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Published in: BMC Medical Informatics and Decision Making 1/2014

Open Access 01-12-2014 | Research article

The effect of a decision aid intervention on decision making about coronary heart disease risk reduction: secondary analyses of a randomized trial

Authors: Stacey L Sheridan, Lindy B Draeger, Michael P Pignone, Barbara Rimer, Shrikant I Bangdiwala, Jianwen Cai, Ziya Gizlice, Thomas C Keyserling, Ross J Simpson Jr

Published in: BMC Medical Informatics and Decision Making | Issue 1/2014

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Abstract

Background

Decision aids offer promise as a practical solution to improve patient decision making about coronary heart disease (CHD) prevention medications and help patients choose medications to which they are likely to adhere. However, little data is available on decision aids designed to promote adherence.

Methods

In this paper, we report on secondary analyses of a randomized trial of a CHD adherence intervention (second generation decision aid plus tailored messages) versus usual care in an effort to understand how the decision aid facilitates adherence. We focus on data collected from the primary study visit, when intervention participants presented 45 minutes early to a previously scheduled provider visit; viewed the decision aid, indicating their intent for CHD risk reduction after each decision aid component (individualized risk assessment and education, values clarification, and coaching); and filled out a post-decision aid survey assessing their knowledge, perceived risk, decisional conflict, and intent for CHD risk reduction. Control participants did not present early and received usual care from their provider. Following the provider visit, participants in both groups completed post-visit surveys assessing the number and quality of CHD discussions with their provider, their intent for CHD risk reduction, and their feelings about the decision aid.

Results

We enrolled 160 patients into our study (81 intervention, 79 control). Within the decision aid group, the decision aid significantly increased knowledge of effective CHD prevention strategies (+21 percentage points; adjusted p<.0001) and the accuracy of perceived CHD risk (+33 percentage points; adjusted p<.0001), and significantly decreased decisional conflict (-0.63; adjusted p<.0001). Comparing between study groups, the decision aid also significantly increased CHD prevention discussions with providers (+31 percentage points; adjusted p<.0001) and improved perceptions of some features of patient-provider interactions. Further, it increased participants’ intentions for any effective CHD risk reducing strategies (+21 percentage points; 95% CI 5 to 37 percentage points), with a majority of the effect from the educational component of the decision aid. Ninety-nine percent of participants found the decision aid easy to understand and 93% felt it easy to use.

Conclusions

Decision aids can play an important role in improving decisions about CHD prevention and increasing patient-provider discussions and intent to reduce CHD risk.
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Literature
1.
go back to reference Berg JS, Dischler J, Wagner DJ, Raia JJ, Palmer-Shevlin N: Medication compliance: a healthcare problem. Ann Pharmacother. 1993, 27 (9 Suppl): S1-S24.PubMed Berg JS, Dischler J, Wagner DJ, Raia JJ, Palmer-Shevlin N: Medication compliance: a healthcare problem. Ann Pharmacother. 1993, 27 (9 Suppl): S1-S24.PubMed
2.
go back to reference Folsom AR, Sprafka JM, Luepker RV, Jacobs DRJ: Beliefs among black and white adults about causes and prevention of cardiovascular disease: the Minnesota Heart Survey. Am J Prev Med. 1988, 4 (3): 121-127.PubMed Folsom AR, Sprafka JM, Luepker RV, Jacobs DRJ: Beliefs among black and white adults about causes and prevention of cardiovascular disease: the Minnesota Heart Survey. Am J Prev Med. 1988, 4 (3): 121-127.PubMed
3.
go back to reference Ford ES, Jones DH: Cardiovascular health knowledge in the United States: findings from the National Health Interview Survey, 1985. Prev Med. 1991, 20 (6): 725-736. 10.1016/0091-7435(91)90067-E.CrossRefPubMed Ford ES, Jones DH: Cardiovascular health knowledge in the United States: findings from the National Health Interview Survey, 1985. Prev Med. 1991, 20 (6): 725-736. 10.1016/0091-7435(91)90067-E.CrossRefPubMed
4.
go back to reference Pignone M, Phillips CJ, Elasy TA, Fernandez A: Physicians’ ability to predict the risk of coronary heart disease. BMC Health Serv Res. 2003, 3 (1): 13-10.1186/1472-6963-3-13.CrossRefPubMedPubMedCentral Pignone M, Phillips CJ, Elasy TA, Fernandez A: Physicians’ ability to predict the risk of coronary heart disease. BMC Health Serv Res. 2003, 3 (1): 13-10.1186/1472-6963-3-13.CrossRefPubMedPubMedCentral
5.
go back to reference Avis NE, Smith KW, McKinlay JB: Accuracy of perceptions of heart attack risk: what influences perceptions and can they be changed?. Am J Public Health. 1989, 79 (12): 1608-1612. 10.2105/AJPH.79.12.1608.CrossRefPubMedPubMedCentral Avis NE, Smith KW, McKinlay JB: Accuracy of perceptions of heart attack risk: what influences perceptions and can they be changed?. Am J Public Health. 1989, 79 (12): 1608-1612. 10.2105/AJPH.79.12.1608.CrossRefPubMedPubMedCentral
6.
go back to reference Kreuter MW, Strecher VJ: Changing inaccurate perceptions of health risk: results from a randomized trial. Health Psychol. 1995, 14 (1): 56-63.CrossRefPubMed Kreuter MW, Strecher VJ: Changing inaccurate perceptions of health risk: results from a randomized trial. Health Psychol. 1995, 14 (1): 56-63.CrossRefPubMed
7.
go back to reference Marteau TM, Kinmonth AL, Thompson S, Pyke S: The psychological impact of cardiovascular screening and intervention in primary care: a problem of false reassurance? British Family Heart Study Group. Br J Gen Pract. 1996, 46 (411): 577-582.PubMedPubMedCentral Marteau TM, Kinmonth AL, Thompson S, Pyke S: The psychological impact of cardiovascular screening and intervention in primary care: a problem of false reassurance? British Family Heart Study Group. Br J Gen Pract. 1996, 46 (411): 577-582.PubMedPubMedCentral
8.
go back to reference Woloshin S, Schwartz LM, Byram SJ, Sox HC, Fischhoff B, Welch HG: Women’s understanding of the mammography screening debate. Arch Intern Med. 2000, 160 (10): 1434-1440. 10.1001/archinte.160.10.1434.CrossRefPubMed Woloshin S, Schwartz LM, Byram SJ, Sox HC, Fischhoff B, Welch HG: Women’s understanding of the mammography screening debate. Arch Intern Med. 2000, 160 (10): 1434-1440. 10.1001/archinte.160.10.1434.CrossRefPubMed
10.
go back to reference Elwyn G, O’Connor A, Stacey D, Volk R, Edwards A, Coulter A, Thomson R, Barratt A, Barry M, Bernstein S, et al: Developing a quality criteria framework for patient decision aids: online international Delphi consensus process. BMJ. 2006, 333 (7565): 417-10.1136/bmj.38926.629329.AE.CrossRefPubMedPubMedCentral Elwyn G, O’Connor A, Stacey D, Volk R, Edwards A, Coulter A, Thomson R, Barratt A, Barry M, Bernstein S, et al: Developing a quality criteria framework for patient decision aids: online international Delphi consensus process. BMJ. 2006, 333 (7565): 417-10.1136/bmj.38926.629329.AE.CrossRefPubMedPubMedCentral
11.
go back to reference Hyman DJ, Pavlik VN: Characteristics of patients with uncontrolled hypertension in the United States. N Engl J Med. 2001, 345 (7): 479-486. 10.1056/NEJMoa010273.CrossRefPubMed Hyman DJ, Pavlik VN: Characteristics of patients with uncontrolled hypertension in the United States. N Engl J Med. 2001, 345 (7): 479-486. 10.1056/NEJMoa010273.CrossRefPubMed
12.
go back to reference Saba GW, Wong ST, Schillinger D, Fernandez A, Somkin CP, Wilson CC, Grumbach K: Shared decision making and the experience of partnership in primary care. Ann Fam Med. 2006, 4 (1): 54-62. 10.1370/afm.393.CrossRefPubMedPubMedCentral Saba GW, Wong ST, Schillinger D, Fernandez A, Somkin CP, Wilson CC, Grumbach K: Shared decision making and the experience of partnership in primary care. Ann Fam Med. 2006, 4 (1): 54-62. 10.1370/afm.393.CrossRefPubMedPubMedCentral
13.
go back to reference Makoul G, Arntson P, Schofield T: Health promotion in primary care: physician-patient communication and decision making about prescription medications. Soc Sci Med. 1995, 41 (9): 1241-1254. 10.1016/0277-9536(95)00061-B.CrossRefPubMed Makoul G, Arntson P, Schofield T: Health promotion in primary care: physician-patient communication and decision making about prescription medications. Soc Sci Med. 1995, 41 (9): 1241-1254. 10.1016/0277-9536(95)00061-B.CrossRefPubMed
15.
go back to reference Barry CA, Bradley CP, Britten N, Stevenson FA, Barber N: Patients’ unvoiced agendas in general practice consultations: qualitative study. BMJ. 2000, 320 (7244): 1246-1250. 10.1136/bmj.320.7244.1246.CrossRefPubMedPubMedCentral Barry CA, Bradley CP, Britten N, Stevenson FA, Barber N: Patients’ unvoiced agendas in general practice consultations: qualitative study. BMJ. 2000, 320 (7244): 1246-1250. 10.1136/bmj.320.7244.1246.CrossRefPubMedPubMedCentral
16.
go back to reference Britten N, Stevenson FA, Barry CA, Barber N, Bradley CP: Misunderstandings in prescribing decisions in general practice: qualitative study. BMJ. 2000, 320 (7233): 484-488. 10.1136/bmj.320.7233.484.CrossRefPubMedPubMedCentral Britten N, Stevenson FA, Barry CA, Barber N, Bradley CP: Misunderstandings in prescribing decisions in general practice: qualitative study. BMJ. 2000, 320 (7233): 484-488. 10.1136/bmj.320.7233.484.CrossRefPubMedPubMedCentral
17.
go back to reference Bugge C, Entwistle VA, Watt IS: The significance for decision-making of information that is not exchanged by patients and health professionals during consultations. Soc Sci Med. 2006, 63 (8): 2065-2078. 10.1016/j.socscimed.2006.05.010.CrossRefPubMed Bugge C, Entwistle VA, Watt IS: The significance for decision-making of information that is not exchanged by patients and health professionals during consultations. Soc Sci Med. 2006, 63 (8): 2065-2078. 10.1016/j.socscimed.2006.05.010.CrossRefPubMed
18.
go back to reference Hershey JC, Morton BG, Davis JB, Reichgott MJ: Patient compliance with antihypertensive medication. Am J Public Health. 1980, 70 (10): 1081-1089. 10.2105/AJPH.70.10.1081.CrossRefPubMedPubMedCentral Hershey JC, Morton BG, Davis JB, Reichgott MJ: Patient compliance with antihypertensive medication. Am J Public Health. 1980, 70 (10): 1081-1089. 10.2105/AJPH.70.10.1081.CrossRefPubMedPubMedCentral
19.
go back to reference Ling BS, Trauth JM, Fine MJ, Mor MK, Resnick A, Braddock CH, Bereknyei S, Weissfeld JL, Schoen RE, Ricci EM, et al: Informed decision-making and colorectal cancer screening: is it occurring in primary care?. Med Care. 2008, 46 (9 Suppl 1): S23-S29.CrossRefPubMed Ling BS, Trauth JM, Fine MJ, Mor MK, Resnick A, Braddock CH, Bereknyei S, Weissfeld JL, Schoen RE, Ricci EM, et al: Informed decision-making and colorectal cancer screening: is it occurring in primary care?. Med Care. 2008, 46 (9 Suppl 1): S23-S29.CrossRefPubMed
20.
go back to reference Miller NH, Hill M, Kottke T, Ockene IS: The multilevel compliance challenge: recommendations for a call to action. A statement for healthcare professionals. Circulation. 1997, 95 (4): 1085-1090. 10.1161/01.CIR.95.4.1085.CrossRefPubMed Miller NH, Hill M, Kottke T, Ockene IS: The multilevel compliance challenge: recommendations for a call to action. A statement for healthcare professionals. Circulation. 1997, 95 (4): 1085-1090. 10.1161/01.CIR.95.4.1085.CrossRefPubMed
21.
go back to reference Rao JK, Weinberger M, Kroenke K: Visit-specific expectations and patient-centered outcomes: a literature review. Arch Fam Med. 2000, 9 (10): 1148-1155. 10.1001/archfami.9.10.1148.CrossRefPubMed Rao JK, Weinberger M, Kroenke K: Visit-specific expectations and patient-centered outcomes: a literature review. Arch Fam Med. 2000, 9 (10): 1148-1155. 10.1001/archfami.9.10.1148.CrossRefPubMed
22.
go back to reference Caggiula AW, Watson JE: Characteristics associated with compliance to cholesterol lowering eating patterns. Patient Educ Couns. 1992, 19 (1): 33-41. 10.1016/0738-3991(92)90100-W.CrossRefPubMed Caggiula AW, Watson JE: Characteristics associated with compliance to cholesterol lowering eating patterns. Patient Educ Couns. 1992, 19 (1): 33-41. 10.1016/0738-3991(92)90100-W.CrossRefPubMed
23.
go back to reference Landis JR, Koch GG: The measurement of observer agreement for categorical data. Biometrics. 1977, 33 (1): 159-174. 10.2307/2529310.CrossRefPubMed Landis JR, Koch GG: The measurement of observer agreement for categorical data. Biometrics. 1977, 33 (1): 159-174. 10.2307/2529310.CrossRefPubMed
24.
go back to reference Pederson LL, Wanklin JM, Baskerville JC: The role of health beliefs in compliance with physician advice to quit smoking. Soc Sci Med. 1984, 19 (5): 573-580. 10.1016/0277-9536(84)90052-2.CrossRefPubMed Pederson LL, Wanklin JM, Baskerville JC: The role of health beliefs in compliance with physician advice to quit smoking. Soc Sci Med. 1984, 19 (5): 573-580. 10.1016/0277-9536(84)90052-2.CrossRefPubMed
25.
go back to reference Bosworth HB, Granger BB, Mendys P, Brindis R, Burkholder R, Czajkowski SM, Daniel JG, Ekman I, Ho M, Johnson M, et al: Medication adherence: a call for action. Am Heart J. 2011, 162 (3): 412-424. 10.1016/j.ahj.2011.06.007.CrossRefPubMedPubMedCentral Bosworth HB, Granger BB, Mendys P, Brindis R, Burkholder R, Czajkowski SM, Daniel JG, Ekman I, Ho M, Johnson M, et al: Medication adherence: a call for action. Am Heart J. 2011, 162 (3): 412-424. 10.1016/j.ahj.2011.06.007.CrossRefPubMedPubMedCentral
26.
go back to reference Stalmeier PF: Adherence and decision AIDS: a model and a narrative review. Med Decis Making. 2011, 31 (1): 121-129. 10.1177/0272989X10370487.CrossRefPubMed Stalmeier PF: Adherence and decision AIDS: a model and a narrative review. Med Decis Making. 2011, 31 (1): 121-129. 10.1177/0272989X10370487.CrossRefPubMed
27.
go back to reference O’Connor AM, Bennett CL, Stacey D, Barry M, Col NF, Eden KB, Entwistle VA, Fiset V, Holmes-Rovner M, Khangura S: Decision aids for people facing health treatment or screening decisions. Cochrane Database Syst Rev. 2009, CD001431-DOI: 10.1002/14651858.CD001431.pub2, 3 O’Connor AM, Bennett CL, Stacey D, Barry M, Col NF, Eden KB, Entwistle VA, Fiset V, Holmes-Rovner M, Khangura S: Decision aids for people facing health treatment or screening decisions. Cochrane Database Syst Rev. 2009, CD001431-DOI: 10.1002/14651858.CD001431.pub2, 3
28.
go back to reference Mullan RJ, Montori VM, Shah ND, Christianson TJ, Bryant SC, Guyatt GH, Perestelo-Perez LI, Stroebel RJ, Yawn BP, Yapuncich V, et al: The diabetes mellitus medication choice decision aid: a randomized trial. Arch Intern Med. 2009, 169 (17): 1560-1568.CrossRefPubMed Mullan RJ, Montori VM, Shah ND, Christianson TJ, Bryant SC, Guyatt GH, Perestelo-Perez LI, Stroebel RJ, Yawn BP, Yapuncich V, et al: The diabetes mellitus medication choice decision aid: a randomized trial. Arch Intern Med. 2009, 169 (17): 1560-1568.CrossRefPubMed
29.
go back to reference Mann DM, Ponieman D, Montori VM, Arciniega J, McGinn T: The Statin Choice decision aid in primary care: a randomized trial. Patient Educ Couns. 2010, 80 (1): 138-140. 10.1016/j.pec.2009.10.008.CrossRefPubMed Mann DM, Ponieman D, Montori VM, Arciniega J, McGinn T: The Statin Choice decision aid in primary care: a randomized trial. Patient Educ Couns. 2010, 80 (1): 138-140. 10.1016/j.pec.2009.10.008.CrossRefPubMed
30.
go back to reference Montori VM, Shah ND, Pencille LJ, Branda ME, Van Houten HK, Swiglo BA, Kesman RL, Tulledge-Scheitel SM, Jaeger TM, Johnson RE, et al: Use of a decision aid to improve treatment decisions in osteoporosis: the osteoporosis choice randomized trial. Am J Med. 2011, 124 (6): 549-556. 10.1016/j.amjmed.2011.01.013.CrossRefPubMed Montori VM, Shah ND, Pencille LJ, Branda ME, Van Houten HK, Swiglo BA, Kesman RL, Tulledge-Scheitel SM, Jaeger TM, Johnson RE, et al: Use of a decision aid to improve treatment decisions in osteoporosis: the osteoporosis choice randomized trial. Am J Med. 2011, 124 (6): 549-556. 10.1016/j.amjmed.2011.01.013.CrossRefPubMed
31.
go back to reference Shah ND, Mullan RJ, Breslin M, Yawn BP, Ting HH, Montori VM: Translating comparative effectiveness into practice: the case of diabetes medications. Med Care. 2010, 48 (6 Suppl): S153-S158.CrossRefPubMed Shah ND, Mullan RJ, Breslin M, Yawn BP, Ting HH, Montori VM: Translating comparative effectiveness into practice: the case of diabetes medications. Med Care. 2010, 48 (6 Suppl): S153-S158.CrossRefPubMed
32.
go back to reference Sheridan SL, Draeger LB, Pignone MP, Keyserling TC, Simpson RJ, Rimer B, Bangdiwala SI, Cai J, Gizlice Z: A randomized trial of an intervention to improve use and adherence to effective coronary heart disease prevention strategies. BMC Health Serv Res. 2011, 11: 331-10.1186/1472-6963-11-331.CrossRefPubMedPubMedCentral Sheridan SL, Draeger LB, Pignone MP, Keyserling TC, Simpson RJ, Rimer B, Bangdiwala SI, Cai J, Gizlice Z: A randomized trial of an intervention to improve use and adherence to effective coronary heart disease prevention strategies. BMC Health Serv Res. 2011, 11: 331-10.1186/1472-6963-11-331.CrossRefPubMedPubMedCentral
33.
go back to reference Wilson PW, D’Agostino RB, Levy D, Belanger AM, Silbershatz H, Kannel WB: Prediction of coronary heart disease using risk factor categories. Circulation. 1998, 97 (18): 1837-1847. 10.1161/01.CIR.97.18.1837.CrossRefPubMed Wilson PW, D’Agostino RB, Levy D, Belanger AM, Silbershatz H, Kannel WB: Prediction of coronary heart disease using risk factor categories. Circulation. 1998, 97 (18): 1837-1847. 10.1161/01.CIR.97.18.1837.CrossRefPubMed
34.
go back to reference Sheridan SL, Shadle J, Simpson RJJ, Pignone MP: The impact of a decision aid about heart disease prevention on patients’ discussions with their doctor and their plans for prevention: a pilot randomized trial. BMC Health Serv Res. 2006, 6: 121-10.1186/1472-6963-6-121.CrossRefPubMedPubMedCentral Sheridan SL, Shadle J, Simpson RJJ, Pignone MP: The impact of a decision aid about heart disease prevention on patients’ discussions with their doctor and their plans for prevention: a pilot randomized trial. BMC Health Serv Res. 2006, 6: 121-10.1186/1472-6963-6-121.CrossRefPubMedPubMedCentral
35.
go back to reference Sheridan SL, Griffith JM, Behrend L, Gizlice Z, Jianwen C, Pignone MP: Effect of adding a values clarification exercise to a decision aid on heart disease prevention: a randomized trial. Med Decis Making. 2010, 30 (4): E28-E39. 10.1177/0272989X10369008.CrossRefPubMedPubMedCentral Sheridan SL, Griffith JM, Behrend L, Gizlice Z, Jianwen C, Pignone MP: Effect of adding a values clarification exercise to a decision aid on heart disease prevention: a randomized trial. Med Decis Making. 2010, 30 (4): E28-E39. 10.1177/0272989X10369008.CrossRefPubMedPubMedCentral
37.
go back to reference Driscoll DL, Rupert DJ, Golin CE, McCormack LA, Sheridan SL, Welch BM, Poehlman JA: Promoting prostate-specific antigen informed decision-making. Evaluating two community-level interventions. Am J Prev Med. 2008, 35 (2): 87-94. 10.1016/j.amepre.2008.04.016.CrossRefPubMed Driscoll DL, Rupert DJ, Golin CE, McCormack LA, Sheridan SL, Welch BM, Poehlman JA: Promoting prostate-specific antigen informed decision-making. Evaluating two community-level interventions. Am J Prev Med. 2008, 35 (2): 87-94. 10.1016/j.amepre.2008.04.016.CrossRefPubMed
38.
go back to reference Williams GC, Grow VM, Freedman ZR, Ryan RM, Deci EL: Motivational predictors of weight loss and weight-loss maintenance. J Pers Soc Psychol. 1996, 70 (1): 115-126.CrossRefPubMed Williams GC, Grow VM, Freedman ZR, Ryan RM, Deci EL: Motivational predictors of weight loss and weight-loss maintenance. J Pers Soc Psychol. 1996, 70 (1): 115-126.CrossRefPubMed
39.
go back to reference Stacey D, Kryworuchko J, Bennett C, Murray MA, Mullan S, Legare F: Decision coaching to prepare patients for making health decisions: a systematic review of decision coaching in trials of patient decision AIDS. Med Decis Making. 2012, 32 (3): E22-E33. 10.1177/0272989X12443311.CrossRefPubMed Stacey D, Kryworuchko J, Bennett C, Murray MA, Mullan S, Legare F: Decision coaching to prepare patients for making health decisions: a systematic review of decision coaching in trials of patient decision AIDS. Med Decis Making. 2012, 32 (3): E22-E33. 10.1177/0272989X12443311.CrossRefPubMed
42.
go back to reference Legare F, Ratte S, Stacey D, Kryworuchko J, Gravel K, Graham ID, Turcotte S: Interventions for improving the adoption of shared decision making by healthcare professionals. Cochrane Database Syst Rev. 2010, CD006732-DOI: 10.1002/14651858.CD006732.pub2, 5 Legare F, Ratte S, Stacey D, Kryworuchko J, Gravel K, Graham ID, Turcotte S: Interventions for improving the adoption of shared decision making by healthcare professionals. Cochrane Database Syst Rev. 2010, CD006732-DOI: 10.1002/14651858.CD006732.pub2, 5
43.
go back to reference Legare F, Witteman HO: Shared decision making: examining key elements and barriers to adoption into routine clinical practice. Health Aff. 2013, 32 (2): 276-284. 10.1377/hlthaff.2012.1078.CrossRef Legare F, Witteman HO: Shared decision making: examining key elements and barriers to adoption into routine clinical practice. Health Aff. 2013, 32 (2): 276-284. 10.1377/hlthaff.2012.1078.CrossRef
Metadata
Title
The effect of a decision aid intervention on decision making about coronary heart disease risk reduction: secondary analyses of a randomized trial
Authors
Stacey L Sheridan
Lindy B Draeger
Michael P Pignone
Barbara Rimer
Shrikant I Bangdiwala
Jianwen Cai
Ziya Gizlice
Thomas C Keyserling
Ross J Simpson Jr
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Medical Informatics and Decision Making / Issue 1/2014
Electronic ISSN: 1472-6947
DOI
https://doi.org/10.1186/1472-6947-14-14

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