Evidence map›Paper›PMID 39148041›Full record

ArticleInternational journal for equity in health2024

Improving accessibility to radiotherapy services in Cali, Colombia: cross-sectional equity analyses using open data and big data travel times from 2020.

Luis Gabriel Cuervo, Carmen Juliana Villamizar, Daniel Cuervo, Pablo Zapata, Maria B Ospina, Sara Marcela Valencia, Alfredo Polo, Ángela Suárez, Maria O Bula, J Jaime Miranda and 12 more

Erratum issuedAbstract read
In one paragraph

Article in International journal for equity in health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

22 authors.

Luis Gabriel CuervoDepartamento de Pediatría, de Obstetricia y Ginecología y de Medicina Preventiva y Salud Pública. Facultad de Medicina - Edificio M, Universitat Autònoma de Barcelona, Campus Universitario UAB, 08193, Bellaterra, (Cerdanyola del Vallès) Cataluña, Spain. LuisGabriel.Cuervo@autonoma.cat.ORCID 0000-0003-2732-5019
Carmen Juliana VillamizarJohns Hopkins Bloomberg School of Public Health, Wolfe Street Building, W1015, Baltimore, MD, 21205, USA.ORCID 0000-0002-7031-8132
Daniel CuervoIQuartil SAS, Cra 13A # 107A-47, 110111, Bogotá, Colombia.ORCID 0000-0002-3323-9865
Pablo ZapataIQuartil SAS, Cra 13A # 107A-47, 110111, Bogotá, Colombia.ORCID 0000-0002-6986-5382
Maria B OspinaDepartment of Public Health Sciences, Faculty of Health Sciences, Queen's University, Carruthers Hall 204, Kingston, ON, K7L 3N6, Canada.ORCID 0000-0001-9305-7521
Sara Marcela ValenciaUniversidad Nacional de Colombia, Ave Cra. 30 # 45-03, 111321, Bogotá, Colombia.ORCID 0009-0009-4949-6776
Alfredo PoloTechnical Cooperation and Capacity Development, City Cancer Challenge Foundation, 9 Rue du Commerce, Geneva, 1204, Switzerland.ORCID 0000-0001-9800-8067
Ángela SuárezJohns Hopkins Bloomberg School of Public Health, Wolfe Street Building, W1015, Baltimore, MD, 21205, USA.ORCID 0000-0003-1810-7351
Maria O BulaIndependent Researcher, 110221, Bogotá, Colombia.ORCID 0000-0002-0611-0521
J Jaime MirandaCRONICAS Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, Av. Armendáriz 445 - Miraflores, 15074, Lima, Peru.ORCID 0000-0002-4738-5468
Gynna MillanUniversidad del Valle, Cali, Valle del Cauca, 760032, Colombia.ORCID 0000-0003-1252-631X
Diana Elizabeth CuervoJunta Nacional de Calificación de Invalidez [National Disability Board of Colombia], 110111, Bogotá, Colombia.ORCID 0000-0003-3559-565X
Nancy J OwensIndependent Content and Communications Consultant, Fairfax, VA, 22032, USA.ORCID 0000-0001-9136-7753
Felipe PiqueroPatient Advocate and Author of an Autopathography, 110231, Bogotá, Colombia.
Janet Hatcher-RobertsWHO Collaborating Centre for Knowledge Translation and Health Technology Assessment for Health Equity, Bruyère Research Institute, University of Ottawa, Ottawa, ON, K1N 5C8, Canada.ORCID 0000-0002-1605-3911
Gabriel Dario ParedesIndependent Consultant On Emergency Medicine and Humanitarian Response, 110111, Bogotá, Colombia.ORCID 0009-0001-4839-5836
María Fernanda NavarroRegional Director, City Cancer Challenge Foundation, 110111, Bogotá, Colombia.ORCID 0000-0002-8561-6474
Ingrid Liliana MinottaProPacífico, Calle 35 Norte #6A Bis - 100, 760046, Cali, Valle del Cauca, Colombia.ORCID 0000-0003-4589-4602
Carmen PaltaProPacífico, Calle 35 Norte #6A Bis - 100, 760046, Cali, Valle del Cauca, Colombia.ORCID 0009-0004-6874-2817
Eliana Martínez-Herrera *National Faculty of Public Health, Universidad de Antioquia, Cl. 62 #52-59, La Candelaria, 050010, Medellín, Antioquia, Colombia.ORCID 0000-0001-6524-4709
Ciro Jaramillo *School of Civil and Geomatic Engineering of the Universidad del Valle, Cali, Valle del Cauca, 760032, Colombia.ORCID 0000-0002-8820-2314
AMORE Project Collaboration

Funding

Medical Research Council MR/P02386X/1Medical Research Council MR/P024408/1
6 · The paper itself

Abstract

In this study, we evaluated and forecasted the cumulative opportunities for residents to access radiotherapy services in Cali, Colombia, while accounting for traffic congestion, using a new people-centred methodology with an equity focus. Furthermore, we identified 1-2 optimal locations where new services would maximise accessibility. We utilised open data and publicly available big data. Cali is one of South America's cities most impacted by traffic congestion. METHODOLOGY: Using a people-centred approach, we tested a web-based digital platform developed through an iterative participatory design. The platform integrates open data, including the location of radiotherapy services, the disaggregated sociodemographic microdata for the population and places of residence, and big data for travel times from Google Distance Matrix API. We used genetic algorithms to identify optimal locations for new services. We predicted accessibility cumulative opportunities (ACO) for traffic ranging from peak congestion to free-flow conditions with hourly assessments for 6-12 July 2020 and 23-29 November 2020. The interactive digital platform is openly available. PRIMARY AND SECONDARY OUTCOMES: We present descriptive statistics and population distribution heatmaps based on 20-min accessibility cumulative opportunities (ACO) isochrones for car journeys. There is no set national or international standard for these travel time thresholds. Most key informants found the 20-min threshold reasonable. These isochrones connect the population-weighted centroid of the traffic analysis zone at the place of residence to the corresponding zone of the radiotherapy service with the shortest travel time under varying traffic conditions ranging from free-flow to peak-traffic congestion levels. Additionally, we conducted a time-series bivariate analysis to assess geographical accessibility based on economic stratum. We identify 1-2 optimal locations where new services would maximize the 20-min ACO during peak-traffic congestion.

resultsTraffic congestion significantly diminished accessibility to radiotherapy services, particularly affecting vulnerable populations. For instance, urban 20-min ACO by car dropped from 91% of Cali's urban population within a 20-min journey to the service during free-flow traffic to 31% during peak traffic for the week of 6-12 July 2020. Percentages represent the population within a 20-min journey by car from their residence to a radiotherapy service. Specific ethnic groups, individuals with lower educational attainment, and residents on the outskirts of Cali experienced disproportionate effects, with accessibility decreasing to 11% during peak traffic compared to 81% during free-flow traffic for low-income households. We predict that strategically adding sufficient services in 1-2 locations in eastern Cali would notably enhance accessibility and reduce inequities. The recommended locations for new services remained consistent in both of our measurements.These findings underscore the significance of prioritising equity and comprehensive care in healthcare accessibility. They also offer a practical approach to optimising service locations to mitigate disparities. Expanding this approach to encompass other transportation modes, services, and cities, or updating measurements, is feasible and affordable. The new approach and data are particularly relevant for planning authorities and urban development actors.

Indexed as

Health Services AccessibilityRadiotherapyTravelBig DataColombiaCross-Sectional StudiesHumans

Identifiers

PMID39148041
PMCPMC11325712

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.