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Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate.

Publication ,  Journal Article
Lin, E; Yi, VN; Dunworth, K; Cox, M; Patel, K; Allori, AC
Published in: Cleft Palate Craniofac J
January 19, 2026

ObjectiveDevelop and apply novel data visualization techniques to analyze longitudinal cleft surgical care and to identify patterns in treatment timing and procedural burden across 2 cleft teams.DesignRetrospective cohort study of operative data using novel data visualization methods.SettingTwo cleft teams in the United States.Patients and ParticipantsPatients with cleft lip and/or palate with operative clinical encounters between 2018 and 2023. Team A had 228 patients and team B had 355.InterventionsVisualization of primary cleft-related surgical procedures which were cleft lip and palate repair, fistula repair, alveolar bone grafting, correction of velopharyngeal insufficiency, orthognathic surgery, and rhinoplasty.Main Outcome Measure(s)Visual interpretation of surgical timing, frequency, volume, and distribution using novel timelines, stacked-bar charts, and ridgeplots.ResultsTimeline visualizations clarified procedural sequencing and highlighted variation in treatment timing by team and phenotype but were too dense for interpretation for a large volume of patients. Stacked-bar charts illustrated procedural volume but lacked temporal insight. Ridgeplots demonstrated both timing of procedures and aggregate team volume.ConclusionsIndividual patient timelines can effectively depict deviation from "ideal" care protocols, but aggregate data may be best depicted by a ridgeplot. These tools may support quality improvement initiatives by transforming raw data into actionable insights and enhancing multidisciplinary team reflection.

Duke Scholars

Published In

Cleft Palate Craniofac J

DOI

EISSN

1545-1569

Publication Date

January 19, 2026

Start / End Page

10556656251413363

Location

United States

Related Subject Headings

  • Dentistry
  • 3203 Dentistry
  • 3202 Clinical sciences
  • 1105 Dentistry
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Lin, E., Yi, V. N., Dunworth, K., Cox, M., Patel, K., & Allori, A. C. (2026). Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate. Cleft Palate Craniofac J, 10556656251413364. https://doi.org/10.1177/10556656251413363
Lin, Elaine, Victoria N. Yi, Kristina Dunworth, Meredith Cox, Kamlesh Patel, and Alexander C. Allori. “Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate.Cleft Palate Craniofac J, January 19, 2026, 10556656251413364. https://doi.org/10.1177/10556656251413363.
Lin E, Yi VN, Dunworth K, Cox M, Patel K, Allori AC. Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate. Cleft Palate Craniofac J. 2026 Jan 19;10556656251413364.
Lin, Elaine, et al. “Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate.Cleft Palate Craniofac J, Jan. 2026, p. 10556656251413364. Pubmed, doi:10.1177/10556656251413363.
Lin E, Yi VN, Dunworth K, Cox M, Patel K, Allori AC. Visualizing the Timeline of Care: Development of a Graphical Approach to Better Understanding Complex, Longitudinal Surgical Care of Cleft Lip/Palate. Cleft Palate Craniofac J. 2026 Jan 19;10556656251413364.

Published In

Cleft Palate Craniofac J

DOI

EISSN

1545-1569

Publication Date

January 19, 2026

Start / End Page

10556656251413363

Location

United States

Related Subject Headings

  • Dentistry
  • 3203 Dentistry
  • 3202 Clinical sciences
  • 1105 Dentistry