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Comparative Effectiveness Trial of Communication Strategies in the Management of Chronic Pain

Integrating the Patient Voice Into Comparative Effectiveness Trial of Communication Strategies in the Management of Chronic Pain

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03301623
Enrollment
983
Registered
2017-10-04
Start date
2017-11-13
Completion date
2019-12-31
Last updated
2021-10-13

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Chronic Pain

Keywords

Clinical Decision Support, Patient Education Materials, Opioid Use, Chronic Noncancer Pain

Brief summary

Investigators will compare Clinical Decision Support (CDS) versus Patient Education and Activation Tools (PEATs) in patients prescribed long-term or multiple opioids to measure outcomes that are important to patients. Primary outcomes are pain interference, physical function, and satisfaction with patient-physician communication. Secondary outcomes are overall Health-Related Quality of Life and high-risk prescribing, including prescriptions over 90 morphine milligram equivalents per day and co-prescribing of benzodiazepines and opioids. Patients in the PEAT arm will receive patient materials during the intervention, developed to engage patients in chronic pain treatment, prior to Primary Care Physician office visits. In the provider-facing CDS arm, PCPs will receive computerized reminders about appropriate opioid use during office visits for enrolled patients. Patients in both groups will receive questionnaires about pain interference, quality of life, and physician-patient communication through the patient portal one month after each visit to their Primary Care Physician (PCP). Investigators will use multi-level regression models to compare the effectiveness of these two communication strategies.

Detailed description

Investigators will compare two strategies: (1) Engage PCPs with Clinical Decision Support at the point of care, raising active alerts through the Electronic Health Record (EHR) when there is risk of inappropriate opioid prescribing, thus leading to informed decision-making with the patient about alternative treatments; versus (2) Engage patients prior to their PCP visit using Patient Education and Activation Tools (PEATs) administered via REDCap, helping patients to prepare for their visit and encouraging discussion about treatment preferences, values and treatment goals at the time of the visit, thus leading to shared decision-making with the provider. Our CDS intervention will use Choosing Wisely and Centers for Disease Control and Prevention (CDC) guidelines, and our Patient Education and Activation Tool intervention will use widely disseminated material developed by Consumer Reports and the ACPA. Investigators will assess whether improved communication and patient activation through these strategies improve patient-reported outcomes related to pain interference and HRQOL. To assess these outcomes, investigators will use NIH Patient Reported Outcome Measurement Information System (PROMIS®) questionnaires to capture health domains identified by our patient partners as most important. Using PROs will also help capture whether the use of either of these strategies leads to unintended consequences for patients when opioids are reduced and other pain management strategies are not substituted. Recruitment procedures: The study team mails study materials including an introductory brochure, information sheet, and initial contact letter to eligible participants. Eligible participants are then called and asked if they would like to enroll in the study, at which point the study team obtains consent over the phone. Non-responders, eligible participants who the study team has not been able to reach by phone and for whom a voicemail was left, are automatically enrolled in an abbreviated arm of the study after two weeks of non-response. Those enrolled in both the full study PEATs group and abbreviated PEATs group will be sent the PEATs materials two days before an appointment with their primary care clinician. Participants may choose to opt out of any arm of the study. Data collection: Upon enrollment in the fully study, investigators will send patients an enrollment questionnaire, which includes questions on education, language proficiency, and health literacy. At this point, investigators will also send the two PROMIS questionnaires (pain interference and physical function) via REDCap. The study team has programmed the surveys to be sent via automatic email in REDCap. The email will contain a link where participants can access the questionnaire and redeem their Amazon gift card instantly. The total time to take this questionnaire is 2 minutes. All enrolled participants will receive monthly PROMIS questionnaires during the 12-month intervention period. Enrolled patients who have any follow-up visits during this intervention period in both full study arms will be sent the Communication Questionnaire (COMRADE) via REDCap one day after each office visit with their PCP. For participants enrolled in the abbreviated arm of the study, the study team will have access to medical records that will allow for a retrospective pull of relevant patient-reported outcome measures and PCP satisfaction data collected by the health system.

Interventions

OTHERClinical Decision Support

The CDS intervention will test the use of existing guideline-based EHR alerts related to the prescription of opioids. CDS alerts employ computer algorithms that account for patient characteristics and diagnoses to deliver reminders of appropriate use when a provider enters an order for a medication.

OTHERPatient Education and Activation Tools

The patient education materials selected for this study: Pain Management: Which Treatment is Right for You, Preparing for Your Health Care Visit, and a video from the American Chronic Pain Association (ACPA) named A Car with Four Flat Tires, which helps to give patients a better understanding of how multi-modal treatment can be more effective than relying on one source of treatment (e.g., pain medication).

Sponsors

Patient-Centered Outcomes Research Institute
CollaboratorOTHER
Cedars-Sinai Medical Center
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
HEALTH_SERVICES_RESEARCH
Masking
NONE

Intervention model description

The study team will randomize the study on the provider level and use a random number generator to assign providers to study arms. Patients within the physicians randomized to the Informed Decision Making (IDM) arm will not receive the PEAT materials; their physicians will receive the CDS alerts via the EHR when certain order criteria are triggered appropriately. Patients within the physicians randomized to the Shared Decision Making (SDM) arm will receive the PEAT materials via REDCap two days before their PCP office visit. They will receive these materials every time they have an office visit with their PCP.

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

Within a 90-day period prior to the patient recruitment date: * ≥30 days of prescriptions for opioid medications; or * 2 or more opioid prescriptions; or * a total amount of ≥700 Morphine Milligram Equivalents (MME) in a single opioid prescription; and * Patients who have had 1 or more Cedars-Sinai Medical Group primary care physician in the year prior to the study start date; and * At least 1 visit during the follow-up year (the follow-up year will start after they consent to be in the study). Prescriptions in the inpatient setting will not make a patient eligible for this study.

Exclusion criteria

* Individuals less than 18 years of age; or * Individuals with any cancer treatment (chemotherapy or radiotherapy) administered 180 days or less prior to patient recruitment; or * Individuals with a cancer diagnosis in the Problem List 180 days or less prior to patient recruitment (patients with cancer surveillance only will be included in the study); or * Individuals with palliative care treatment administered 180 days or less prior to patient recruitment; or * Individuals with any end-of-life treatment (comfort care) prior to patient recruitment; or * Patients currently taking prescription medications (e.g. Suboxone, subutex, Buprenex, Butrans, Probuphine, Belbuca, buprenorphine/naloxone, Zubsolv, and Bunavail) for Opioid Use or other Substance Use Disorder treatment.

Design outcomes

Primary

MeasureTime frameDescription
PROMIS - Pain Interference Short Form 8aAssessed at baseline at randomization, monthly up to 20 months after start of intervention (i.e. repeated measures).PROMIS - Pain Interference instruments assess self-reported consequences of pain on relevant aspects of one's life. This includes the extent to which pain hinders engagement with social, cognitive, emotional, physical, and recreational activities. The forms are universal rather than disease-specific. A higher PROMIS T-score represents more of the concept. For Pain Interference, a T-score of 60 is one SD higher pain than average. A t-score of 50 represents the mean pain interference reported by a representative US population. We report pre- and post-intervention means. Analysis featured a linear mixed model for repeated measures where the term of interest was an interaction term describing the change in the PEAT group during the post-intervention period.
CG-CAHPS1-year pre-intervention vs. 1-year post-intervention (i.e. repeated measures).The Consumer Assessment of Healthcare Providers and System Clinician and Group Survey (CG-CAHPS) is a widely used PRO for collecting and reporting information from patients' about their experiences of care. We used the How well providers communicate with patients 6-item composite score. The response scale for these items was Yes, definitely, Yes, somewhat, and No. The composite score was represented as a binary value indicating whether a PCP received all top-box scores (represented by Yes, definitely responses) on the 6 items. We report the count of top box responses in the pre- and post-intervention periods by group. Analysis featured a mixed effects logistic regression model for repeated measures where the term of interest was an interaction term describing the change in the odds of a top box score in the PEAT group during the post-intervention period.

Secondary

MeasureTime frameDescription
PROMIS Physical Function 6b v1.2Assessed at baseline at randomization, monthly up to 20 months after start of intervention (i.e. repeated measures).PROMIS Physical Function instruments measure self-reported capability rather than actual performance of physical activities. A single Physical Function capability score is obtained from a short form. The forms are universal rather than disease-specific. A higher PROMIS T-score represents more of the concept. For Physical Function, a T-score of 60 is one SD better than average. By comparison, a Physical Function T-score of 40 is one SD worse than average. We report pre- and post-intervention means. Analysis featured a linear mixed model for repeated measures where the term of interest was an interaction term describing the change in the PEAT group during the post-intervention period.
Number of Opioid Prescriptions Over 90 MME/Day Written by Physicians1-year pre-intervention vs. 1 year post-interventionPhysicians should avoid increasing dosage to ≥90 MME/day, and this measure compares odds of writing prescriptions over 90mme pre- vs. post-intervention
Number of Opioid Co-prescription of Opioids and Benzodiazepines Written by Physicians1-year pre-intervention vs. 1-year post-interventionPhysicians should avoid co-prescribing of opioids and benzodiazepines. This binary outcome captures the presence (or lack) of a written prescriptions for opioids within a 24-hour window on either side of a prescription for benzodiazepines.
Patient Health Questionnaire-9 (PHQ-9)1-year pre-intervention vs. 1-year post-intervention at all appointments (i.e. repeated measures).The Patient Health Questionnaire (PHQ) is a self-administered version of the PRIME-MD diagnostic instrument for common mental disorders. The PHQ-9 is the depression module, which scores each of the 9 DSM-IV criteria as 0 (not at all) to 3 (nearly every day). The raw score was categorized by severity according to the scoring guide and analyzed as such. Raw scores were assigned the following categories: 0-4, None; 5-9, Mild; 10-14, Moderate; 15-19, Moderately severe; and 20 or greater, Severe. We report the count of categorized PHQ-9 responses in the pre- (baseline characteristics) and post-intervention periods by group. Analysis featured a mixed effects ordered logistic regression model for repeated measures where the term of interest was an interaction describing the change in the odds of a top box score in the PEAT group during the post-intervention period. Analysis did not require balanced data (i.e. any scores in any time period meant patient was included).

Countries

United States

Participant flow

Participants by arm

ArmCount
Clinical Decision Support
Patients within the physicians randomized to the IDM arm will receive the Clinical Decision Support alerts via the EHR when certain order criteria are triggered appropriately. Clinical Decision Support: The CDS intervention will test the use of existing guideline-based EHR alerts related to the prescription of opioids. CDS alerts employ computer algorithms that account for patient characteristics and diagnoses to deliver reminders of appropriate use when a provider enters an order for a medication.
445
Patient Education and Activation Tools
Patients within the physicians randomized to SDM will receive the PEAT materials via REDCap two days prior to their PCP office visit. They will receive these materials every time they have an office visit with their PCP. Patient Education and Activation Tools: The patient education materials selected for this study: Pain Management: Which Treatment is Right for You, Preparing for Your Health Care Visit, and a video from the American Chronic Pain Association (ACPA) named A Car with Four Flat Tires, which helps to give patients a better understanding of how multi-modal treatment can be more effective than relying on one source of treatment (e.g., pain medication).
506
Total951

Withdrawals & dropouts

PeriodReasonFG000FG001
Overall StudyDeath31
Overall StudyLost to Follow-up31
Overall StudyWithdrawal by Subject1113

Baseline characteristics

CharacteristicClinical Decision SupportPatient Education and Activation ToolsTotal
Age, Categorical
<=18 years
0 Participants0 Participants0 Participants
Age, Categorical
>=65 years
128 Participants126 Participants254 Participants
Age, Categorical
Between 18 and 65 years
317 Participants380 Participants697 Participants
Age, Continuous55.38 years
STANDARD_DEVIATION 16.01
53.57 years
STANDARD_DEVIATION 16.08
54.42 years
STANDARD_DEVIATION 16.07
CAHPS® Clinician & Group Survey (CG-CAHPS)
Not Top Box
14 Responses24 Responses38 Responses
CAHPS® Clinician & Group Survey (CG-CAHPS)
Top Box
108 Responses79 Responses188 Responses
Co-prescription of Opioids and Benzodiazepines
Co-Prescriptions
40 prescriptions30 prescriptions70 prescriptions
Co-prescription of Opioids and Benzodiazepines
Not Co-Prescriptions
20 prescriptions86 prescriptions106 prescriptions
Opioid Prescription Over 90 Morphine Milligram Equivalents (MME) (Dichotomous)
Rx Not Over 90
737 prescriptions1212 prescriptions1949 prescriptions
Opioid Prescription Over 90 Morphine Milligram Equivalents (MME) (Dichotomous)
Rx Over 90
68 prescriptions210 prescriptions278 prescriptions
Patient Health Questionnaire-9 (PHQ-9)
Mild
20 Responses21 Responses41 Responses
Patient Health Questionnaire-9 (PHQ-9)
Moderate
34 Responses28 Responses62 Responses
Patient Health Questionnaire-9 (PHQ-9)
Moderately Severe
32 Responses31 Responses63 Responses
Patient Health Questionnaire-9 (PHQ-9)
None
633 Responses678 Responses1311 Responses
Patient Health Questionnaire-9 (PHQ-9)
Severe
23 Responses26 Responses49 Responses
PROMIS - Pain Interference Short Form 8a62.18 t-score
STANDARD_DEVIATION 8.54
62.79 t-score
STANDARD_DEVIATION 6.85
62.46 t-score
STANDARD_DEVIATION 7.78
PROMIS Physical Function 6b v1.238.82 t-score
STANDARD_DEVIATION 9.24
38.32 t-score
STANDARD_DEVIATION 7.39
38.59 t-score
STANDARD_DEVIATION 8.41
Race (NIH/OMB)
American Indian or Alaska Native
2 Participants2 Participants4 Participants
Race (NIH/OMB)
Asian
26 Participants29 Participants55 Participants
Race (NIH/OMB)
Black or African American
93 Participants120 Participants213 Participants
Race (NIH/OMB)
More than one race
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants3 Participants3 Participants
Race (NIH/OMB)
Unknown or Not Reported
41 Participants39 Participants80 Participants
Race (NIH/OMB)
White
283 Participants313 Participants596 Participants
Region of Enrollment
United States
445 participants506 participants951 participants
Sex: Female, Male
Female
262 Participants290 Participants552 Participants
Sex: Female, Male
Male
183 Participants216 Participants399 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
1 / 4453 / 506
other
Total, other adverse events
0 / 4450 / 506
serious
Total, serious adverse events
1 / 4453 / 506

Outcome results

Primary

CG-CAHPS

The Consumer Assessment of Healthcare Providers and System Clinician and Group Survey (CG-CAHPS) is a widely used PRO for collecting and reporting information from patients' about their experiences of care. We used the How well providers communicate with patients 6-item composite score. The response scale for these items was Yes, definitely, Yes, somewhat, and No. The composite score was represented as a binary value indicating whether a PCP received all top-box scores (represented by Yes, definitely responses) on the 6 items. We report the count of top box responses in the pre- and post-intervention periods by group. Analysis featured a mixed effects logistic regression model for repeated measures where the term of interest was an interaction term describing the change in the odds of a top box score in the PEAT group during the post-intervention period.

Time frame: 1-year pre-intervention vs. 1-year post-intervention (i.e. repeated measures).

Population: Sample is limited to patients who returned a CG-CAHPS survey following a visit to their PCP.

ArmMeasureGroupValue (NUMBER)
Clinical Decision SupportCG-CAHPSPost-intervention : Top Box188 Responses
Clinical Decision SupportCG-CAHPSPost-intervention : Not Top Box34 Responses
Patient Education and Activation ToolsCG-CAHPSPost-intervention : Top Box194 Responses
Patient Education and Activation ToolsCG-CAHPSPost-intervention : Not Top Box27 Responses
Comparison: Question: Which communication strategy used during the clinical encounter is more effective in improving how satisfied patients feel over time after communicating with their physician about chronic pain treatment risks and benefits?~Regression model includes a fixed effect for time and an interaction effect between pre/post intervention and intervention arm dummy variables. Analysis is clustered at the PCP level.p-value: 0.01995% CI: [1.2, 7.31]Regression, Logistic
Primary

PROMIS - Pain Interference Short Form 8a

PROMIS - Pain Interference instruments assess self-reported consequences of pain on relevant aspects of one's life. This includes the extent to which pain hinders engagement with social, cognitive, emotional, physical, and recreational activities. The forms are universal rather than disease-specific. A higher PROMIS T-score represents more of the concept. For Pain Interference, a T-score of 60 is one SD higher pain than average. A t-score of 50 represents the mean pain interference reported by a representative US population. We report pre- and post-intervention means. Analysis featured a linear mixed model for repeated measures where the term of interest was an interaction term describing the change in the PEAT group during the post-intervention period.

Time frame: Assessed at baseline at randomization, monthly up to 20 months after start of intervention (i.e. repeated measures).

Population: Consists of all participants who contributed at least one response to the PROMIS-PI survey.

ArmMeasureValue (MEAN)Dispersion
Clinical Decision SupportPROMIS - Pain Interference Short Form 8a61.68 score on a scaleStandard Deviation 9.22
Patient Education and Activation ToolsPROMIS - Pain Interference Short Form 8a60.26 score on a scaleStandard Deviation 9.51
Comparison: Question: Which communication strategy used during the clinical encounter is more effective in reducing pain interference over time for patients with chronic pain who were taking opioids at baseline?~Regression model includes a fixed effect for time and an interaction effect between pre/post intervention and intervention arm dummy variables. Analysis is clustered at the participant level.p-value: 0.54195% CI: [-2.9, 1.52]Mixed Models Analysis
Secondary

Number of Opioid Co-prescription of Opioids and Benzodiazepines Written by Physicians

Physicians should avoid co-prescribing of opioids and benzodiazepines. This binary outcome captures the presence (or lack) of a written prescriptions for opioids within a 24-hour window on either side of a prescription for benzodiazepines.

Time frame: 1-year pre-intervention vs. 1-year post-intervention

Population: These are patients who had at least one prescription for benzodiazepines as written by their PCP, and where PCP was included in the study.

ArmMeasureGroupValue (NUMBER)
Clinical Decision SupportNumber of Opioid Co-prescription of Opioids and Benzodiazepines Written by PhysiciansCo-Prescription196 prescriptions
Clinical Decision SupportNumber of Opioid Co-prescription of Opioids and Benzodiazepines Written by PhysiciansNot Co-Prescription139 prescriptions
Patient Education and Activation ToolsNumber of Opioid Co-prescription of Opioids and Benzodiazepines Written by PhysiciansCo-Prescription264 prescriptions
Patient Education and Activation ToolsNumber of Opioid Co-prescription of Opioids and Benzodiazepines Written by PhysiciansNot Co-Prescription168 prescriptions
Comparison: Question: Which communication strategy used during the clinical encounter is more effective in reducing co-prescription of opioids and benzodiazepines over time for patients with chronic pain who were taking opioids at baseline?p-value: 0.5195% CI: [0.34, 1.71]Mixed Models Analysis
Secondary

Number of Opioid Prescriptions Over 90 MME/Day Written by Physicians

Physicians should avoid increasing dosage to ≥90 MME/day, and this measure compares odds of writing prescriptions over 90mme pre- vs. post-intervention

Time frame: 1-year pre-intervention vs. 1 year post-intervention

Population: Includes patients with at least one Rx for opioids written by PCPs randomized in the study (i.e. does not include patients who had opioids written by physicians not included in the study).

ArmMeasureGroupValue (NUMBER)
Clinical Decision SupportNumber of Opioid Prescriptions Over 90 MME/Day Written by PhysiciansPost-intervention Rx Over 90208 prescriptions
Clinical Decision SupportNumber of Opioid Prescriptions Over 90 MME/Day Written by PhysiciansPost-intervention Rx Not Over 903278 prescriptions
Patient Education and Activation ToolsNumber of Opioid Prescriptions Over 90 MME/Day Written by PhysiciansPost-intervention Rx Over 90679 prescriptions
Patient Education and Activation ToolsNumber of Opioid Prescriptions Over 90 MME/Day Written by PhysiciansPost-intervention Rx Not Over 903625 prescriptions
Comparison: Question: Which communication strategy used during the clinical encounter is more effective in reducing opioid prescriptions of more than 90 morphine milligrams equivalent (MME) over time for patients with chronic pain who were taking opioids at baseline?~Regression model includes a fixed effect for time and an interaction effect between pre/post intervention and intervention arm dummy variables. Analysis is clustered at the PCP level.p-value: 0.0195% CI: [1.13, 2.36]Mixed Models Analysis
Secondary

Patient Health Questionnaire-9 (PHQ-9)

The Patient Health Questionnaire (PHQ) is a self-administered version of the PRIME-MD diagnostic instrument for common mental disorders. The PHQ-9 is the depression module, which scores each of the 9 DSM-IV criteria as 0 (not at all) to 3 (nearly every day). The raw score was categorized by severity according to the scoring guide and analyzed as such. Raw scores were assigned the following categories: 0-4, None; 5-9, Mild; 10-14, Moderate; 15-19, Moderately severe; and 20 or greater, Severe. We report the count of categorized PHQ-9 responses in the pre- (baseline characteristics) and post-intervention periods by group. Analysis featured a mixed effects ordered logistic regression model for repeated measures where the term of interest was an interaction describing the change in the odds of a top box score in the PEAT group during the post-intervention period. Analysis did not require balanced data (i.e. any scores in any time period meant patient was included).

Time frame: 1-year pre-intervention vs. 1-year post-intervention at all appointments (i.e. repeated measures).

Population: Includes all subjects who had at least one PHQ-9 score in the medical record during the study period.

ArmMeasureGroupValue (NUMBER)
Clinical Decision SupportPatient Health Questionnaire-9 (PHQ-9)Mild9 participants
Clinical Decision SupportPatient Health Questionnaire-9 (PHQ-9)Moderate17 participants
Clinical Decision SupportPatient Health Questionnaire-9 (PHQ-9)Moderately Severe14 participants
Clinical Decision SupportPatient Health Questionnaire-9 (PHQ-9)Severe4 participants
Clinical Decision SupportPatient Health Questionnaire-9 (PHQ-9)None220 participants
Patient Education and Activation ToolsPatient Health Questionnaire-9 (PHQ-9)None270 participants
Patient Education and Activation ToolsPatient Health Questionnaire-9 (PHQ-9)Severe11 participants
Patient Education and Activation ToolsPatient Health Questionnaire-9 (PHQ-9)Moderate23 participants
Patient Education and Activation ToolsPatient Health Questionnaire-9 (PHQ-9)Mild16 participants
Patient Education and Activation ToolsPatient Health Questionnaire-9 (PHQ-9)Moderately Severe15 participants
Comparison: PHQ-9 was categorized by assigning scores of 0, 1, 2, and 3 to the response categories (not at all: several days, more than half the days, nearly every day, respectively) and then summing. Scores of 5, 10, 15, and 20 represent cutpoints for mild, moderate, moderately severe and severe depression, respectively. The analysis was conducted as a multilevel ordered logistic regression.p-value: 0.2695% CI: [0.76, 2.34]Regression, Logistic
Secondary

PROMIS Physical Function 6b v1.2

PROMIS Physical Function instruments measure self-reported capability rather than actual performance of physical activities. A single Physical Function capability score is obtained from a short form. The forms are universal rather than disease-specific. A higher PROMIS T-score represents more of the concept. For Physical Function, a T-score of 60 is one SD better than average. By comparison, a Physical Function T-score of 40 is one SD worse than average. We report pre- and post-intervention means. Analysis featured a linear mixed model for repeated measures where the term of interest was an interaction term describing the change in the PEAT group during the post-intervention period.

Time frame: Assessed at baseline at randomization, monthly up to 20 months after start of intervention (i.e. repeated measures).

Population: Consists of all participants who contributed at least one response to the PROMIS-Physical Function survey.

ArmMeasureValue (MEAN)Dispersion
Clinical Decision SupportPROMIS Physical Function 6b v1.238.26 score on a scaleStandard Deviation 9.38
Patient Education and Activation ToolsPROMIS Physical Function 6b v1.239.35 score on a scaleStandard Deviation 9.29
Comparison: Question: Which communication strategy used during the clinical encounter is more effective in improving physical function over time for patients with chronic pain who were taking opioids at baseline?~Regression model includes a fixed effect for time and an interaction effect between pre/post intervention and intervention arm dummy variables. Analysis is clustered at the participant level.p-value: 0.71995% CI: [-2.73, 1.88]Mixed Models Analysis

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026