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

The Cleft palate-craniofacial journal : official publication of the American Cleft Palate-Craniofacial Association 2026 p. 10556656251413363

Lin E, Yi VN, Dunworth K, Cox M, Patel K, Allori AC

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Abstract

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.

추출된 의학 개체 (NER)

유형영어 표현한국어 / 풀이UMLS CUI출처등장
시술 rhinoplasty 코성형술 dict 1
시술 orthognathic surgery 안면윤곽술 dict 1
해부 lip scispacy 1
해부 palate scispacy 1
약물 ResultsTimeline scispacy 1
질환 Cleft Lip/Palate C0158646
Cleft palate with cleft lip
scispacy 1
질환 cleft C0205242
Cleaved
scispacy 1
질환 cleft lip C0008924
Cleft upper lip
scispacy 1
질환 palate C0700374
Palate
scispacy 1
질환 primary cleft-related scispacy 1
질환 fistula C0016169
pathologic fistula
scispacy 1
질환 velopharyngeal insufficiency C0042454
Velopharyngeal Insufficiency
scispacy 1
질환 Lip/Palate scispacy 1
질환 lip scispacy 1
기타 Patients scispacy 1
기타 ParticipantsPatients scispacy 1
기타 alveolar bone scispacy 1
기타 velopharyngeal scispacy 1
기타 patient scispacy 1

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