SynthesisInternational journal of health geographics2023
Gravity models for potential spatial healthcare access measurement: a systematic methodological review.
Synthesis in International journal of health geographics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it, 40 citations in OpenAlex.
- Methods for modelling composite indices of access to healthcare facilities: a systematic literature review.Population health metrics · 2025Pooled it
- Quantifying spatial accessibility to inpatient hospices in Germany.BMC health services research · 2026Article
- Technology-assisted visceral surgery: a model-based approach for quantifying translation and accessibility across populations and geographies.International journal of computer assisted radiology and surgery · 2026Article
- Modeling hospital catchment areas in pediatric oncology using an empirically parameterized extended Huff-model.International journal of health geographics · 2026Article
- A 1-km resolution dataset of affordability-constrained accessibility to elderly care facilities in China.Scientific data · 2026Article
- A structured approach to promote equity in spatial accessibility to TB services during private sector engagement.IJTLD open · 2026Article
- Bridging theory and behavior for healthcare accessibility modeling: A mobility-driven revision of the E2SFCA.PloS one · 2026Article
- Association of municipal rurality and area deprivation with cause-specific mortality in Japan: a nationwide ecological study.BMJ public health · 2026Article
- Spatial and temporal disparities in general practitioner provision: a 21-year longitudinal analysis from Lower Saxony, Germany.International journal of health geographics · 2025Article
- Spatial accessibility evaluation and clustering analysis of primary healthcare within 15 min circles in a northern Chinese megacity.Scientific reports · 2025Article
- [Spatial health data and scientific standards for their analysis].Bundesgesundheitsblatt, Gesundheitsforschung, Gesundheitsschutz · 2025Review
- Geographical Distance, Socioeconomic Deprivation, and Educational Level Shape Access to Voluntary Termination of Pregnancy in a Southern Region of Italy.Healthcare (Basel, Switzerland) · 2025Article
- Measures of the Availability and Accessibility of Behavioral Health Services: A Scoping Review.Psychiatric services (Washington, D.C.) · 2025Article
- Travel-time accessibility and adaptive spatial planning solutions for the healthcare system.npj health systems · 2025Article
- From feeling depressed to getting diagnosed: Determinants of a diagnosis of depression after experiencing symptoms.The International journal of social psychiatry · 2025Article
- The Association of the Distance to the Hospital, Hospital Reputation, and Hospitalization Outcomes Among Patients with Stroke in China.Healthcare (Basel, Switzerland) · 2025Article
- Extreme inequities in access to HIV treatment in Malawi.Nature medicine · 2025Article
- Geographic Accessibility to Pelvic Health Physiotherapy Services Across Ontario: A Geographic Information System Analysis.Physiotherapy Canada. Physiotherapie Canada · 2025Article
- Analysing the intra and interregional components of spatial accessibility gravity model to capture the level of equity in the distribution of hospital services in Italy: do they influence patient mobility?BMC health services research · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundQuantifying spatial access to care-the interplay of accessibility and availability-is vital for healthcare planning and understanding implications of services (mal-)distribution. A plethora of methods aims to measure potential spatial access to healthcare services. The current study conducts a systematic review to identify and assess gravity model-type methods for spatial healthcare access measurement and to summarize the use of these measures in empirical research.
methodsA two-step approach was used to identify (1) methodological studies that presented a novel gravity model for measuring spatial access to healthcare and (2) empirical studies that applied one of these methods in a healthcare context. The review was conducted according to the PRISMA guidelines. EMBASE, CINAHL, Web of Science, and Scopus were searched in the first step. Forward citation search was used in the second step.
resultsWe identified 43 studies presenting a methodological development and 346 empirical application cases of those methods in 309 studies. Two major conceptual developments emerged: The Two-Step Floating Catchment Area (2SFCA) method and the Kernel Density (KD) method. Virtually all other methodological developments evolved from the 2SFCA method, forming the 2SFCA method family. Novel methodologies within the 2SFCA family introduced developments regarding distance decay within the catchment area, variable catchment area sizes, outcome unit, provider competition, local and global distance decay, subgroup-specific access, multiple transportation modes, and time-dependent access. Methodological developments aimed to either approximate reality, fit a specific context, or correct methodology. Empirical studies almost exclusively applied methods from the 2SFCA family while other gravity model types were applied rarely. Distance decay within catchment areas was frequently implemented in application studies, however, the initial 2SFCA method remains common in empirical research. Most empirical studies used the spatial access measure for descriptive purposes. Increasingly, gravity model measures also served as potential explanatory factor for health outcomes.
conclusionsGravity models for measuring potential spatial healthcare access are almost exclusively dominated by the family of 2SFCA methods-both for methodological developments and applications in empirical research. While methodological developments incorporate increasing methodological complexity, research practice largely applies gravity models with straightforward intuition and moderate data and computational requirements.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.