standardized scoring approach
Authors
Matthias Hammon
Peter Dankerl
Heinz Leonhard Voit-Höhne
Martin Sandmair
Ferdinand Josef Kammerer
Michael Uder
Rolf Janka
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Anesthesiology / Issue 1/2014
Electronic ISSN: 1471-2253
DOI
https://doi.org/10.1186/1471-2253-14-94

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