Home Research Research Library Demonstrating the Reliability and Structural Validity of Creating Patient-Level and Clinician-Level Scores on the Person Centered Primary Care Measure Demonstrating the Reliability and Structural Validity of Creating Patient-Level and Clinician-Level Scores on the Person Centered Primary Care Measure 2026 Author(s) Carle, Adam C, Phillips, Robert L, Bazemore, Andrew W, and Peterson, Lars E Topic(s) Role of Primary Care, and Achieving Health System Goals Keyword(s) Measurement, and Quality Of Care Volume 64(2):68 Source Medical Care Background: The Person Centered Primary Care Measure (PCPCM) was developed to assess “aspects that contribute to patient perceptions regarding the integrating, prioritizing, and personalizing functions of primary care.” Several psychometric issues remain unresolved. Objectives: We sought to examine the performance of the existing patient-level model, evaluate measurement bias, assess the impact of item-level missingness on reliability, examine the structural validity of creating a clinician-level score, and identify the number of patients needed to achieve a reliable clinician-level score. Research Design: We used confirmatory factor analyses (CFA), item response theory, multilevel CFA, and retrospective survey data. Participants: Three thousand one hundred ten patients clustered within 32 clinics and 94 clinicians completed the PCPCM. Results: CFA supported a single-factor patient-level model with 2 sets of correlated errors (RMSEA=0.06; CFI=0.98; TLI=0.98). Item response theory-based marginal reliability curves demonstrated that reliability drops precipitously if fewer than 6 items are answered. Multilevel CFA supported a single factor at the patient level and a single factor at the clinician level, with 2 sets of patient-level correlated errors (RMSEA=0.07; CFI=0.93; TLI=0.91). Scatter plots of clinician-level model-based and response-based scores showed nonlinearity and larger SEs when clinician scores were based on fewer than 5 patients. Reliability was >0.80 with 5 or more patients and 0.90 with 9 or more. Conclusions: Our study demonstrates the reliability and structural validity of creating a patient-level PCPCM score as the average of answers to at least 6 PCPCM questions and creating a clinician-level score as an average of the PCPCM scores from at least 5 patients within a clinician. ABFM Research Read all 2025 The Impact of COVID-19 on Cervical Cancer Screening in Primary Care Go to The Impact of COVID-19 on Cervical Cancer Screening in Primary Care 2022 Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis Go to Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis 2018 Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity Go to Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity 2011 Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA) Go to Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA)
Author(s) Carle, Adam C, Phillips, Robert L, Bazemore, Andrew W, and Peterson, Lars E Topic(s) Role of Primary Care, and Achieving Health System Goals Keyword(s) Measurement, and Quality Of Care Volume 64(2):68 Source Medical Care
ABFM Research Read all 2025 The Impact of COVID-19 on Cervical Cancer Screening in Primary Care Go to The Impact of COVID-19 on Cervical Cancer Screening in Primary Care 2022 Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis Go to Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis 2018 Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity Go to Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity 2011 Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA) Go to Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA)
2025 The Impact of COVID-19 on Cervical Cancer Screening in Primary Care Go to The Impact of COVID-19 on Cervical Cancer Screening in Primary Care
2022 Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis Go to Multinational primary health care experiences from the initial wave of the COVID-19 pandemic: A qualitative analysis
2018 Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity Go to Board Certified Family Physician Workforce: Progress in Racial and Ethnic Diversity
2011 Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA) Go to Rewarding family medicine while penalizing comprehensiveness? Primary care payment incentives and health reform: the Patient Protection and Affordable Care Act (PPACA)