SBNFA™ Dossier · Version 1.1 of
Gil Ayache, PhD — Mines Paris – PSL · Cofounder and President of Blue Portance

From Expert Evaluation to Instrumented Measurement

In brief. What does this evaluation actually measure? The capabilities a seating architecture offers the body. Level 1 establishes them through multi-criteria analysis of technical specifications, user feedback and expert judgment; Level 2 aims to quantify them through 3D kinematics, pressure mapping, mechanical threshold measurement and electromyography.

This fifth chapter describes the transition from the scientific foundation of the SBNFA™ framework to its instrumental testing: a completed Level 1 multi-criteria analysis, and a Level 2 that aims to quantify the variables objectively and test the reproducibility of ratings, through a dedicated instrumental program.

It sets out what Level 1 can and cannot do, what Level 2 will make it possible to verify, the limitations of Level 1 and the responses provided, an evidence scale for situating each claim, and the avenues for discussion open to third parties.

Introduction

The SBNFA™ framework draws on documented phenomena and translates them into a constructed grid. A first application, by multi-criteria analysis, has been carried out (benchmark of six dynamic seats, Chapter 4); validation of the model remains open. This fifth chapter describes the next step: Level 2, which aims to quantify the variables objectively and test the reproducibility of ratings.

[OUTLOOK] Instrumental testing must be able to challenge the relevance of the functions and variables, their boundaries and their anchors, as much as their correspondence with measurements. It tests an SBNFA construct, without conflating this validation with that of the phenomena already documented.

This is also the chapter that answers the question put to any company that publishes a benchmark including its own product: how is this work anything other than a sales argument? The answer rests on three elements: criteria grounded in knowledge independent of Aporia®, declared limitations, and avenues for discussion and measurement open to third parties.

1. From Scientific Foundation to Instrumental Testing

The framework follows a classic scientific path, and each step has its own stage of completion.

StepContentStatus
1. Scientific foundationBiomechanical, neuromotor and tissue knowledge on which the four principles rest (Chapter 2)Completed
2. Model constructionChain of principles, functions, requirements, variables; seven functions (Chapters 1 to 3)Completed
3. OperationalizationNineteen state variables, 0-to-4 scale, anchors, boundary rules (Chapter 3)Completed
4. Observables and evaluationMulti-criteria analysis of six devices using the grid (Chapter 4)Completed — Level 1
5. Instrumental testingMeasurement of the variables, reproducibility of ratings[OUTLOOK] Dedicated instrumental program

[OUTLOOK] Level 2 will put the model and its ratings to the test. The results may require revision of the variables, anchors or aggregation rules; the literature does not guarantee their metrological validity in advance.

2. Two Levels of Evaluation

The framework is designed for two successive levels of use, without altering its functional logic [1].

CriterionLevel 1 — Multi-criteria analysisLevel 2 — Instrumented scientific evaluation
HorizonShort termMedium term
MethodMulti-criteria grid applied to technical specifications, documentation, user feedback and expert judgmentEach variable is progressively associated with a measurement method, a unit and an experimental protocol
ToolsObservation, manual loading, architectural and documentary analysis3D kinematics, pressure mapping, measurement of mechanical thresholds, EMG, tissue measurements
What it enablesComparing architectures against the same criteria; identifying capabilities offered and restrictionsObjectively establishing the state of a variable through measured, reproducible quantities
StatusCompleted for six devices[OUTLOOK] Dedicated instrumental program

In both cases, the framework remains independent of the technical solutions evaluated. A Level 1 evaluation is not an approximate version of Level 2: it serves a different purpose, which is to structure the questions, identify the capabilities to be measured and compare architectures before the budget for an instrumented protocol is committed.

3. What Level 1 Can and Cannot Do

Level 1 evaluation relies on observing architectures and how they function, using a grid, criteria and conditions identical for all devices. It produces profiles, not measurements.

What Level 1 can doWhat it cannot do
Describe what an architecture allows or constrains: direction, range, coupling, return, independenceQuantify a range of travel, a return force or a pressure with a known uncertainty
Compare devices on the same variables and detect differing profilesDraw conclusions from a difference of a few hundredths between two scores
Detect restrictions and record them with their justificationEstablish an effect on perfusion, pain, fatigue or health
Structure the questions to be measured nextReplace an instrumented scientific evaluation

[MECHANICAL] Level 1 describes observable architectural properties. It establishes no biological or clinical effect: any statement that extends a Level 1 score into a promise of benefit for the user falls outside the scope of the framework.

4. Toward Level 2: Measurement Avenues by Variable

The framework specifies that each variable will be associated with a measurement method, a unit and a protocol. The indicators it adopts to objectively establish the state of a variable — range, threshold, dead zone, hysteresis, left/right independence, continuity of response, pressure mapping, residual displacement — carry no score of their own: they serve to document the observed state [1].

The following table suggests, as avenues to explore, the family of measurements that could correspond to each group of variables. [OUTLOOK] This is not a finalized protocol: each avenue has yet to be turned into a protocol.

VariablesQuantity to be objectifiedPossible measurement family
ADP-2, INF-3Activation threshold, dead zone, hysteresis, progressiveness of the response to low-level loadingMeasurement of mechanical thresholds on a test bench and on subjects
ADP-1, MOB-1 to MOB-3, COM-1, COM-2Pelvic and spinal trajectories in all three planes; role of the subject or the seat in initiating movement3D kinematics
EQU-1, EQU-2Left/right independence; extent of the space within which stopping and stable holding remain possible3D kinematics, pressure mapping
CON-1, CON-2, PRE-3Distribution and temporal redistribution of pressure; load–offload alternationPressure mapping
INF-1, INF-2, PRE-1, PRE-2Reproducibility of the response; preservation of the local origin; local relative movementsLocalized displacement measurements, pressure mapping
EQU-2, ADP (control cost)Muscle activation associated with holding and movingElectromyography
PRE (tissue effects)Gliding, perfusion, deformationTissue measurements — whose biological effect requires separate evidence

Instrumented studies already exist on related quantities: muscle activation, physical activity and posture when using dynamic chairs [2], lumbar activation and posture on an unstable surface [3], and intradiscal pressure in standing and sitting [4]. Movement variability is the subject of nonlinear analysis methods [5]. These studies show that the protocols exist, and they will serve as methodological references.

5. Proposed Instrumental Program and Implementation Conditions

[OUTLOOK] Measurements are planned with a university biomechanics laboratory starting in 2027.

Before the study, the following must be specified: the devices and settings, the population or mechanical setup, the loading conditions, the repetition of trials, the quantities and units, calibration, uncertainty, the analysis strategy and the criteria for conclusions. Mechanical measurements, sensorimotor observations and biological responses require separate protocols.

Evaluators will need explicit anchors and comparable records. A measurement validates a variable only if the correspondence between the definition, the observable and the measured quantity is justified. Contradictory or inconclusive results must remain visible.

6. What Level 2 Will Make It Possible to Verify

Level 2 addresses specific questions, which concern objective quantification rather than the discovery of a foundation.

SubjectQuestion addressed at Level 2Contribution
Rating–measurement correspondenceDoes the expert rating of a variable correspond to the measured quantities (thresholds, trajectories, pressures)?Calibrate the 0-to-4 anchors against quantified values
ReproducibilityDo two evaluators rate the same device in the same way?Document inter-rater reliability and refine the anchors
Extent of capabilitiesWhat is the measured extent of the stabilized space, of pelvic mobility, of left/right independence?Replace indicative values (for example the cone estimated at approximately ±45°) with measured values
DiscriminationDoes the grid distinguish between different architectures, including non-segmented ones?Test discriminant capacity and technological neutrality
Differences between variablesAre neighboring variables (ADP-2 and INF-3, CON-2 and PRE-3) distinguishable in the measurements?Consolidate the boundary rules
[OUTLOOK] These verifications must put the SBNFA construct to the test: they may lead to revising the variables or their anchors. The scientific documentation of the phenomena does not prejudge their metrological relevance.

7. Limitations of Level 1 and the Responses Provided

Level 1 has its own limitations, which explain the role of Level 2.

Level 1 limitationCurrent responsePlanned next step
Expert evaluation: the rating depends on the evaluatorAnchors for each variable; data collection table justifying the state adopted and the higher state rejected; fully-demonstrated-level ruleInter-rater reproducibility testing (Level 2)
Evaluator linked to one of the devices evaluatedDeclaration of interests; same criteria and same rating rules for allApplication of the grid by third-party evaluators
Sample of six devicesSystematic market scan; five representative architectures selectedPossible extension to other families of seating
Heterogeneous documentary basisDifference flaggedHarmonization through measurement
Equal weighting of functionsConvention for readability; profile-based reading takes priority over the scoreDiscussion of possible weightings during revisions
Ordinal scaleProfile-based reading rather than score-basedAnchors quantified through measurement

8. An Evidence Scale for Situating Each Claim

Which claim, which evidence?SBNFA™ / EXPERT DOSSIERWhich claim, which evidence?A[ESTABLISHED]Scientific phenomenonCited literature; explicit population, context and limits.B[SBNFA PROPOSITION]Translation for seatingFunctions, variables, anchors and relationships proposed by the model.C[MECHANICAL]Capacity of an architectureTraceable observation; configuration, restrictions and coverage.D[TO BE VALIDATED]Instrumented quantityProtocol, units, calibration, uncertainty and reproducibility.E[TO BE VALIDATED]Use or clinical effectSeparate study, with suitable population and outcome criteria.Each claim requires its own evidence: no automatic step from one level to the next.
Figure 3 — Five types of claim and the evidence required for each.

To situate a claim, one need only know which rung of an evidence scale it rests on.

Type of claimNatureWhere to find it
A — Scientific foundationKnowledge from biomechanics, motor control, tissue physiology ([ESTABLISHED])Chapters 2 and 3
B — Translation to seatingRequirements and variables constructed from this knowledge ([SBNFA PROPOSITION])Chapters 1 to 3
C — Evaluation of architecturesComparative observation, common grid, Level 1 ([MECHANICAL])Chapter 4
D — Instrumented measurementsKinematics, pressure, thresholds, EMG, tissue measurements ([OUTLOOK])[OUTLOOK] Program planned starting in 2027
E — Usage and clinical studiesEffects on pain, fatigue and health, at population levelOutside the scope of this dossier

This dossier covers claims A to C and prepares for D. It asserts nothing that falls under E: any clinical promise would exceed its scope.

9. Scientific Discussion and Application by Third Parties

The framework is designed to be applied by a third party: its criteria are independent of the solutions evaluated, each variable has its anchors, each score must be justified, and so must the rejection of the higher state.

Four types of contribution are possible, and useful:

  • challenging a score: showing, through observation or measurement, that a higher or lower state is or is not fully demonstrated;
  • refining a variable: proposing a more precise definition, anchor or boundary rule;
  • expanding the sources: contributing studies that better document a foundation or its application to seating;
  • applying the grid to another device: this is the best way to test its discriminant capacity and technological neutrality.

The framework stipulates that any change to a monograph is carried over into the summary documents, the radar chart and the consolidation workbook, so that a correction leaves no inconsistency behind [6]. Blue Portance welcomes well-argued contributions.

The distinction between a method audit and a product-doctrine audit described in Chapter 1 applies here: conclusions about a product and conclusions about the model must be argued separately. A product observation may nonetheless reveal a methodological weakness and lead to an explicit revision of the framework.

10. Outlook

[OUTLOOK] The next steps test the SBNFA construct against independent observations and measurements.

  • Consider extending the sample to other families of seating, including static and synchronous chairs, without changing the functional logic of the framework.
  • Confirm partners and timeline, finalize a protocol, then test each variable against the measured quantities.
  • Extend application of the grid to third-party evaluators and test the reproducibility of ratings.
  • Revise the framework through dated versions as measurements refine the anchors.

The framework is also designed to evaluate other technologies: Aporia® is only its first application. A future device from another manufacturer that offers capabilities described by the grid will be rated in the same way.

Chapter 6 (dynamic seating glossary and bibliography) brings together the glossary, the index of the nineteen variables and the annotated bibliography, specifying for each source its contribution and its scope within the framework.

Frequently Asked Questions

What does this evaluation actually measure?

The capabilities a seating architecture offers the body: pelvic mobility, stabilization, independence of support points, pressure variation and response to micromovements. Level 1 establishes them through multi-criteria analysis; Level 2 aims to measure them through 3D kinematics, pressure mapping, mechanical thresholds and electromyography.

What is the difference between Level 1 and Level 2 evaluation?

Level 1 is a multi-criteria analysis, based on technical specifications, user feedback and expert judgment, that compares architectures using a common grid. Level 2 will associate each variable with an instrumented measurement method: 3D kinematics, pressure mapping, mechanical thresholds, EMG or tissue measurements.

Does Level 2 call the scientific basis of the framework into question?

Level 2 may call into question the model’s functions, variables, boundaries and anchors. The documented phenomena and the validity of the framework are two separate questions.

When will the instrumented measurements take place?

Measurements are planned starting in 2027. No completed study is reported here.

Does the SBNFA™ benchmark demonstrate a clinical benefit?

No. It evaluates the mechanical capabilities offered by seating architectures, through multi-criteria analysis. Effects on pain, fatigue or health fall within separate usage and clinical studies, which this dossier does not report.

Can a third party apply or challenge the evaluation?

Yes, and the framework is designed for exactly that: its criteria are independent of the solutions evaluated, each variable has anchors and each score must be justified. One can challenge a score, refine a variable, expand the sources or apply the grid to another device.

References

The contribution and scope of each source are detailed in Chapter 6 (annotated bibliography). A reference associated with a variable documents a phenomenon; it does not validate the variable.

  1. Blue Portance, 2026 (a) — SBNFA™ Framework for Evaluating Seating Devices — Part I: Scientific and Methodological Framework. Internal document, version of August 3, 2026.
  2. Ellegast et al., 2012 — Comparison of four specific dynamic office chairs with a conventional office chair: impact upon muscle activation, physical activity and posture. Applied Ergonomics, 43(2), 296–307.
  3. Gregory, Dunk & Callaghan, 2006 — Stability ball versus office chair: comparison of muscle activation and lumbar spine posture during prolonged sitting. Human Factors, 48(1), 142–153.
  4. Roman-Liu, Kamińska & Tokarski, 2023 — Differences in lumbar spine intradiscal pressure between standing and sitting postures: a comprehensive literature review. PeerJ, 11, e16176.
  5. Stergiou & Decker, 2011 — Human movement variability, nonlinear dynamics, and pathology: is there a connection?. Human Movement Science, 30(5), 869–888.
  6. Blue Portance, 2026 (c) — SBNFA™ Framework — Part III: Monographs and Comparative Evaluation (V14). Internal document, August 25, 2026.

SBNFA™ Dossier · Version 1.1 · October 5, 2026 · © Blue Portance.