Analysis of a Stepped-Wedge Implementation of the PT-PENCIL Tool
PT-PENCIL Tool
1 other identifier
observational
9,704
1 country
1
Brief Summary
Despite the need to evolve, the fact that physical therapists are a constrained resource prompts the need for care prioritization that is optimally targeted. It is currently unclear which patients need physical therapist intervention in the hospital, and how much physical therapy is necessary, in order to achieve a functional status that is adequate to discharge home. We have developed a patient-level clinical decision support tool to guide optimal treatment frequency. This tool-the Physical Therapy Frequency Clinical Decision Support Tool, or "PT-PENCIL"-is based on a statistical model that predicts discharge home relative to the frequency of physical therapist treatment. The primary goals of this study are to assess the implementation strategy for the PT-PENCIL and analyze its effect on improving the proportion of patients who discharge home.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jul 2023
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
July 18, 2023
CompletedStudy Start
First participant enrolled
July 18, 2023
CompletedFirst Posted
Study publicly available on registry
July 27, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 1, 2024
CompletedStudy Completion
Last participant's last visit for all outcomes
June 30, 2026
ExpectedMarch 30, 2026
March 1, 2026
11 months
July 18, 2023
March 25, 2026
Conditions
Outcome Measures
Primary Outcomes (6)
Effectiveness of evaluation on discharge home vs facility
Whether or not the patient was discharged home (vs. a facility)
Day of hospital discharge
Reach
The number of patients for whom the PT-PENCIL algorithm ran in the EHR
Measured over the 24-week trial period
Adoption
The number of therapists who acknowledge the PT-PENCIL best practice advisory
Measured over the 24-week trial period
Acceptability of PT-Pencil
The rating of acceptability amongst physical therapists completing the Acceptability of the Intervention Measure (AIM) higher scores indicates greater acceptability. The scale ranges from 1-5.
Measured at baseline and conclusion of 24-week trial
Appropriateness of PT-Pencil
The rating of appropriateness amongst physical therapists completing the Intervention Appropriateness Measure (IAM) higher scores indicates greater appropriateness. The scale ranges from 1-5.
Measured at baseline and conclusion of 24-week trial
Feasibility Rate of PT-Pencil
The rating of feasibility amongst physical therapists completing the Feasibility of the Intervention Measure (FIM) higher scores indicates greater feasibility. The scale ranges from 1-5.
Measured at baseline and conclusion of 24-week trial
Study Arms (2)
PT-PENCIL cohort
patients discharged from the hospital while the PT-PENCIL was active
Control cohort
patients discharged from the hospital while the PT-PENCIL was not active
Interventions
Electronic clinical decision support tool
Eligibility Criteria
Physical Therapists at CCF Main, Fairview, \& Hillcrest hospitals who are being trained on the use and implementation of the PT-PENCIL tool for general clinical care. Patients (SOC data) who are seen by physical therapists at CCF Main, Fairview, \& Hillcrest hospitals during the study time period, who may or may not (dependent on the pilot stepped-wedge design, see protocol) have the PT-PENCIL tool utilized in their care.
You may qualify if:
- Admitted for at least one overnight
- Total ICU LOS \< 48 hours
- Primary medical service is any of: cardiology, vascular medicine, cardiac surgery, thoracic surgery, vascular surgery, dermatology, endocrinology, hepatology, internal medicine, obstetrics/gynecology, pulmonology, nephrology, urology, colorectal surgery, general surgery, neurology, neurosurgery
You may not qualify if:
- \- Individuals under the age of 18.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Cleveland Clinic
Cleveland, Ohio, 44195, United States
Related Publications (39)
Ackerly DC, Grabowski DC. Post-acute care reform--beyond the ACA. N Engl J Med. 2014 Feb 20;370(8):689-91. doi: 10.1056/NEJMp1315350. No abstract available.
PMID: 24552314BACKGROUNDRobinson SM, Ni Bhuachalla B, Ni Mhaille B, Cotter PE, O'Connor M, O'Keeffe ST. Home, please: A conjoint analysis of patient preferences after a bad hip fracture. Geriatr Gerontol Int. 2015 Oct;15(10):1165-70. doi: 10.1111/ggi.12415. Epub 2014 Nov 19.
PMID: 25407779BACKGROUNDAugustine MR, Davenport C, Ornstein KA, Cuan M, Saenger P, Lubetsky S, Federman A, DeCherrie LV, Leff B, Siu AL. Implementation of Post-Acute Rehabilitation at Home: A Skilled Nursing Facility-Substitutive Model. J Am Geriatr Soc. 2020 Jul;68(7):1584-1593. doi: 10.1111/jgs.16474. Epub 2020 Apr 28.
PMID: 32343401BACKGROUNDMcWilliams JM, Gilstrap LG, Stevenson DG, Chernew ME, Huskamp HA, Grabowski DC. Changes in Postacute Care in the Medicare Shared Savings Program. JAMA Intern Med. 2017 Apr 1;177(4):518-526. doi: 10.1001/jamainternmed.2016.9115.
PMID: 28192556BACKGROUNDBarnett ML, Mehrotra A, Grabowski DC. Postacute Care - The Piggy Bank for Savings in Alternative Payment Models? N Engl J Med. 2019 Jul 25;381(4):302-303. doi: 10.1056/NEJMp1901896. No abstract available.
PMID: 31340092BACKGROUNDChandra A, Dalton MA, Holmes J. Large increases in spending on postacute care in Medicare point to the potential for cost savings in these settings. Health Aff (Millwood). 2013 May;32(5):864-72. doi: 10.1377/hlthaff.2012.1262.
PMID: 23650319BACKGROUNDLiu Z, Han L, Leo-Summers L, Gahbauer EA, Allore HG, Gill TM. The subsequent course of disability in older persons discharged to a skilled nursing facility after an acute hospitalization. Exp Gerontol. 2017 Oct 15;97:73-79. doi: 10.1016/j.exger.2017.08.004. Epub 2017 Aug 4.
PMID: 28782593BACKGROUNDWald HL, Ramaswamy R, Perskin MH, Roberts L, Bogaisky M, Suen W, Mikhailovich A; Quality and Performance Measurement Committee of the American Geriatrics Society. The Case for Mobility Assessment in Hospitalized Older Adults: American Geriatrics Society White Paper Executive Summary. J Am Geriatr Soc. 2019 Jan;67(1):11-16. doi: 10.1111/jgs.15595. Epub 2018 Oct 1.
PMID: 30276809BACKGROUNDRobinson TN, Wallace JI, Wu DS, Wiktor A, Pointer LF, Pfister SM, Sharp TJ, Buckley MJ, Moss M. Accumulated frailty characteristics predict postoperative discharge institutionalization in the geriatric patient. J Am Coll Surg. 2011 Jul;213(1):37-42; discussion 42-4. doi: 10.1016/j.jamcollsurg.2011.01.056. Epub 2011 Mar 23.
PMID: 21435921BACKGROUNDJenq GY, Tinetti ME. Post-acute care: who belongs where? JAMA Intern Med. 2015 Feb;175(2):296-7. doi: 10.1001/jamainternmed.2014.4298. No abstract available.
PMID: 25437105BACKGROUNDChang FH, Ni P, Jette AM. Does activity limitation predict discharge destination for postacute care patients? Am J Phys Med Rehabil. 2014 Sep;93(9):782-90. doi: 10.1097/PHM.0000000000000097.
PMID: 24800717BACKGROUNDHoyer EH, Young DL, Friedman LA, Brotman DJ, Klein LM, Friedman M, Needham DM. Routine Inpatient Mobility Assessment and Hospital Discharge Planning. JAMA Intern Med. 2019 Jan 1;179(1):118-120. doi: 10.1001/jamainternmed.2018.5145.
PMID: 30476953BACKGROUNDGustavson AM, Toonstra A, Johnson JK, Ensrud KE. Reframing Hospital to Home Discharge from "Should We?" to "How Can We?": COVID-19 and Beyond. J Am Geriatr Soc. 2021 Mar;69(3):608-609. doi: 10.1111/jgs.17036. Epub 2021 Feb 6. No abstract available.
PMID: 33470419BACKGROUNDYoung DL, Moonie S, Bungum T. Cross-Sectional Examination of Patient and Therapist Factors Affecting Participation in Physical Therapy in Acute Care Hospital Settings. Phys Ther. 2017 Jan 1;97(1):3-12. doi: 10.2522/ptj.20150591.
PMID: 27340196BACKGROUNDJohnson JK, Lapin B, Green K, Stilphen M. Frequency of Physical Therapist Intervention Is Associated With Mobility Status and Disposition at Hospital Discharge for Patients With COVID-19. Phys Ther. 2021 Jan 4;101(1):pzaa181. doi: 10.1093/ptj/pzaa181.
PMID: 32986836BACKGROUNDBurke RE, Juarez-Colunga E, Levy C, Prochazka AV, Coleman EA, Ginde AA. Rise of post-acute care facilities as a discharge destination of US hospitalizations. JAMA Intern Med. 2015 Feb;175(2):295-6. doi: 10.1001/jamainternmed.2014.6383. No abstract available.
PMID: 25437642BACKGROUNDBurke RE, Juarez-Colunga E, Levy C, Prochazka AV, Coleman EA, Ginde AA. Patient and Hospitalization Characteristics Associated With Increased Postacute Care Facility Discharges From US Hospitals. Med Care. 2015 Jun;53(6):492-500. doi: 10.1097/MLR.0000000000000359.
PMID: 25906015BACKGROUNDBuntin MB, Colla CH, Escarce JJ. Effects of payment changes on trends in post-acute care. Health Serv Res. 2009 Aug;44(4):1188-210. doi: 10.1111/j.1475-6773.2009.00968.x. Epub 2009 Apr 5.
PMID: 19490159BACKGROUNDKeeney T. Physical Therapy in the COVID-19 Pandemic: Forging a Paradigm Shift for Rehabilitation in Acute Care. Phys Ther. 2020 Aug 12;100(8):1265-1267. doi: 10.1093/ptj/pzaa097. No abstract available.
PMID: 32453426BACKGROUNDCurran GM, Bauer M, Mittman B, Pyne JM, Stetler C. Effectiveness-implementation hybrid designs: combining elements of clinical effectiveness and implementation research to enhance public health impact. Med Care. 2012 Mar;50(3):217-26. doi: 10.1097/MLR.0b013e3182408812.
PMID: 22310560BACKGROUNDFeldstein AC, Glasgow RE. A practical, robust implementation and sustainability model (PRISM) for integrating research findings into practice. Jt Comm J Qual Patient Saf. 2008 Apr;34(4):228-43. doi: 10.1016/s1553-7250(08)34030-6.
PMID: 18468362BACKGROUNDGlasgow RE, Vogt TM, Boles SM. Evaluating the public health impact of health promotion interventions: the RE-AIM framework. Am J Public Health. 1999 Sep;89(9):1322-7. doi: 10.2105/ajph.89.9.1322.
PMID: 10474547BACKGROUNDGlasgow RE, McKay HG, Piette JD, Reynolds KD. The RE-AIM framework for evaluating interventions: what can it tell us about approaches to chronic illness management? Patient Educ Couns. 2001 Aug;44(2):119-27. doi: 10.1016/s0738-3991(00)00186-5.
PMID: 11479052BACKGROUNDGlasgow RE, Harden SM, Gaglio B, Rabin B, Smith ML, Porter GC, Ory MG, Estabrooks PA. RE-AIM Planning and Evaluation Framework: Adapting to New Science and Practice With a 20-Year Review. Front Public Health. 2019 Mar 29;7:64. doi: 10.3389/fpubh.2019.00064. eCollection 2019.
PMID: 30984733BACKGROUNDCreswell JW, Fetters MD, Ivankova NV. Designing a mixed methods study in primary care. Ann Fam Med. 2004 Jan-Feb;2(1):7-12. doi: 10.1370/afm.104.
PMID: 15053277BACKGROUNDRauscher L, Greenfield BH. Advancements in contemporary physical therapy research: use of mixed methods designs. Phys Ther. 2009 Jan;89(1):91-100. doi: 10.2522/ptj.20070236. Epub 2008 Nov 13.
PMID: 19008328BACKGROUNDHussey MA, Hughes JP. Design and analysis of stepped wedge cluster randomized trials. Contemp Clin Trials. 2007 Feb;28(2):182-91. doi: 10.1016/j.cct.2006.05.007. Epub 2006 Jul 7.
PMID: 16829207BACKGROUNDHemming K, Haines TP, Chilton PJ, Girling AJ, Lilford RJ. The stepped wedge cluster randomised trial: rationale, design, analysis, and reporting. BMJ. 2015 Feb 6;350:h391. doi: 10.1136/bmj.h391. No abstract available.
PMID: 25662947BACKGROUNDManning WG, Basu A, Mullahy J. Generalized modeling approaches to risk adjustment of skewed outcomes data. J Health Econ. 2005 May;24(3):465-88. doi: 10.1016/j.jhealeco.2004.09.011.
PMID: 15811539BACKGROUNDJette DU, Stilphen M, Ranganathan VK, Passek SD, Frost FS, Jette AM. Validity of the AM-PAC "6-Clicks" inpatient daily activity and basic mobility short forms. Phys Ther. 2014 Mar;94(3):379-91. doi: 10.2522/ptj.20130199. Epub 2013 Nov 14.
PMID: 24231229BACKGROUNDJette DU, Stilphen M, Ranganathan VK, Passek S, Frost FS, Jette AM. Interrater Reliability of AM-PAC "6-Clicks" Basic Mobility and Daily Activity Short Forms. Phys Ther. 2015 May;95(5):758-66. doi: 10.2522/ptj.20140174. Epub 2014 Dec 11.
PMID: 25504489BACKGROUNDLandis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics. 1977 Mar;33(1):159-74.
PMID: 843571BACKGROUNDWeiner BJ, Lewis CC, Stanick C, Powell BJ, Dorsey CN, Clary AS, Boynton MH, Halko H. Psychometric assessment of three newly developed implementation outcome measures. Implement Sci. 2017 Aug 29;12(1):108. doi: 10.1186/s13012-017-0635-3.
PMID: 28851459BACKGROUNDHsieh HF, Shannon SE. Three approaches to qualitative content analysis. Qual Health Res. 2005 Nov;15(9):1277-88. doi: 10.1177/1049732305276687.
PMID: 16204405BACKGROUNDO'Cathain A, Murphy E, Nicholl J. Three techniques for integrating data in mixed methods studies. BMJ. 2010 Sep 17;341:c4587. doi: 10.1136/bmj.c4587. No abstract available.
PMID: 20851841BACKGROUNDTian W. An All-Payer View of Hospital Discharge to Postacute Care, 2013. 2016 May. In: Healthcare Cost and Utilization Project (HCUP) Statistical Briefs [Internet]. Rockville (MD): Agency for Healthcare Research and Quality (US); 2006 Feb-. Statistical Brief #205. Available from http://www.ncbi.nlm.nih.gov/books/NBK373736/
PMID: 27441335BACKGROUNDJohnson JK, Hohman JA, Vakharia N, et al. High-Intensity Postacute Care at Home. NEJM Catalyst. 2021;2(6):CAT.21.0125. doi:10.1056/CAT.21.0125
BACKGROUNDJohnson JK, Young DL, Marcus RL. An Explanatory Model for the Relationship Between Physical Therapists' Self-perceptions of Value and Care Prioritization Decisions in the Acute Hospital. Journal of Acute Care Physical Therapy. 2021;12(4):165-184. doi:10.1097/JAT.0000000000000157
BACKGROUNDMiles MB, Huberman MA. Qualitative Data Analysis: An Expanded Sourcebook. SAGE Publications Inc.; 1994.
BACKGROUND
Study Officials
- PRINCIPAL INVESTIGATOR
Brittany Lapin, PhD, MPH
The Cleveland Clinic
- PRINCIPAL INVESTIGATOR
Joshua Johnson, DPT
Cleveland Clinic Foundation/Duke University
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- OTHER
- Target Duration
- 30 Days
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR INVESTIGATOR
- PI Title
- Principal Investigator
Study Record Dates
First Submitted
July 18, 2023
First Posted
July 27, 2023
Study Start
July 18, 2023
Primary Completion
June 1, 2024
Study Completion (Estimated)
June 30, 2026
Last Updated
March 30, 2026
Record last verified: 2026-03