Cited by 18Lower Extremity Biomechanics and PathologiesEvolutionary Psychology and Human BehaviorPrimate Behavior and Ecology

The DOI matches its Crossref record; 52 of the 53 references it cites were found in a registry or an index, and 1 are not checked yet; 7 of the 70 sources its claims cite were checked for support.

Forest terrains influence walking kinematics among indigenous Tsimane of the Bolivian Amazon

Open access
Holowka, Nicholas B., Kraft, Thomas S., Wallace, Ian J., Gurven, Michael, Venkataraman, Vivek V.·2022·Evolutionary Human Sciences

Abstract

Laboratory-based studies indicate that a major evolutionary advantage of bipedalism is enabling humans to walk with relatively low energy expenditure. However, such studies typically record subjects walking on even surfaces or treadmills that do not represent the irregular terrains our species encounters in natural environments. To date, few studies have quantified walking kinematics on natural terrains. Here we used high-speed video to record marker-based kinematics of 21 individuals from a Tsimane forager–horticulturalist community in the Bolivian Amazon walking on three different terrains: a dirt field, a forest trail and an unbroken forest transect. Compared with the field, in the unbroken forest participants contacted the ground with more protracted legs and flatter foot postures, had more inclined trunks, more flexed hips and knees, and raised their feet higher during leg swing. In contrast, kinematics were generally similar between trail and field walking. These results provide preliminary support for the idea that irregular natural surfaces like those in forests cause humans to alter their walking kinematics, such that travel in these environments could be more energetically expensive than would be assumed from laboratory-based data. These findings have important implications for the evolutionary energetics of human foraging in environments with challenging terrains.

Verified 2026-11-10 · 1 reference not checked yet

Overview

AI snapshot

Written from the paper’s full text.

TL;DR

Among Tsimane forager-horticulturalists in the Bolivian Amazon, walking through unbroken forest elicited more crouched, forward-leaning, higher-stepping kinematics than walking in an open field or on a forest trail. The authors interpret these adjustments as likely increasing walking costs on irregular natural terrain, while trail walking was kinematically closer to open-field walking.

Key findings

  • In unbroken forest versus open field, participants used 14% more protracted legs at foot strike (p < 0.0001) and 38% lower foot strike angles (p = 0.0002), indicating flatter foot contacts rather than heel-first strikes.
  • Forest walking involved more inclined trunks (p < 0.0001), more flexed knees (p < 0.005), higher thigh angles (p < 0.002), and maximum ankle heights 17–48% higher during swing than in other conditions (p < 0.0001).
  • Participants walked 13% faster on the trail than in the open (p = 0.0006) and 16% faster on the trail than in the forest (p = 0.0006), with no significant open–forest velocity difference; stride frequencies were highest and strides shortest in the open, and lowest/longest in the forest (p < 0.0001).
  • Among forest steps, taller participants flexed hips (p = 0.002) and knees (p = 0.01) more and inclined trunks further forward (p = 0.013); midstance ankle angle did not differ across conditions (p = 0.36).

Methods

  • Video-based sagittal-plane kinematics were recorded for 21 Tsimane participants (10 males, 11 females; ages 15–70) walking barefoot at preferred speeds in three conditions: open field, forest trail, and unbroken forest understory.
  • The analysis included 127 trials: 49 open, 47 trail, and 31 forest; markers tracked hip, knee, ankle, and forefoot positions, and one stride per trial was digitised in MATLAB/DLTdV.
  • Linear mixed-effects models tested walking condition and velocity as fixed effects with participant identity as a random effect, followed by Holm–Bonferroni-corrected post-hoc pairwise contrasts.

Limitations

  • The authors state the study is preliminary, with a small sample, no metabolic energy measurements, no quantification of terrain mechanical properties or obstacle height, and video-based limits: only a single short (~2 m) forest segment, many forest trials removed due to foliage obstructing markers, no step-to-step or within-stride variability, and only 2D sagittal-plane motion from one camera.
  • The authors note that forest stride lengths were longer than in their previous full-transect study, likely because participants took longer steps to avoid small impediments in the particular recorded segment, so the segment may not represent average forest terrain.
  • The text also makes evident that camera-view offsets relative to the ground could introduce small measurement errors, though the authors report average offset of 0.9° in a subset of 18 trials and argue errors were likely small and not systematic across conditions.

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

Integrity signals

Registry

Crossref · 10.1017/ehs.2022.13

Cites

52 of 53 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Verification

Claims the paper makes

7 of 70 cited sources checked · 1 supported · 0 flagged · accuracy not yet measured

  • Findingreasoning

    There were no differences in midstance ankle joint angles between conditions.

    “There were no differences in midstance ankle joint angles between conditions”
    Quote in the paperSubstantial claim
  • Findingown data

    In the forest, participants tended to land with lower foot strike angles than when in the open or on the trail.

    “In the forest, participants tended to land with lower foot strike angles than when in the open or on the trail, meaning that their feet were oriented closer to parallel with ground when contact was made, resulting in a flatter foot contact pattern than the discrete heel strikes characteristic of human walking on even surfaces (O'Neill et al., 2018; Webber & Raichlen, 2016).”
    Quote in the paperSubstantial claim
  • Findingown data

    Among forest walking steps, trunk inclination was significantly, positively associated with participant height (p = 0.013), meaning taller participants inclined their trunks further forward when walking in the forest.

    “Additionally, among forest walking steps, each of these variables was significantly, positively associated with participant height, meaning that taller participants tended to flex their hip (p = 0.002) and knee joints (p = 0.01) more and incline their trunks further forward (p = 0.013) when walking in the forest.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The segment of the forest transect captured in the camera window is representative of the overall footing across the walking transect.
  • Findingown data

    Across conditions, leg protraction angle did not have a significant effect on foot strike angle (p = 0.22).

    “Across conditions, we found that ankle angle had a significant effect on foot strike angle (p < 0.0001), but leg protraction angle did not (p = 0.22) (Figure 5).”
    Quote in the paperNot a substantial claim
  • Findingown data

    There was no significant difference between open and forest walking velocity.

    “but there was no significant difference between open or forest walking velocity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. 54
  • It may state two separate claims as one. 35
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    The distinct kinematic features of human bipedal walking that contribute to enhanced economy include extended hip and knee joints, narrow step widths, and heel-first foot strike postures.

    “The distinct kinematic features of human bipedal walking that contribute to this enhanced economy include the use of extended hip and knee joints, narrow step widths, and heel-first foot strike postures (O'Neill, Demes, Thompson, & Umberger, 2018; Pontzer, Raichlen, & Sockol, 2009; Thompson, O'Neill, Holowka, & Demes, 2018; Webber & Raichlen, 2016).”
    Quote in the paperNot a substantial claim2 of 3 sources checked
    • cites O'Neill et al., 2018 source

      Section 3.2 reports that humans walk with more extended hips and knees than the compared chimpanzees and macaques. Section 4.3 says greater lower-limb extension may lower walking’s metabolic cost, and section 4.1 describes a distinct human heel-strike posture. The paper does not establish narrow step width or heel-first foot strike as contributors to enhanced economy. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites Pontzer et al., 2009 source

      The Discussion addresses daily movement distance, energy budgets, and reproductive investment across mammals, not the mechanics of human bipedal walking. Searches for extended joints, narrow step widths, heel-first foot strikes, and walking economy found no passage in our copy addressing those features. The cited sentence names Pontzer, Raichlen, and Sockol (2009), whereas the source supplied here is by Pontzer and Kamilar. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites Thompson et al., 2018 source
  • It may state two separate claims as one.

    Interpretationown data

    Shorter individuals may need to make fewer adjustments to their standard walking kinematics in forests, which could provide an additional selective force for reduced stature in forest-dwelling populations alongside reducing constraints on step length.

    “This result suggests that shorter individuals may need to make fewer adjustments to their standard walking kinematics in forests, which could provide an additional selective force for reduced stature in forest-dwelling populations alongside reducing constraints on step length (Venkataraman et al., 2018).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Venkataraman et al., 2018 source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim.

    Premisecitation

    Walking outdoors on relatively simple natural surfaces (e.g. grass, gravel, woodchips) can increase walking costs by up to 27% owing to factors such as stride variability and height of swing foot clearance.

    “Walking outdoors on relatively simple natural surfaces (e.g. grass, gravel, woodchips) can increase walking costs by up to 27% owing to factors such as stride variability and height of swing foot clearance (Kowalsky, Rebula, Ojeda, Adamczyk, & Kuo, 2021)”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Kowalsky et al., 2021 source

      The Results (page unavailable) report that woodchips had a 27% higher net metabolic rate than sidewalk, and the Discussion links stride variability and virtual foot clearance with energy cost. But the paper reports correlations and possible gait adaptations, not that those factors caused the increase; the claim’s “owing to” wording is stronger than the evidence. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Interpretationcitation

    Given that humans have longer day ranges than other primates, the use of trails in dense environments (such as forests) is expected to save energy and decrease travel time.

    “Given that humans have longer day ranges than other primates (Pontzer & Kamilar, 2009), the use of trails in dense environments (such as forests) is expected to save energy and decrease travel time.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Pontzer & Kamilar, 2009 source

      The Abstract and Discussion compare daily movement distances across mammals, but do not state that humans have longer day ranges than other primates. A search for humans and for a human–primate day-range comparison found no passage addressing the cited premise. The expectation about trails is the citing authors’ own inference, not the part attributed to this source. (LLM, conf=0.74)

      Experimental — accuracy not yet measured
  • It may state two separate claims as one.

    Premisenone given

    Only Matthis et al. (2018) and Kowalsky et al. (2021) have used IMUs to record walking on complex natural terrains outdoors, and neither report joint kinematics in their study.

    “To our knowledge, only Matthis et al. (2018) and Kowalsky et al. (2021) have used IMUs to record walking on complex natural terrains outdoors, and neither report joint kinematics in their study.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Matthis et al., 2018 source

      The Results and STAR Methods (METHOD DETAILS; page numbers unavailable) confirm that Matthis et al. used IMUs to record walking on rocky outdoor terrain. The passages describe analyses of gaze and foot placement rather than reporting joint kinematics. This paper cannot establish that only it and Kowalsky et al. used IMUs in such settings, or what Kowalsky et al. reported. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites Kowalsky et al., 2021 source
  • It may state two separate claims as one.

    Findingown data

    Participants used the highest stride frequencies and shortest strides in the open, and the lowest stride frequencies and longest strides in the forest.

    “Participants used the highest stride frequencies and shortest strides in the open, and the lowest stride frequencies and longest strides in the forest.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Across the different surfaces investigated in this study, foot strike angle was associated with ankle angle but not leg protraction angle.

    “Across the different surfaces investigated in this study, foot strike angle was associated with ankle angle but not leg protraction angle.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Trail walking was kinematically intermediate between open field and unbroken forest walking in some respects, including maximum foot height and midstance thigh angle, but was similar to open walking in terms of foot strike angle, trunk inclination and midstance knee angle.

    “Trail walking was kinematically intermediate between open field and unbroken forest walking in some respects, including maximum foot height and midstance thigh angle, but was similar to open walking in terms of foot strike angle, trunk inclination and midstance knee angle.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    Taller participants tended to use more flexed hip and knee joints, as well as more inclined trunks, during forest walking.

    “Notably, we found that taller participants tended to use more flexed hip and knee joints, as well as more inclined trunks, during forest walking.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingreasoning

    Compared to walking in the open condition, participants walking in the forest had more flexed thighs and knee joints and used greater trunk inclination at midstance.

    “Compared to walking in the open condition, participants walking in the forest had more flexed thighs and knee joints and used greater trunk inclination at midstance.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingreasoning

    Study participants stated a preference for walking barefoot over using footwear in the forest.

    “we note that study participants stated a preference for walking barefoot over using footwear in the forest, perhaps because of the additional sensory feedback afforded by the former.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Human bipedalism has greater walking economy than other primates, including chimpanzees.

    “Metabolic studies indicate that a key advantage of human bipedalism is greater walking economy than in other primates, including our closest living relatives, chimpanzees (Nakatsukasa et al., 2004; Sockol, Raichlen, & Pontzer, 2007).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Nakatsukasa et al., 2004 source
    • cites Sockol, Raichlen, & Pontzer, 2007 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.

    Premisecitation

    Participants exhibited a 28% increase in rate of energy expenditure when walking on a custom-designed uneven treadmill surface compared with a standard, even treadmill surface.

    “One study found that, because of such factors, participants exhibited a 28% increase in rate of energy expenditure when walking on a custom-designed uneven treadmill surface compared with a standard, even treadmill surface (Voloshina et al., 2013).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Voloshina et al., 2013 source
  • Probably not a substantial claim.

    Study design and conductown data

    Linear mixed effects models for each variable included walking condition and walking velocity as fixed effects and participant identity as a random effect.

    “We used the ‘lme4’ package (Bates, Mächler, Bolker, & Walker, 2015) to estimate linear mixed effects models for each variable, with walking condition (‘open’, ‘trail’, ‘forest’) and walking velocity included as fixed effects and participant identity as a random effect.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bates et al., 2015 source
  • Probably not a substantial claim.

    Premisecitation

    Matthis et al. (2018) found that, when walking on rocky terrain, people maintain their gaze on the ground in front of them roughly 95% of the time to plan foot placement two to three steps ahead of the current one.

    “Matthis et al. (2018) found that, when walking on rocky terrain, people maintain their gaze on the ground in front of them roughly 95% of the time to plan foot placement two to three steps ahead of the current one.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Matthis et al., 2018 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. It may state two separate claims as one.

    Interpretationcitation

    The use of a flatter foot contact and absence of a clear heel strike may affect walking economy by reducing the total distance travelled by the body's centre of mass during a given step and/or increasing the amount of mechanical work needed to accelerate the body's centre of mass between steps.

    “The use of a flatter foot contact and absence of a clear heel strike may affect walking economy, as it may reduce the total distance travelled by the body's centre of mass during a given step (Webber & Raichlen, 2016) and/or increase the amount of mechanical work needed to accelerate the body's centre of mass between steps (Adamczyk & Kuo, 2013; Holowka & Lieberman, 2018).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Webber & Raichlen, 2016 source

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

    • cites Adamczyk & Kuo, 2013 source
    • cites Holowka & Lieberman, 2018 source
  • Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.

    Interpretationreasoning

    The creation and maintenance of trails represents a good example of human niche construction.

    “The creation and maintenance of trails thus represents a good example of human niche construction.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The Tsimane treat trails like a public good, with older individuals and village work parties actively maintaining the condition of trails for the good of the community.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Research on other animals, typically conducted using camera traps, has indicated substantial energetic benefits of trail use.

    “While there are few studies on human trail use, research on other animals, typically conducted using camera traps, has indicated substantial energetic benefits of trail use.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Cusack et al., 2015 source

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

    • cites Kays et al., 2011

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

  • It may state two separate claims as one.

    Interpretationown data

    A flatter foot strike posture is under intentional control at the ankle, and is not just determined by more proximal positioning of the leg at foot contact.

    “Thus, it appears that a flatter foot strike posture is under intentional control at the ankle, and is not just determined by more proximal positioning of the leg at foot contact.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    Walking under these conditions elicits a gait in which the foot is raised higher and thus the toe is probably further from the ground surface, which decreases the likelihood of it colliding with an obstacle as the leg is swinging forward.

    “Walking under these conditions therefore elicits a gait in which the foot is raised higher and thus the toe is probably further from the ground surface, which decreases the likelihood of it colliding with an obstacle as the leg is swinging forward.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    More complex natural surfaces like 'heavy brush' and 'swampy bog' may increase metabolic rates by as much as 50-80% compared with flat surface walking.

    “whereas more complex (albeit poorly defined) natural surfaces like ‘heavy brush’ and ‘swampy bog’ may increase metabolic rates by as much as 50–80% compared with flat surface walking (Soule & Goldman, 1972).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Soule & Goldman, 1972 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductnone given

    All participants provided informed consent and were compensated, and all study procedures were approved by the institutional review board of the University of California, Santa Barbara.

    “All participants in the study provided informed consent and were compensated for their participation. All study procedures were approved by the institutional review board of the University of California, Santa Barbara.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Ethnographers have observed that humans from populations native to dense rainforests walk with crouched postures and high stepping gaits when in the forest in order to avoid both head-level and foot-level vegetation that could cause harm.

    “For instance, ethnographers have observed that humans from populations native to dense rainforests walk with crouched postures and high stepping gaits when in the forest in order to avoid both head-level (e.g. branches) and foot-level (e.g. roots) vegetation that could cause harm (Evans, 1937; Garvan, 1964; Schebesta, 1928; Turnbull, 1986).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Evans, 1937

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

    • cites Garvan, 1964

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

    • cites Schebesta, 1928

      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. It may state two separate claims as one.

    Interpretationcitation

    Increasing foot height involves greater lower limb joint flexion, which probably requires more muscle activation and therefore higher energy expenditure.

    “Increasing foot height involves greater lower limb joint flexion (Schulz, 2011), which probably requires more muscle activation and therefore higher energy expenditure (Kowalski et al., 2021).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Schulz, 2011 source

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

    • cites Kowalski et al., 2021

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

  • Probably not a substantial claim.

    Premisenone given

    The Tsimane make an ideal study population because they walk through dense forest regularly for common activities such as food gathering, hunting and travelling to horticultural fields or to visit relatives in other villages.

    “and make an ideal study population because they walk through dense forest regularly for common activities such as food gathering, hunting and travelling to horticultural fields or to visit relatives in other villages.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    Using trails probably decreases the costs of locomotion and facilitates higher travel speeds.

    “In this context, using trails probably decreases the costs of locomotion and facilitates higher travel speeds.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    The individuals in irregular surface studies wore sophisticated, modern footwear such as athletic shoes and boots, which have not been available to our species for most of its existence and probably affect the way we walk on challenging surfaces.

    “Perhaps more significantly, the individuals in these studies wore sophisticated, modern footwear such as athletic shoes and boots, which have not been available to our species for most of its existence (Tenner, 2003) and probably affect the way we walk on challenging surfaces.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Tenner, 2003

      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. It may state two separate claims as one.

    Study design and conductreasoning

    Video-based kinematics impose certain limitations and the sample size was limited by access to willing participants in a remote setting, so this investigation of forest walking is preliminary.

    “Video-based kinematics impose certain limitations that we will discuss later, and our sample size was limited by access to willing participants in a remote setting, so we consider this investigation of forest walking to be preliminary.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    Recent studies of walking on rocky terrains found individuals significantly reduced their step lengths to achieve more stable foot placement compared with walking on flat, even surfaces, which more than doubled their walking costs.

    “Several recent studies of walking on rocky terrains found the individuals significantly reduced their step lengths to achieve more stable foot placement when compared with walking on flat, even surfaces (Gast, Kram, & Riemer, 2019; Matthis et al., 2018), which more than doubled their walking costs (Gast et al., 2019)”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Gast et al., 2019 source
    • cites Matthis et al., 2018 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. It may state two separate claims as one.

    Premisecitation

    Trails may also aid patrolling behaviour in territorial species, although a study of Tai chimpanzees found that they rarely use paths, including while on patrols.

    “Trails may also aid patrolling behaviour in territorial species (Cusack et al., 2015), although a study of Tai chimpanzees found that they rarely use paths, including while on patrols (Jang, Boesch, Mundry, Ban, & Janmaat, 2019).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Cusack et al., 2015 source

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

    • cites Jang et al., 2019 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. It may state two separate claims as one.

    Interpretationcitation

    The use of more flexed hip and knee postures in the forest could increase external joint moments, thereby increasing the volume of active muscle and accordingly energy expenditure during walking.

    “The use of more flexed hip and knee postures in the forest could also increase external joint moments, thereby increasing the volume of active muscle and accordingly energy expenditure during walking (Carey & Crompton, 2005; Foster, Raichlen, & Pontzer, 2013).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Carey & Crompton, 2005 source
    • cites Foster, Raichlen, & Pontzer, 2013 source
  • Probably not a substantial claim.

    Premisecitation

    Studies of walking on compliant and slippery surfaces have found that people tend to use more crouched postures to lower the body's centre of mass, potentially to help avoid falls by reducing the moment arm between the centre of mass and ground reaction forces.

    “Studies of walking on compliant and slippery surfaces have found that people tend to use more crouched postures to lower the body's centre of mass, potentially to help avoid falls by reducing the moment arm between the centre of mass and ground reaction forces (MacLellan & Patla, 2006; Marigold & Patla, 2002).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites MacLellan & Patla, 2006 source
    • cites Marigold & Patla, 2002 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Interpretationreasoning

    Trunk inclination could have a broader effect on gait biomechanics as it shifts the body's centre of mass forward slightly, potentially increasing external moments at the hip joint.

    “Regardless of the reason, trunk inclination could have a broader effect on gait biomechanics as it shifts the body's centre of mass forward slightly, potentially increasing external moments at the hip joint.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim.

    Study design and conductnone given

    Without measurements of metabolic energy consumption we cannot determine how much forest walking would increase energy costs compared with walking in the open field.

    “Without measurements of metabolic energy consumption we cannot determine how much forest walking would increase energy costs compared with walking in the open field.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim.

    Premisecitation

    The Tsimane are a forager-horticulturalist society from the lowland Amazon of Bolivia.

    “The Tsimane are a forager–horticulturalist society from the lowland Amazon of Bolivia (Gurven et al., 2017)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gurven et al., 2017 source

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

  • It may state two separate claims as one.

    Interpretationown data

    By creating and utilising trails, humans may be able to walk in ways that are kinematically similar to walking on flat, even surfaces, and thus may achieve greater walking economy.

    “These results show that, by creating and utilising trails, humans may be able to walk in ways that are kinematically similar to walking on flat, even surfaces, and thus may achieve greater walking economy.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Carnivores and large-bodied predators use trails more than other animals, including their prey, and use large day ranges to hunt.

    “Carnivores and large-bodied predators use trails more than other animals, including their prey (e.g. small ungulates; Cusack et al., 2015; Kays et al., 2011), and use large day ranges to hunt (Carbone, Cowlishaw, Isaac, & Rowcliffe, 2005).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Cusack et al., 2015 source

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

    • cites Kays et al., 2011

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

    • cites Carbone et al., 2005 source
  • It may state two separate claims as one.

    Premisecitation

    Laboratory-based studies simulating natural terrain walking on artificial irregular surfaces generally found that participants use more variable stride characteristics, flatter foot postures at initial contact, higher foot clearance during leg swing, and greater leg muscle activation compared with walking on regular surfaces.

    “Generally, these studies have found that, when compared with walking on regular (flat, even) surfaces, participants use more variable stride characteristics like step length and width (e.g. Kent, Sommerfeld, Mukherjee, Takahashi, & Stergiou, 2019; Menant, Steele, Menz, Munro, & Lord, 2011; Voloshina, Kuo, Daley, & Ferris, 2013), use flatter foot postures at initial contact and higher foot”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Kent et al., 2019 source

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

    • cites Menant et al., 2011

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

    • cites Voloshina et al., 2013 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    One to three trials were kept per walking condition per participant, except for three participants for whom there were no analysable forest trials.

    “Ultimately, one to three trials were kept per walking condition per participant, except for three participants for whom there were no analysable forest trials.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Laden observed that travelling a given distance off trail takes twice as long as when on human-made trails.

    “Laden observed that travelling a given distance off trail takes twice as long as when on human-made trails, and suggested three important functions of the trail–territory system: connection between important places; placement in important habitat to allow access to hunting areas; and minimising the difficulty of travel and navigation.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Laden (1992)

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

  • Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.

    Interpretationreasoning

    Individuals from other subsistence-level societies who must forage over long distances on various challenging surfaces probably face similar energetic penalties owing to adjusted kinematics.

    “Individuals from other subsistence-level societies who must forage over long distances on various challenging surfaces (e.g. brushland, rocky terrain, snow/ice) probably face similar energetic penalties owing to adjusted kinematics, and such costs should be considered in estimates of daily energy expenditure related to walking.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    Hunting and gathering has been the sole mode of subsistence for most of our species' existence, and recent hunter-gatherer populations have been found to walk 6-19 km per day.

    “Hunting and gathering has been the sole mode of subsistence for most of our species’ existence, and recent hunter–gatherer populations have been found to walk 6–19 km per day (Leonard & Robertson, 1997a; Wood et al., 2021), much of which is likely to be on irregular surfaces.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Leonard & Robertson, 1997a

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

    • cites Wood et al., 2021 source

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

  • Probably not a substantial claim. It may state two separate claims as one.

    Study design and conductown data

    For all models, residual plots and q-q plots were inspected to assess model residual homoscedasticity and normality, and these criteria were satisfied for all variables.

    “For all models, we inspected residual plots and q–q plots to assess model residual homoscedasticity and normality, respectively. For all variables these criteria were satisfied, and therefore we performed likelihood ratio tests to test for significant model effects.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductcitation

    Post-hoc pairwise contrasts between walking conditions were conducted with a Holm-Bonferroni p-value correction.

    “For models where significant differences in walking conditions were detected, we used the ‘lsmeans’ package (Lenth, 2016) to conduct post-hoc pairwise contrasts between walking conditions, with a Holm–Bonferroni p-value correction.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lenth, 2016 source
  • Probably not a substantial claim.

    Premisecitation

    Human bipedal walking is considerably less expensive than quadrupedal or bipedal walking in other primates.

    “Upright bipedal walking has long been argued to represent an adaptation for greater walking economy (Rodman & McHenry, 1980), as human bipedal walking is considerably less expensive than quadrupedal or bipedal walking in other primates (Nakatsukasa et al., 2004; Sockol et al., 2007).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Nakatsukasa et al., 2004 source
    • cites Sockol et al., 2007 source

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

  • It may state two separate claims as one.

    Study design and conductreasoning

    We could not quantify kinematic variability between steps for a given terrain type, and thus could not compare the relative amounts of variability caused by walking in terrains like unbroken forest.

    “One consequence of this limitation was that we could not quantify kinematic variability between steps for a given terrain type, and thus could not compare the relative amounts of variability caused by walking in terrains like unbroken forest, which we would expect to be high based on previous studies of natural irregular terrains (e.g. Matthis et al., 2018).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it.

    Premisecitation

    The evolution of economical bipedalism could have helped facilitate the initial adoption of hunting and gathering foraging strategies.

    “These findings have led some to argue that the evolution of economical bipedalism could have helped facilitate the initial adoption of hunting and gathering foraging strategies (Leonard & Robertson, 1997b; Kraft et al., 2021).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Leonard & Robertson, 1997b

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

    • cites Kraft et al., 2021 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    In our previous study of forest walking, we found shorter average step lengths over the full transect.

    “which stands in contrast to the shorter average step lengths over the full transect that we found in our previous study of forest walking (Venkataraman et al., 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Venkataraman et al., 2018 source

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

  • Probably not a substantial claim.

    Premisecitation

    Upright bipedal walking has long been argued to represent an adaptation for greater walking economy.

    “Upright bipedal walking has long been argued to represent an adaptation for greater walking economy (Rodman & McHenry, 1980), as human bipedal walking is considerably less expensive than quadrupedal or bipedal walking in other primates (Nakatsukasa et al., 2004; Sockol et al., 2007).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Rodman & McHenry, 1980 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductnone given

    We were limited in the range of surfaces we could investigate and did not quantify mechanical properties or other terrain characteristics such as obstacle height in the forest.

    “While the results of this study provide an interesting, preliminary picture of the kinematic adjustments that are necessary when walking in unbroken forest, we were limited in the range of surfaces we could investigate and did not quantify mechanical properties or other terrain characteristics such as obstacle height in the forest.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim.

    Premisecitation

    Step-to-step variability is known to increase walking costs.

    “Step-to-step variability is known to increase walking costs (O'Connor, Xu, & Kuo, 2012), and thus is another factor that could make walking on natural terrains such as those in forests more energetically expensive.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites O'Connor, Xu, & Kuo, 2012 source

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

  • Probably not a substantial claim.

    Study design and conductreasoning

    We were restricted to measuring sagittal plane motion in this study.

    “Thus, we were restricted to measuring sagittal plane motion in this study.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationreasoning

    The likely explanation for this discrepancy is that participants took longer steps to avoid small impediments in the particular segment of the transect that we recorded for this study.

    “The likely explanation for this discrepancy is that participants took longer steps to avoid small impediments in the particular segment of the transect that we recorded for this study.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Similar observations have been made for the Mbendjele hunter-gatherers, also of the Congo Rainforest.

    “Similar observations have been made for the Mbendjele hunter–gatherers, also of the Congo Rainforest (Jang et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Jang et al., 2019 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. It may state two separate claims as one.

    Study design and conductown data

    These errors should not have been systematic across conditions, and they are likely to have been small, since offsets between camera view and walking route were on average 0.9° in a subset of trials (N = 18) where we could calculate the offset angle.

    “These errors should not have been systematic across conditions, and they are likely to have been small, since offsets between camera view and walking route were on average 0.9° in a subset of trials (N = 18) where we could calculate the offset angle.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationcitation

    Step-to-step variability is another factor that could make walking on natural terrains such as those in forests more energetically expensive.

    “Step-to-step variability is known to increase walking costs (O'Connor, Xu, & Kuo, 2012), and thus is another factor that could make walking on natural terrains such as those in forests more energetically expensive.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.

    Interpretationreasoning

    This scenario has important implications for theories that relate hominin ecology to the evolution of economical bipedalism, as well as for the energy requirements of foraging in modern humans who rely on long daily travel distances for subsistence, such as hunter-gatherers.

    “This scenario has important implications for theories that relate hominin ecology to the evolution of economical bipedalism, as well as for the energy requirements of foraging in modern humans who rely on long daily travel distances for subsistence, such as hunter–gatherers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Study design and conductreasoning

    We were limited to a single camera view, and therefore could not capture three-dimensional kinematics.

    “Finally, and relatedly, we were limited to a single camera view, and therefore could not capture three-dimensional kinematics.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Study design and conductreasoning

    We were restricted to capturing motion from a single, short (~2 metres) segment of the forest transect, and therefore could only assess kinematic adjustment in response to the particular obstacles/impediments in this segment.

    “First, we were restricted to capturing motion from a single, short (~2 metres) segment of the forest transect, and therefore could only assess kinematic adjustment in response to the particular obstacles/impediments in this segment.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    Slight offsets in the angle of the camera view relative to the ground may have caused errors in some of our measurements.

    “We set our camera views parallel to the walking route marked by flags to define an x-axis that was parallel to the ground, but it is possible that slight offsets in the angle of the camera view relative to the ground caused errors in some of our measurements.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence.

    Interpretationreasoning

    By studying locomotion in a diversity of human populations, especially those who regularly travel through complex natural environments, we may better understand the evolution of bipedalism.

    “Thus, by studying locomotion in a diversity of human populations, especially those who regularly travel through complex natural environments, we may better understand the evolution of bipedalism.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    We encountered difficulty in establishing a real-world coordinate system using a single camera.

    “A related problem that we encountered was difficulty in establishing a real-world coordinate system using a single camera.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    Even more open natural terrains often include obstacles like rocks and vegetation that can impede camera views of foot markers, preventing the measurement of many kinematic variables.

    “While the problem of marker obstruction was particularly significant in the forest, even more open natural terrains often include obstacles like rocks and vegetation that can impede camera views of foot markers, preventing the measurement of many kinematic variables.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Matthis et al. (2018) observed shorter steps on average but greater step length variability in people walking on rocky terrain compared with even terrain.

    “This scenario would be consistent with the findings of Matthis et al. (2018), who observed shorter steps on average but greater step length variability in people walking on rocky terrain compared with even terrain.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Matthis et al., 2018 source

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

  • Probably not a substantial claim. It may state two separate claims as one.

    Interpretationreasoning

    Reconstructions of hominin locomotor energetics that use standard laboratory-based measures of human walking costs may be underestimating the actual energy expenditure necessary for foraging and overestimating the energetic advantages of human bipedalism.

    “If this hypothesis is true, reconstructions of hominin locomotor energetics that use standard laboratory-based measures of human walking costs may be underestimating the actual energy expenditure necessary for foraging and overestimating the energetic advantages of human bipedalism.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.

    Study design and conductnone given

    In any 'natural' terrain no single short segment that can be captured on video will provide a representation of the full diversity of surface characteristics that could require alterations in gait kinematics.

    “Indeed, in any ‘natural’ terrain no single short segment that can be captured on video will provide a representation of the full diversity of surface characteristics that could require alterations in gait kinematics.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    Our findings are preliminary.

    “Nevertheless, given these different limitations, we emphasise that our findings are preliminary, and that further research using more sophisticated equipment is needed to study walking over longer distances and to quantify more kinematic variables to further characterise gait adjustments on different terrains.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Validation studies have indicated that IMU systems produce reasonably accurate measurements of 3D kinematics during walking when compared with camera-based optical motion capture systems.

    “Validation studies have indicated that IMU systems produce reasonably accurate measurements of 3D kinematics during walking when compared with camera-based optical motion capture systems (Al-Amri et al., 2018; Cho et al., 2018).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Al-Amri et al., 2018 source
    • cites Cho et al., 2018 source

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

  • It may state two separate claims as one.

    Study design and conductreasoning

    Marker obstruction prevents the measurement of continuous kinematics across a stride, and so within-stride variation also cannot be assessed.

    “Marker obstruction also prevents the measurement of continuous kinematics across a stride, and so within-stride variation also cannot be assessed.”
    Quote in the paperNot a substantial claim
69 of 69
  • The authors state this as an assumption.

    The open field surface is similar (but not identical) to the surfaces commonly used in laboratory-based walking studies.

    “In terms of stiffness and evenness, this surface was assumed to be similar (but not identical) to the surfaces commonly used in laboratory-based walking studies.”
  • The paper relies on this without support.

    The segment of the forest transect captured in the camera window is representative of the overall footing across the walking transect.

    “The segment of the forest transect captured in this window was selected because it did not include any particularly large obstacles that would cause major alterations in gait kinematics, but still included smaller impediments like vegetation and roots that we deemed to be representative of the overall footing across the walking transect.”
  • The paper relies on this without support.

    Tsimane individuals frequently walk barefoot in their settlements and prefer to walk barefoot when in the forest.

    “Tsimane individuals frequently walk barefoot in their settlements and prefer to walk barefoot when in the forest.”
  • The paper relies on this without support.

    Knowledge of standard human walking kinematics and energetics is based almost entirely on laboratory studies of individuals walking on treadmills or flat, even walkways.

    “While these energy-saving kinematics are commonly described as typical characteristics of human walking (Simoneau, 2002), our knowledge of ‘standard’ human walking kinematics and energetics is based almost entirely on laboratory studies of individuals walking on treadmills or flat, even walkways.”
  • The paper relies on this without support.

    The irregular surface studies described thus far have used participants from post-industrial societies who may not walk on natural terrains regularly, and therefore may not use the kinematic strategies and associated neuromuscular activation patterns necessary to navigate these terrains most efficiently.

    “However, the irregular surface studies described thus far have used participants from post-industrial societies who may not walk on natural terrains regularly, and therefore may not use the kinematic strategies and associated neuromuscular activation patterns necessary to navigate these terrains most efficiently.”
  • The paper relies on this without support.

    The forest floor in the transect used in this study was not slippery, but it did present hazards such as tree roots that could cause tripping or foot injury.

    “The forest floor in the transect used in this study was not slippery, but it did present hazards such as tree roots that could cause tripping or foot injury.”
  • The paper relies on this without support.

    The Tsimane treat trails like a public good, with older individuals and village work parties actively maintaining the condition of trails for the good of the community.

    “The Tsimane treat trails like a public good, with older individuals and village work parties actively maintaining the condition of trails for the good of the community.”
  • The paper relies on this without support.

    Tsimane individuals will sometimes make use of animal-made trails when they are foraging and no human-made trail is available.

    “Tsimane individuals will sometimes make use of animal-made trails when they are foraging and no human-made trail is available.”
  • The paper relies on this without support.

    Walking on animal trails is almost as challenging as walking through unbroken forest.

    “our personal experience is that walking on animal trails is almost as challenging as walking through unbroken forest, although more research is needed.”
  • The paper relies on this without support.

    The forest floor is darkened by foliage that blocks sunlight.

    “especially given that the forest floor is darkened by foliage that blocks sunlight.”
10 of 10

Citations

Cites

Flagged first, then by citations

Research works printed but not linked: 6

  1. Tenner, 2003, Our own devices: the past and future of body technology
  2. Garvan, 1964, The Negritos of the Philippines
  3. Laden, 1992, Ethnoarchaeology and land use ecology of the Efe (Pygmies) of the Ituri Rain Forest, Zaire
  4. 2019, R: A language and environment for statistical computing
  5. Turnbull, 1986, African Pygmies, 103
  6. Evans, 1937, The Negritos of Malaya

Cited by

Sorted by citations

Metadata

Authors
Holowka, N. B., Kraft, T. S., Wallace, I. J., Gurven, M., & Venkataraman, V. V.
Affiliations
  • University at Buffalo, State University of New York (US)
  • University of Calgary (CA)
Corresponding author
Holowka, Nicholas B.
Venue
Evolutionary Human Sciences
Published
2022
Volume
4
Pages
e19-e19
ISSN
2513-843X (ISSN-L)
OpenAlex
W4224910140
Cited by
18
References
51
Citations by year
2026: 2 · 2025: 5 · 2024: 5 · 2023: 3 · 2022: 3
FWCI
1.04
Type
journal article
Language
en
Open access
Locations
  • Evolutionary Human Sciences (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
  • National Institute of Aging within the National Institute of Health (RF1AG054442)
  • American School of Prehistoric Research
Topics
  • Physical Sciences › Engineering › Biomedical Engineering › Lower Extremity Biomechanics and Pathologies
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
  • Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Primate Behavior and Ecology
Keywords
gait kinematics, natural terrain, forested terrain, bipedalism, energy cost of walking, Tsimane, forager-horticulturalists, human evolution, leg swing, foot posture, hip and knee flexion

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

A language model drew the claims from the paper on 2026-11-10, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).

A second model labelled each claim on 2026-11-10 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).

Cited sources are checked with a language model’s help (gpt-6-sol).

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review