Cited by 0Archaeological Research and ProtectionUrban Design and Spatial AnalysisClassical Antiquity Studies

The DOI matches its Crossref record; 47 of the 47 references it cites were found in a registry or an index; none of the 22 sources its claims cite is checked for support yet.

Using Archaeological Road Data to Evaluate Limits of Topography on Road Location: Roman Roads in the Near East as a Test Case

Open access
Pažout, Adam·2026·Journal of Archaeological Method and Theory

Published version of a preprint

Abstract

The article presents a new methodological approach to understanding (post-dicting) the location of ancient roads based on an inductive topographic analysis of existing road remains. The research is focused on the analysis of a spatially highly precise dataset of Roman roads in the Near East, using selected topographic variables (maximum slope, topographic position index, vector ruggedness measure). The identified limits of the topographic variables are used to create an isotropic (direction-independent) model of ‘natural corridors of movement’ using an adapted ‘from everywhere to everywhere’ (FETE) method. The modelled movement corridors are then overlaid by the known Roman road network in the Near East, and their overlap is calculated. The overlap between the modelled corridors and Roman roads is around ~ 25%, suggesting that the selected topographic variables and slope categories have limited explanatory power in understanding the layout of the Roman road network as a whole. The performance of the isotropic model is compared to four selected slope-based anisotropic functions (Tobler, Naismith, Herzog, Llobera-Sluckin). It is shown that the isotropic model incorporating a limited number of topographic variables better explains the location of Roman roads than the selected functions. It is argued that these results suggest that additional anthropic, cultural variables have a stronger influence on the layout of the Roman road network, and an alternative approach on how to incorporate topographic and anthropic variables is proposed.

Overview

AI snapshot

Written from the paper’s full text.

TL;DR

The paper tests whether topographic variables alone can explain Roman road locations in the Levant by building an isotropic “natural corridors of movement” model from road-derived slope, TPI, and VRML limits. It finds only ~25% overlap between modelled corridors and Roman roads, and argues that anthropic/cultural factors likely had a stronger influence on road layout.

Key findings

  • The isotropic models overlapped with Roman roads at ~24.5% for 90th-percentile corridors (Model A: 24.52% of all roads, 26.55% of analysed roads; Model B: 24.29% of all roads, 27.09% of analysed roads), with “certain” segments scoring slightly better at ~27%.
  • Isotropic models outperformed four slope-based functions: maximum 90th-percentile overlap for slope-based algorithms was ~14.7–17% (Tobler 17.03%, Naismith 14.74%, Herzog 16.54%, Llobera-Sluckin 17.04%), i.e. 7–10% less than the isotropic models.
  • Topographic analysis found 98.4% of road length below 20° slope, and 93.68% of road length (3,451.3 km) fit all three criteria: slope <20°, TPI between -80.71 and +91.17, and VRML <0.002332.
  • The author concludes that the selected topographic variables have limited explanatory power for the Roman road network as a whole, and that additional anthropic, cultural variables likely drove road layout.

Methods

  • Used the Itiner-e Roman road dataset for the Levant: 3,877.8 km of “certain” roads, with 118.4 km removed due to modern disturbance, leaving 3,759.4 km analysed; roads were split into 3,891 segments of maximum 1000 m.
  • Calculated maximum slope, topographic position index (TPI), and vector ruggedness measure local (VRML) from FABDEM (~34 m), then calibrated conductivity surfaces using NPDI against test-case roads around Jerusalem–Lydda–Emmaus.
  • Modelled natural corridors with an adapted “from everywhere to everywhere” (FETE) method: 100 random points per run, 50 runs, 495,000 LCPs, aggregated in a 1000-m neighbourhood; compared against Tobler, Naismith, Herzog, and Llobera-Sluckin slope-based functions using simplified FETEs (50 source points, 10 iterations, 24,500 LCPs each).

Limitations

  • Stated: the selected topographic variables perform poorly in regions of low topographic variability (e.g., coastal plain, Transjordanian plateau), where LCPs run straight and parallel; the N–S shape of the computational region biases corridors toward N–S orientation; edge effects affect north-eastern and southern extremes; and low spatial accuracy or missing data in parts of the road dataset may reduce overlap.
  • Stated: the 1000-m neighbourhood used to aggregate LCPs may miss corridors that run parallel to roads but outside that buffer, and part of the measured overlap is caused by accidental perpendicular crossings.
  • Evident: the study is limited to the Roman Levant, with the southern Levant overrepresented due to research bias; slope-based comparisons used simplified FETEs due to computational constraints, which may affect direct comparability with the full isotropic models.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1007/s10816-026-09766-4

Cites

47 of 47 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Verification

Claims the paper makes

0 of 22 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    The overlap between the modelled natural corridors of movement and the Roman road network is around 24.5% for the 90th percentile corridors.

    “The overlap with Roman roads is not very high at around ~ 24.5% for the 90 percentile corridors, although the 'certain' road segments score slightly better at ~ 27%.”
    • Also stated in: § Abstract · plain
      “The overlap between the modelled corridors and Roman roads is around ~ 25%”
    Quote in the paperSubstantial claim
  • Findingown data

    The isotropic model incorporating a limited number of topographic variables better explains the location of Roman roads than the selected slope-based anisotropic functions.

    “It is shown that the isotropic model incorporating a limited number of topographic variables better explains the location of Roman roads than the selected functions.”
    • Also stated in: § Natural Corridors of Movement · plain
      “The overlap with Roman roads is weaker for all four algorithms, with maximum overlap in 90 percentile frequency category between ~ 14.7 and 17%, so 7-10% less than in the isotropic models.”
    Quote in the paperSubstantial claim
  • Findingown data

    The 'certain' Roman road segments have an overlap with modelled corridors of about 27%.

    “although the 'certain' road segments score slightly better at ~ 27%”
    Quote in the paperNot a substantial claim
  • Findingown data

    Combination of slope categories and topographic variables better explains locations of Roman roads than slope only.

    “The fact that these variables had an influence on layouts of Roman roads is corroborated by comparison of isotropic models with the slope-based functions which showed that coincidence of Roman roads with isotropic models is higher, and combination of slope categories and topographic variables better explain locations of Roman roads than slope only.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Roman roads are valid proxies reflecting past human movement and its limitations.
  • Findingown data

    FABDEM and EDTM are comparable both with 99 percentile slope value around 22°.

    “FABDEM and EDTM are comparable both with 99 percentile value around 22°.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. 7
  • It may state two separate claims as one. 27
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    In total, 3877.8 km of roads in the dataset located in the Roman Levant belong to the 'certain' category.

    “In total, 3877.8 km of roads in the dataset located in the Roman Levant (Fig. 2) belong to the 'certain' category”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingreasoning

    With 118.4 km of roads removed, the analysis is performed for a total of 3,759.4 km of roads.

    “With 118.4 km such removed, the analysis is performed for a total of 3,759.4km of roads found throughout the research area in various environments”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingreasoning

    The shape of the computational region, which roughly extends N-S, makes LCPs and corridors to have the same orientation with few E-W and diagonal connections, typically in places where the LCPs are forced through mountain passes or ridgeways between the coast and the hinterland.

    “Another issue is that the shape of the computational region, which roughly extends N-S, makes LCPs and corridors to have the same orientation with few E-W and diagonal connections, typically in places where the LCPs are forced through mountain passes or ridgeways between the coast and the hinterland.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The 95 and 90 percentile corridors are more connected, but there are also many parallel routes or wide corridors in plains and valleys.

    “They are more connected, but we see also many parallel routes or wide corridors in plains and valleys.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The results obtained from all four slope-based algorithms are very similar, with a major continuous corridor running along the length of the Jordan Valley.

    “The results obtained from all four slope-based algorithms are very similar, with a major continuous corridor running along the length of the Jordan Valley.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Small changes between model A and B can be observed in flat areas with wider corridors and in hilly areas, where corridors are not channelled to one route, but some parallel corridors exist.

    “Small changes can be observed in flat areas with wider corridors and in the hilly areas, where corridors are not channelled to one route, but some parallel corridors exist.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingreasoning

    Slope algorithms explain ca. 14.5-17% of the locations, and Models A and B ca. 25%.

    “If slope algorithms explain ca.14.5-17% of the locations and Models A and B ca. 25%, we may surmise that topographic variables explain additional 7-10% of locations after slope.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Roman roads are valid proxies reflecting past human movement and its limitations.
  • It may state two separate claims as one.

    Findingnone given

    This effect can be observed also in areas of gentle topography such as piedmonts and low hills where LCPs converge either in discrete places (crossroads) or along short segments which causes breaking of the corridors into non-continuous segments.

    “This effect can be observed also in areas of gentle topography such as piedmonts and low hills where LCPs converge either in discrete places (crossroads) or along short segments which causes breaking of the corridors into non-continuous segments.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Another corridor follows the central part of the Jordan Valley, meeting the previous corridor in the northern Negev.

    “Another follows the central part of the Jordan Valley, meeting the previous corridor in the northern Negev.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Two combinations of conductivity values performed best in modelling the roads in the test case: one more sensitive to critical slope and topography (values 10 and 2 respectively), and one less sensitive (values 20 and 10).

    “Two combinations of values performed best in modelling the roads in the test case (Fig. 3D): one more sensitive to critical slope and topography (values 10 and 2 respectively), and one less sensitive (values 20 and 10).”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Another corridor branches in the central Jordan Valley north of the Dead Sea, ascends the Transjordanian plateau and runs south, bypassing the deep wadis.

    “Another corridor branches in the central Jordan Valley north of the Dead Sea.It ascends the Transjordanian plateau and runs south, bypassing the deep wadis.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Slope and VRML values are both positively skewed.

    “Slope and VRML values are both positively skewed.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Via Nova Traiana is well captured between Khirbet es-Samra to Philadelphi and then south to Wadi Mujib where crossing of this wadi is captured very accurately.

    “Via Nova Traiana is well captured between Khirbet es-Samra to Philadelphi and then south to Wadi Mujib where crossing of this wadi is captured very accurately (Fig. 9C).”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The overlap with Roman roads is weaker for all four slope-based algorithms, with maximum overlap in 90 percentile frequency category between ~14.7 and 17%, so 7-10% less than in the isotropic models.

    “The overlap with Roman roads is weaker for all four algorithms, with maximum overlap in 90 percentile frequency category between ~ 14.7 and 17%, so 7-10% less than in the isotropic models.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingnone given

    Part of the overlap between modelled corridors and Roman roads is caused by perpendicular crossings, which are accidental and a poor match.

    “Moreover, part of the overlap is caused by perpendicular crossings, which are accidental and a poor match.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingnone given

    The movement corridors modelled using slope-based algorithms tend to follow valleys and flat areas more systematically, resulting in fewer corridors in hilly and mountainous areas.

    “The movement corridors modelled using slope-based algorithms tend to follow valleys and flat areas more systematically, which results in fewer corridors in the hilly and mountainous areas.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Both TPI minimum and maximum values are close to the normal distribution, with median values around 0.

    “Both TPI minimum and maximum values are close to the normal distribution, with median values around 0.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingnone given

    Part of the overlap in isotropic models is caused by accidental perpendicular overlap, though it seems less prevalent than with slope-based functions.

    “It also needs to be admitted here that part of this overlap is caused by the accidental perpendicular overlap, although it seems to be less prevalent than with the slope-based functions.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Copernicus GLO-90 is smoothed and tends to have lower slope values overall, while SRTM and especially ASTER are skewed to higher values.

    “We may see that Copernicus is indeed smoothed and tends to have lower values overall, while SRTM and especially ASTER are skewed to higher values.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    LCP algorithms predominantly used nowadays are slope-based, assuming that movement through terrain is either a time-saving or energy-saving process.

    “LCP algorithms predominantly used nowadays are slopebased assuming that movement through terrain is either time-saving or energysaving process and methods were developed to assess which might have played more role in decision making when establishing a path (Field et al., 2023).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Field et al., 2023 source
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    The DEM used for the analysis is FABDEM, which is based on the Copernicus GLO-30 DEM.

    “The Digital Elevation Model (DEM) used for the analysis is FABDEM (Forest and Building removed DEM, Neal & Hawker, 2023), which is based on the Copernicus GLO-30 DEM (European Space Agency and Airbus 2022).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Neal & Hawker, 2023

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Interpretationcitation

    The identified topographic limits of Roman road locations offer a wide niche in the landscape where Roman roads can be located, and the road layout is a result of additional processes related to settlement structures, economy, persistency, and local circumstances.

    “where Roman roads can be located, and the road layout (in the sense of an actual realised route in the landscape, Watteaux, 2017) is a result of additional processes related to the development of settlement structures, economy, persistency (building new roads is more expensive than maintaining existing roads), and local circumstances (Earle, 2011;Llobera, 2020;Pažout et al., 2024).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Watteaux, 2017 source

      Checked before — its earlier verdict is held back until a new check runs.

    • cites Earle, 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Llobera, 2020 source
    • The authors state this as an assumption: Roman roads are valid proxies reflecting past human movement and its limitations.
  • It may state two separate claims as one.

    Premisecitation

    By removing forest and building cover, FABDEM achieves higher vertical accuracy compared to similar global DEMs and better represents the underlying topography.

    “Moreover, by removing the forest and building cover, it achieves higher vertical accuracy compared to similar global DEMs (Hawker et al., 2022) and better represents the underlying topography.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Hawker et al., 2022 source

      Checked before — its earlier verdict is held back until a new check runs.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.

    Study design and conductreasoning

    The spatial accuracy of certain roads in the dataset might be too low in certain places, though given the width of the corridors, this should not be an issue.

    “Additionally, the spatial accuracy of certain roads in the dataset might be too low in certain places, although given the width of the corridors, this should not be an issue.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    Gerasa is disconnected from all corridors in Transjordan despite being a crossroad of several main roads in the Roman period.

    “Likewise, Gerasa is disconnected from all corridors in Transjordan despite being a crossroad of several main roads in the Roman period (Mittmann, 1970).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Mittmann, 1970

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.

    Premisenone given

    Both FABDEM and EDTM are supposed to have improved vertical accuracy and mean root square error compared to other global DEMs which often include unfiltered buildings and vegetation cover.

    “Both FABDEM and EDTM are supposed to have improved vertical accuracy and mean root square error compared to other global DEMs which often include unfiltered buildings and vegetation cover.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence.

    Interpretationreasoning

    Least-cost path networks might offer suitable methodology for such a combined model.

    “In light of this conclusion, it seems that a model combining topographic and anthropic variables would be better suited to explain the layout of Roman roads, and for this least-cost path networks might offer suitable methodology (Carroll & Carroll, 2023;Groenhuijzen & Verhagen, 2017;Herzog, 2023;Prignano et al., 2019).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Carroll & Carroll, 2023 source
    • cites Groenhuijzen & Verhagen, 2017 source
    • cites Herzog, 2023 source
  • It may state two separate claims as one.

    Interpretationnone given

    Possible water availability might provide a better explanation in the (semi-)arid regions of the Roman Near East, but it will probably not be a decisive variable in the Mediterranean climate zone with better availability of water.

    “Besides topographic variables, possible water availability might provide better explanation in the (semi-)arid regions of the Roman Near East, but it will probably not be decisive variable in the Mediterranean climate zone with better availability of water.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.

    Interpretationreasoning

    Many of these anthropic variables are also related to topographic and environmental variables, but the way how people manipulated their environment might be highly specific.

    “Arguably, many of these variables are also related to topographic and environmental variables, but the way how people manipulated their environment might be highly specific.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    The resolution and quality of the DEM can influence both the calculation of the topographic variables and the length and shape of the calculated LCPs.

    “The resolution and quality of the DEM can influence both the calculation of the topographic variables and the length and shape of the calculated LCPs (Herzog & Posluschny, 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Herzog & Posluschny, 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

30 of 30
  • The paper relies on this without support.

    There is often limited use of additional environmental, topographic, or anthropic variables in LCP studies.

    “Preoccupation with slope means that there is often limited use of additional environmental, topographic, or anthropic variables (typically land cover or hydrology).”
  • The paper relies on this without support.

    Selection of additional variables is very often a deductive, top-down process that incorporates existing archaeological data only in its last (verification) stage.

    “And if so, selection of those variables is very often deductive, top-down process that incorporates existing archaeological data only in its last (verification) stage.”
  • The paper relies on this without support.

    A bottom-up inductive process of analysis of available data for past movement that is essentially road-oriented is missing in both predicting and post-dicting approaches.

    “What seems to be missing in both predicting and post-dicting approaches adopted in the aforementioned studies is the lack of bottom-up inductive process of analysis of available data for past movement that would be essentially road-oriented.”
  • The paper relies on this without support.

    Roman roads are one of the best documented remains of pre-modern transport infrastructure reflecting past human movement.

    “Arguably, this was likely caused by lack of appropriate dataset of roads, although Roman roads are one the best documented remains of pre-modern transport infrastructure reflecting past human movement.”
  • The paper relies on this without support.

    The southern Levant Roman road network is more representative to allow comparison with modelled natural corridors of movement.

    “For the same reason, the southern Levant was chosen as the case study since the Roman road network in the region is more representative to allow comparison with modelled 'natural corridors of movement'.”
  • The authors state this as an assumption.

    The final conductance surface is isotropic, assuming equal passability in all directions including the reclassified slope values.

    “The final conductance surface is isotropic, i.e., direction-independent, assuming equal passability in all directions including the reclassified slope values.”
  • The paper relies on this without support.

    Roman roads can serve as a proxy for past movement patterns.

    “By starting the enquiry with Roman roads as a proxy for the past movement patterns, it is hoped to avoid some pitfalls of the 'traditional' LCP algorithms described above and to gain empirically informed evaluation of the influence of topography on actual”
  • The paper relies on this without support.

    Caesarea was chosen as the main provincial harbour and capital rather for its maritime connectivity than for terrestrial mobility.

    “Caesarea was chosen as the main provincial harbour and capital rather for its maritime connectivity than for terrestrial mobility.”
  • The authors state this as an assumption.

    Roman roads are valid proxies reflecting past human movement and its limitations.

    “assuming that Roman roads are valid proxies reflecting past human movement and its limitations.”
  • The authors state this as an assumption.

    The Roman roads were globally optimised to minimise cost.

    “the assumption that the Roman roads were globally optimised to minimise cost could be wrong”
10 of 10

Citations

Cites

Flagged first, then by citations

Research works printed but not linked: 5

  1. Isaac, B., & Roll, I. (1982). Roman Roads in Judaea I: The Legio-Scythopolis Road. British Archaeological Reports.
  2. Mittmann, S. (1970). Beiträge zur Siedlungs- und Territorialgeschichte des nördlichen Ostjordanlandes. Otto Harrassowitz.
  3. Naismith, W. W. (1892). Excursions: Cruach Ardran, Stobinian, and Ben More. Scottish Mountaineering Club Journal, 2(3), 135–136.
  4. Riley, S. J., DeGloria, S. D., & Elliot, R. (1999). A terrain ruggedness index that quantifies topographic heterogeneity. Intermountain Journal of Science, 5(1–2), 23–27.
  5. Tobler, W. (1993). Three presentations on geographical analysis and modeling: Non- isotropic geographic modeling; Speculations on the geometry of geography. NCGIA Technical Report 93(1), 1-26.

Cited by

Still being checked.

Metadata

Authors
Pažout, A.
Affiliations
Universitat Autònoma de Barcelona (ES)
Corresponding author
Pažout, Adam
Venue
Journal of Archaeological Method and Theory
Published
2026-02-10
Volume
33
Issue
3
ISSN
  • 1072-5369 (ISSN-L)
  • 1573-7764
OpenAlex
W7128510178
Cited by
0
References
44
FWCI
0.00
Type
journal article
Language
en
Open access
Locations
  • Journal of Archaeological Method and Theory (publishedVersion, cc-by)
  • Research Square (submittedVersion, cc-by)
  • Dipòsit Digital de Documents de la UAB (Universitat Autònoma de Barcelona) (submittedVersion, cc-by)
Funders
  • European Commission (101151931)
  • Universitat Autònoma de Barcelona
Topics
  • Social Sciences › Archeology › Archaeological Research and Protection
  • Social Sciences › Urban Studies › Urban Design and Spatial Analysis
  • Social Sciences › Arts and Humanities › Classics › Classical Antiquity Studies
Keywords
Roman roads, highway location, topography, topographic position index, isotropic model, slope, road network layout, Near East, cost function

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