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 2016 Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care Go to Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care 2023 Interoperability among hospitals treating populations that have been marginalized Go to Interoperability among hospitals treating populations that have been marginalized 2020 Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants Go to Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants 2021 One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019 Go to One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019
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 2016 Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care Go to Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care 2023 Interoperability among hospitals treating populations that have been marginalized Go to Interoperability among hospitals treating populations that have been marginalized 2020 Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants Go to Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants 2021 One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019 Go to One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019
2016 Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care Go to Maintenance of Certification, Medicare Quality Reporting, and Quality of Diabetes Care
2023 Interoperability among hospitals treating populations that have been marginalized Go to Interoperability among hospitals treating populations that have been marginalized
2020 Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants Go to Well‐Being in the Nation: A Living Library of Measures to Drive Multi‐Sector Population Health Improvement and Address Social Determinants
2021 One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019 Go to One-Third of Family Physicians Remain in Independently Owned Practice, 2017-2019