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The Trivium & Quadrivium Model for Multidisciplinary Contribution

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Read the article or acquire the book to go deeper into the psychometric, physiological, and metaphysical layers of GoDataX Human 7.

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Scientific Article

GoDataX Human 7ph: A Metaphysical Framework

A conceptual framework for a multidimensional instrument integrating psychometrics, physiology, and metaphysical interpretations of consciousness.

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Beyond the Labyrinth, book cover
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Beyond the Labyrinth

From Metrics to Metaphysics: the awakening of a new science. The complete conceptual foundation of GoDataX Human 7.

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Trivium and Quadrivium educational model: the Seven Liberal Arts mapped to grammar, logic, rhetoric, arithmetic, geometry, music and astronomy

Another Way to Help: Contributing Intellectually to GoDataX Human 7

GoDataXh7 ph is built to be extended by clinicians, psychologists, philosophers, and classical-education specialists all have a real seat at the table, and this page is the entry point for that kind of contribution. It reconstructs the project's own Trivium & Quadrivium, contribution model the classical seven-liberal-arts framework the project borrows to keep every interpretive claim disciplined, whoever writes it.

1.0 The Trivium & Quadrivium Educational Model

Long before it trained a profession, the medieval liberal-arts curriculum trained a mind. Its first stage, the Trivium, covered three language-and-thought skills: grammar, to understand ideas clearly; logic, to tell a sound argument from a fallacy; and rhetoric, to communicate that thinking clearly and persuasively. Its second stage, the Quadrivium, covered four number-and-order disciplines: arithmetic (number in itself), geometry (number in space), music (number in time and rhythm), and astronomy (number in motion and cycles). Together the seven arts prepared a student for philosophy and theology, and, not incidentally, shaped the education of Saint Thomas Aquinas, Dante Alighieri, Nicolaus Copernicus, Galileo Galilei, and Isaac Newton.

GDX_HUMAN7 reuses that same two-stage discipline as a contribution model, not just a history lesson. Before any interpretive claim (a philosophical reading, a virtue association, a clinical caveat) is written down, it passes through the Trivium: is the language precise, is the reasoning sound, is it communicated responsibly? Only then does the Quadrivium formalize it: what is measured, how is it structured, what is its rhythm and sequence, where does it sit in time. The three worked examples below apply that same discipline to an actual layer of the project.

2.0 Applying the Model: Three Worked Examples

All three examples break one concept into the same seven cells, Grammar, Logic, Rhetoric (Trivium) and Arithmetic, Geometry, Music, Astronomy (Quadrivium), so a contributor can see exactly which kind of discipline a given claim still needs. Together they cover the three layers used throughout the project: a measurement instrument, an interpretive layer, and a metaphysical variable (see §3.0).

2.1 Burnout Psychometric Assessment · Measurement Instrument

Burnout AssessmentA methodological structure applying the Trivium and Quadrivium to a psychometric instrument
1Grammar

Instrument, items, scale, and population; timeframe, consent, and data-quality rules.

2Logic

Separate scores, absences, and consistency; contextual correlations, never causal inference.

3Rhetoric

Clear, ethical, non-clinical reporting.

4Arithmetic

Scores, means, percentiles, and trends.

5Geometry

Relational model and knowledge graph.

6Music

HRV, respiration, sleep, and recovery rhythms.

7Astronomy

Sessions, work cycles, and timeline.

Psychometric core: Emotional Exhaustion (energy depletion) · Cynicism/Depersonalization (detachment from work) · Personal Accomplishment (professional efficacy), analyzed as separate, traceable scores, never reduced to one diagnostic label.

2.2 Septenary Constitution · Level 1 · Physical-Etheric · Interpretive Layer

Physical-EthericConstitution Septenária · Level 1, body, vitality, and physical presence
1Grammar

Define the Physical-Etheric level as body, vitality, physical presence, rest, and activity.

2Logic

Separate body data, self-reports, and context from the interpretive layer; no metaphysical-causal inference.

3Rhetoric

Descriptive, transparent, non-clinical reporting, with the limits of the interpretation clearly communicated.

4Arithmetic

Heart rate, HRV, sleep, activity, and self-reported fatigue.

5Geometry

Participant, session, instrument, indicator, and contextual event.

6Music

Respiration, heart-rate variability, sleep-wake rhythm, and recovery.

7Astronomy

Daily windows, weekly cycles, and session sequence.

Organized outcome: body presence and vitality · physiological measures · self-report · context · a separately labeled interpretive mapping.

2.3 Potency → Act (a philosophical variable) · Metaphysical Variable

Potency → ActA metaphysical variable, philosophical, interpretive structure
1Grammar

Potency: the real possibility of actualization. Act: the realization or actual determination of that possibility.

2Logic

Organize the conceptual passage, possibility → conditions for actualization → realization, without treating it as scientific causality.

3Rhetoric

Make explicit that this is a philosophical, interpretive reading, distinct from measurement, diagnosis, or empirical validation.

4Arithmetic

Degrees, proportions, and differences between possibility and realization.

5Geometry

A relational map of states, conditions, transitions, and outcomes.

6Music

Rhythm, sequence, and intensity of transformations over time.

7Astronomy

Temporal order, cycles, and moments of potentiality and actualization.

Interpretive output: clear definitions · explicit relations · temporal sequence · transparent methodological limits.

3.0 Integration of Perspectives

Neither example stands alone. Every claim GDX_HUMAN7 publishes moves through three distinct, explicitly labeled layers, connected by mapping that is stated up front as interpretive, never causal:

1
Measurement Instrument §2.1

A psychometric burnout assessment: items, response scale, timeframe, and quality rules → scores for Emotional Exhaustion, Cynicism/Depersonalization, and Personal Accomplishment, each dimension analyzed separately.

2
Interpretive Layer §2.2

Physical-Etheric, Constitution Septenária, Level 1: body, vitality, physical presence. A philosophical reading identified as such; it never substitutes for physiological or clinical indicators.

3
Metaphysical Variable §2.3

Potency → Act: possibility of realization → actual realization. Not a score, a causal explanation, a diagnosis, or an empirical validation.

Explicit interpretive mapping, never causal

Each arrow above is a stated, reviewable mapping decision, not a statistically derived relationship. A mismatch is a prompt to revisit the mapping, never proof that the instrument or the interpretation is wrong.

The combined report stays legible because the three layers are never merged into one number:

  • Psychometric evidence, instrument, items, scores, timeframe.
  • Context and body, physiological indicators and self-reports, when available.
  • Interpretive reading, philosophical layers, clearly identified as such.

4.0 Contribution Matrix by Role

Activities below still need to be broken down and further detailed, this matrix is a starting map for where each discipline plugs in, not a finished scope of work.

RoleContribution / DeliverablesTrivium appliedQuadrivium applied
Psychiatrist Contribute to clinical review, safety criteria, and the limits of scale use and interpretation. Guide appropriate referrals when needed, without automating diagnosis or treatment. Grammar: precise clinical language. Logic: differentiating sign, symptom, hypothesis, and diagnosis. Rhetoric: responsible communication of risk and limits. Arithmetic: critical reading of scores and thresholds. Geometry: organizing multidimensional profiles without reducing the person to indicators.
Physician Review the suitability of physiological sensor use, collection protocols, indicator interpretation, and safety criteria. Support the definition of usage limits and clinical referral. Grammar: physiological and clinical nomenclature. Logic: separation between measurement, hypothesis, and medical assessment. Rhetoric: guidance on safe use. Arithmetic: reading of physiological indicators. Music: cardiac and respiratory rhythm. Astronomy: analysis of cycles and time windows.
Psychologist Select and onboard new psychometric instruments. Evaluate scales, constructs, application, and interpretation. Develop Virtology as interpretive virtue suggestions tied to the assessed dimensions. Grammar: defining constructs, items, and virtues. Logic: theoretical coherence and the limits of interpretation. Rhetoric: ethical, understandable feedback. Arithmetic: scores, consistency, and statistics. Geometry: dimensional structure and profile visualization.
Philosopher Build and review interpretive mappings between behavioral variables, levels of consciousness, the Septenary Constitution, and Thomas Aquinas's Five Ways. Grammar: the historical sense of the concepts. Logic: coherence of the arguments and the line between evidence and interpretation. Rhetoric: rigorous philosophical communication. Arithmetic: descriptive representation of degrees. Geometry: the architecture of levels and relationships in the graph. Astronomy: the historical context of order and motion.
Chakra Facilitator Support research and interpretive mappings between chakras, levels of consciousness, and reported experiences. Collaborate on formulating new questions about physiological and energetic indicators. Grammar: differentiation between tradition, subjective experience, and measurable data. Logic: prevention of improper causal claims. Rhetoric: responsible reporting of practices. Music: breathing, rhythm, and temporality. Geometry: representation of centers and relationships. Astronomy: cycles as an object of observation, without astrological inference.
Trivium & Quadrivium Specialist Define the scope of each activity based on the seven liberal arts. Build a glossary, a training path, quality criteria, and materials for multidisciplinary collaborators. Grammar: shared vocabulary. Logic: critical thinking and association criteria. Rhetoric: communication, training, and public presentation of the project. Arithmetic: measures and proportions. Geometry: structure and relations. Music: rhythm and tempo. Astronomy: cycles and regularities.

5.0 Next Steps: Expanding the Interpretive Model (Roadmap)

All men by nature desire to know.

— Aristotle, Metaphysics, I.1

Thomas Aquinas's Metaphysical Dimensions, in search of greater accuracy (roadmap, not yet implemented)

Methodological note: the tables and diagrams in this subsection describe a roadmap for expanding the GoDataX Human 7 interpretive model, not yet implemented. They anticipate how the Five Ways, the Septenary Constitution, and the psychometric constructs could in the future be broken down into finer-grained Thomistic metaphysical constructs, without claiming that this granularity already exists in the instrument today.

Each of the Five Ways can be decomposed into a set of more elementary metaphysical dimensions, the Thomistic concepts that underpin the argument itself (potency and act, cause and effect, contingency and necessity, essence and existence, degrees of perfection, order and finality). The goal is for these dimensions, not just the way as a whole, to eventually be associated with the psychological and physiological indicators already measured, gaining more interpretive precision.

Circular diagram of Thomas Aquinas's Five Ways, each broken down into its constituent metaphysical dimensions, orbiting the psychological and physiological indicators
Each of the Five Ways broken down into its constituent metaphysical dimensions, orbiting the same psychological and physiological indicators.
Metaphysical constructs, dimensions (part 1 of 2), roadmap, not yet implemented
Metaphysical dimensionWhat is observedAssociated concept
Motion / ChangePassage from one state to anotherPotency → Act
PotencyPossibility not yet realizedCapacity to become
ActState actually realizedRealization / actualization
CausalityRelation between cause and effectEfficient cause
Causal dependenceSomething depends on another to exist or occurSubordinate causality
Causal originSearch for the ground of the causal chainFirst Cause
ContingencySomething exists, but could fail to existContingent being
NecessityThat whose existence does not depend on anotherNecessary being
ExistenceThe fact that something isEsse, the act of existing
EssenceWhat something isEssentia
Participation in beingBeings possess existence without being existence itselfOntological participation
PermanenceWhat persists through changeSubstance
PerfectionDifferent degrees of realization of a qualityDegrees of perfection
GoodnessRealization of the good according to the being's natureBonum
TruthIntelligibility and adequacy of being to intellectVerum
Metaphysical constructs, dimensions (part 2 of 2), roadmap, not yet implemented
Metaphysical dimensionWhat is observedAssociated concept
UnityCohesion or indivision of beingUnum
NobilityQualitative degree attributed to beingsOntological perfection
OrderObservable regularity, structure, or organizationNatural order
FinalityTendency of something toward a given endFinal cause
DirectionOrientation of natural processesTeleology
PurposeEnd or term toward which an action or process is orientedTelos
IntelligibilityPossibility of reality being rationally understoodIntelligible order
FormPrinciple that determines what a thing isFormal cause
MatterSubstrate of which something is constitutedMaterial cause
EfficiencyThat which produces a change or effectEfficient cause
Final causalityReason or end toward which something tendsFinal cause
Ontological dependenceA being depends on another to existParticipation / causality
Ontological self-sufficiencyNot depending on another to existNecessity
TemporalityCondition associated with change, generation, and corruptionMutable being
MutabilityCapacity to undergo alterationPotency
ImmutabilityAbsence of changePure act
FinitudeLimitation proper to contingent beingContingency
InfinitudeAbsence of ontological limitation in the first groundAbsolute perfection
Hierarchy of beingDifferent modes and degrees of participation in beingDegrees of being
Ordering intelligenceRational ground of the orientation of natural processesFifth Way

Metaphysical Macro-Variables, 7 macro-axes (roadmap)

For a more compact interpretive architecture, the dimensions above could be grouped into seven macro-axes. Each axis synthesizes a set of concepts without turning the metaphysical content into an empirical measure.

Metaphysical macro-variables, seven macro-axes, roadmap
Macro-variableInterpretive axisScopePhilosophical question
1. ChangePotency ↔ ActTransformation, updating, and passage between states.What grounds transformation?
2. CausalityCause ↔ EffectCausal dependence, origin, and production of effects.What grounds the causal chain?
3. ContingencyPossibility ↔ NecessityFinitude, dependence, and the possibility of existing or not existing.Why do contingent beings exist, and what grounds their existence?
4. BeingEssence ↔ ExistenceWhat something is and the very act of existing.How are essence, existence, and participation in being related?
5. PerfectionLimitation ↔ PlenitudeDegrees of goodness, truth, unity, and ontological realization.How to understand different degrees of perfection?
6. OrderDisorder ↔ OrganizationRegularity, structure, and intelligibility of reality.What grounds observable order?
7. FinalityAbsence of direction ↔ PurposeDirection, final cause, teleology, and orientation toward ends.What grounds the orientation toward given ends?

Five Ways × Metaphysical Macro-Variables (roadmap)

Metaphysical constructs × Five Ways, roadmap
WayCentral dimensionsTerminusMetaphysical reading
1st Way, MotionChange, potency, and actUnmoved First MoverCentral question: what grounds the passage from potency to act?
2nd Way, Efficient causeCausality and causal dependenceFirst CauseCentral question: what is the ultimate ground of a dependent causal series?
3rd Way, ContingencyContingency, necessity, essence, and existenceNecessary BeingCentral question: how to understand the existence of beings that could fail to exist?
4th Way, Degrees of perfectionPerfection, goodness, truth, and degrees of beingFull perfectionCentral question: what grounds the different degrees of perfection attributed to beings?
5th Way, Order and finalityOrder, direction, finality, and intelligibilityOrdering IntelligenceCentral question: how to understand the regular orientation of natural processes toward given ends?

How this would connect to the relational model (roadmap)

Both the Metaphysical Dimensions catalog and the Metaphysical Macro-Variables catalog would be new tables linked to the existing GDX_TA_WAY_SEP_MAP mapping between the Five Ways and the Septenary Constitution, the same relational pattern used today for the Chakras (GDX_PSY_CHAKRA), without altering the core psychometric schema.

Roadmap diagram: GDX_PSY_CHAKRA and the Septenary Constitution today, with GDX_TA_WAY_SEP_MAP, the measurement instrument, and behavioral variables; and, as future work, new Metaphysical Dimensions and Metaphysical Macro-Variables tables linked to Thomas Aquinas's Five Ways
Today (solid lines) and the future roadmap (dashed lines): where the new Metaphysical Dimensions and Macro-Variables tables would connect to the existing relational model.

Psychometric Behaviors × Metaphysical Dimensions, full relation table (roadmap)

The table below anticipates, variable by variable, how each already-measured psychometric behavior could relate to the metaphysical macro-variables and specific dimensions, and which way, or ways, that reading is closest to:

Metaphysical dimensions × psychometric constructs, relation table, roadmap
Psychometric behavior / variableInstrumentSeptenary Constitution levelPossible metaphysical macro-variablesRelated specific metaphysical dimensionsMost related way(s)Interpretive reading
CommitmentHardiness5. Higher MentalOrder; Finality; BeingPermanence; Direction; Purpose; Essence5th + general metaphysicsRemaining bound to something presupposes a relatively stable orientation toward an end and the integration of that end into identity.
ControlHardiness4. Lower MentalCausality; Change; FinalityEfficient cause; Efficiency; Potency → Act; Direction1st, 2nd, and 5thExpresses the perception that one's own action can causally participate in transforming a situation.
ChallengeHardiness6. BuddhicChange; Contingency; Perfection; FinalityMutability; Potency; Act; Finitude; Degrees of realization1st, 3rd, 4th, and 5thDifficulty presents a current condition that can be transformed into another possible condition.
VigorEngagement2. Vital / EthericChangePotency; Act; Motion; Actualization1stEnergy/disposition can be read as available capacity to move potency into action.
DedicationEngagement5. Higher MentalFinality; OrderPurpose; Direction; Permanence; Order5thDedication organizes sustained actions toward a goal perceived as meaningful.
AbsorptionEngagement6. BuddhicBeing; Order; FinalityUnity; Integration; Order; Participation; Finality4th/5th + general metaphysicsThe deep subject-activity integration allows a reading in terms of unity and ordering of experience.
Concern for the futureCAAS6. BuddhicContingency; Change; FinalityTemporality; Potency; Possibility; Direction; Purpose1st, 3rd, and 5thThe future is not yet actual: it holds possibilities and demands orientation in the face of contingency.
Career controlCAAS4. Lower MentalCausality; Change; FinalityEfficient cause; Potency → Act; Efficiency; Direction1st, 2nd, and 5thThe person perceives themselves as an agent capable of causally intervening in the construction of their trajectory.
CuriosityCAAS5. Higher MentalChange; Perfection; OrderPotency; Intelligibility; Truth; Direction1st, 4th, and 5thExploring possibilities turns unknown potential into knowledge and broadens the intelligibility of reality.
ConfidenceCAAS5. Higher MentalChange; Perfection; FinalityPotency → Act; Degrees of realization; Direction; Purpose1st, 4th, and 5thConfidence can be read as the perception of a present potential capacity that will be actualized into action.
Satisfaction With LifeSWLS3. AstralBeing; Perfection; FinalityExistence; Goodness; Unity; Degrees of realization; Purpose3rd, 4th, and 5thIt is a global evaluation of one's own existence and of the relation between the life lived and the ends one values.
Job SatisfactionJob Satisfaction Scale3. AstralPerfection; Order; FinalityGoodness; Order; Direction; Finality4th and 5thCompares the current work experience with what is perceived as desirable or fitting.
Positive EmotionsPositivity Ratio Scale2. Vital/Etheric (part) + 3. AstralChange; PerfectionMutability; Degrees; Goodness*1st and 4thIn the septenary mapping, part of the positive emotions was assigned to Vital/Etheric; EmocPos/EmocNeg, as the emotional core, to Astral.
Negative EmotionsPositivity Ratio Scale3. AstralChange; ContingencyMutability; Finitude; Dependence; Temporality1st and 3rdThey evidence the mutability of present experience and its dependence on internal and external conditions.
Personal Satisfaction (SatPes)Single indicator3. AstralBeing; Perfection; FinalityEssence; Existence; Goodness; Degrees of realization; Purpose3rd, 4th, and 5thEvaluation of one's own state can be read as the relation between what one is, what one wishes to be, and one's personal ends.
Perceived Control of Life (CtrlVi)Single indicator4. Lower MentalCausality; Contingency; Change; FinalityCausal dependence; Potency → Act; Efficiency; Direction1st, 2nd, 3rd, and 5thImplicitly asks how much of reality is a consequence of one's own action and how much depends on external conditions.
General Level of EmotionsEmocPos / EmocNeg3. Astral (by incorporation into EmocPos/EmocNeg)Change; Contingency; PerfectionMutability; Temporality; Degrees of intensity1st, 3rd, and 4thTreated as a synthesis of the affective state; the septenary level is derived from the mapping of EmocPos/EmocNeg to Astral.

* In “Positive Emotions,” goodness is used in the sense of a perceived good / realization of a good, not as a moral virtue. The septenary association respects the mapping shown: Vital/Etheric for part of the positive emotions and Astral for EmocPos/EmocNeg.

6.0 Defining a new instrument oriented towards metaphysical dimensions, Finality Sample: The OT-7 Working Model

A fourth worked example takes the same discipline further: instead of applying the seven lenses to a single concept, it uses them to build a small exploratory instrument from the ground up, from a metaphysical reading in Thomas Aquinas to a draft questionnaire with a 0–5 response scale. The working paper behind it, Orientation to Finality (internal reference OT-7, dated September 26, 2026), is organized in four steps: a metaphysical concept, an observation model built on the seven liberal arts, an association with goal-directed behavior, and an exploratory measurement instrument.

Methodological note: OT-7 is a conceptual and exploratory working document, reproduced here in full for review and contribution. It is a draft, not a validated instrument: it has no cut-off scores, norms, clinical interpretation, or psychometric validation yet. The central distinction it insists on: psychometric and physiological data can be observed and analyzed; the metaphysical dimension is an interpretive lens proposed by the framework, not a form of energy already measured by science.

6.1 Overview, How the Four Steps Connect

The model organizes one philosophical question and one set of measures without blending their different statuses.

How the four steps connect
StepFunction in the modelResult
1. Thomas AquinasUse the Five Ways as references to formulate questions about change, causes, contingency, degrees, and finality.An interpretive metaphysical variable, defined as orientation to finality.
2. Trivium and QuadriviumOrganize observation into seven dimensions: language and reasoning; quantity, relations, and cycles.Seven lenses for describing and analyzing finality, vitality, and action.
3. BehaviorsRelate the lenses to human patterns of goal pursuit, self-regulation, and adaptive persistence.Testable hypotheses about relations between data and behavior.
4. MeasurementTranslate each dimension into a preliminary question with a 0–5 response scale.An OT-7 prototype, still without psychometric validation.

Layers that must remain identifiable:

Layers that must remain identifiable
LayerExamplesWhat can be concluded
MeasurableScale responses; observed behavior; perceived vigor, disposition, or fatigue; physiology such as HRV or respiration, if collected.What was reported, observed, or calculated, respecting the quality and limits of the measure.
PsychologicalInterpretation of scores, self-regulation patterns, goal pursuit, and persistence.Inferences supported by validity evidence appropriate to the instrument and context.
MetaphysicalSymbolic reading through the Five Ways or the seven arts, per GoDataX Human 7's explicit definitions.A philosophical interpretation of the framework, not proof of an objective metaphysical energy or physical causality.
Reading rule

A correlation between a variable coded by the framework and a physiological indicator can support an association between those data points. It does not, by itself, demonstrate that the metaphysical variable is a physical quantity or that it causes the outcome.

6.2 Step 1, The Metaphysical Variable via Thomas Aquinas

Orientation to finality can be conceptually approximated through the Fifth Way, on order and finality. The other four Ways offer questions of context, but are not scales or psychological variables.

The Five Ways and the framework's interpretive questions
WayIdea in Aquinas's argumentInterpretive question in the framework
1. Motion or changeStarts from observed change and the passage from potency to act.What changed in perceived vitality and in behavior toward the goal?
2. Efficient causeConsiders the order of efficient causes.What proximate factors may contribute to the observed variation, such as sleep, effort, or context?
3. Contingency and necessityStarts from what may or may not be and considers the necessary.On what conditions do vitality or action seem to depend?
4. Degrees of perfectionCompares degrees of truth, goodness, nobility, and being in the argument.What qualitative differences appear between states? This must not be converted into a ranking of a person's worth.
5. Governance, order, and finalityStarts from things that act toward ends and from an order oriented toward them.Toward what end does the behavior seem oriented? How does the person articulate that purpose?

The most direct conceptual link to “orientation to finality” sits in the Fifth Way. Applying that idea to the finality of a human action is a contemporary interpretive extension of the framework; Aquinas did not propose a scale of vital energy or a psychometric instrument based on the Five Ways. [1]

Proposed operational vocabulary. Interpretive metaphysical variable: “orientation to finality” describes, in the model, how a goal or purpose is formulated, connected to actions, and interpreted over time. The label does not assert that a metaphysical substance or energy has been detected.

Examples of questions already derived from the table above: change, “How does perceived vitality change alongside behavior?”; proximate causes, “Can sleep, effort, or context contribute?”; contingency, “Under what conditions does the pattern appear?”; degrees, “What qualitative differences exist between states?”; finality, “Toward what goal does the action seem oriented?”

6.3 Step 2, Observing Finality Through the Seven Arts

Here the medieval Trivium (grammar, logic, rhetoric) and Quadrivium (arithmetic, geometry, music, astronomy) function as analytical lenses adapted to the project, not as variables historically formulated by Aquinas. [2]

Orientation to FinalitySeven lenses applied to goal-directed behavior, vitality, and action
1Grammar

Clarity of purpose. How does the person name what they intend to achieve? Observable: clarity and stability in describing the goal.

2Logic

Coherence between means and ends. Are the chosen actions coherent with the stated goal? Observable: compatibility between goal, plan, and behavior.

3Rhetoric

Expression of purpose. How does the person communicate and justify the finality? Observable: explanation of personal meaning and motivation.

4Arithmetic

Proportion between resources and goal. How are time, effort, and vitality distributed? Observable: resources invested and progress over time.

5Geometry

Structure among goals, values, and actions. How do goals, values, and actions relate? Observable: compatibility between values, goals, and behaviors.

6Music

Rhythm and continuity. What is the rhythm of actions and how does it vary with vitality? Observable: regularity, pauses, and temporal changes.

7Astronomy

Cycles and broader context. How does orientation change across cycles and contexts? Observable: variation between periods, routines, or environments, if recorded.

Functional reading: Trivium , define terms and goals (grammar), examine the coherence of relations (logic), and communicate the interpretation (rhetoric). Quadrivium , quantify resources and progress (arithmetic), map relations (geometry), observe rhythms (music), and observe temporal cycles/contexts (astronomy). The reference to astronomy concerns observable cycles, not astrology.

“Sharing arithmetic or logic” creates a shared language for comparing dimensions, but does not prove that vitality and a metaphysical variable are the same energy. The correspondence is initially structural and interpretive.

6.4 Step 3, Associating Trivium and Quadrivium with Behavior

The selection below focuses on three patterns close to goal pursuit: goal-directed action, self-regulation, and adaptive persistence. The literature on goal pursuit discusses processes such as resisting abandonment, recognizing opportunities, and returning to the pursuit; the specific application to the seven arts remains a hypothesis of the project. [4]

Goal-directed action

Defines a goal and initiates coherent actions to advance it.

Dimensions: grammar formulates the goal; logic aligns means and ends; arithmetic tracks resources and progress; geometry observes the alignment between goal, values, and actions.

Indicators: stated goal, plan, actions initiated, and recorded progress.

Self-regulation

Monitors actions, compares the course taken against the goal, and adjusts means or pace.

Dimensions: logic verifies coherence; arithmetic tracks resources and progress; geometry aligns domains; music observes rhythm; astronomy considers cycles and context.

Indicators: monitoring, reviews, rhythm, and adjustments in the face of change.

Adaptive persistence

Sustains effort, resumes the pursuit after interruptions, or adjusts strategy when necessary.

Dimensions: logic revises means; rhetoric articulates meaning; arithmetic adjusts effort; music observes rhythm; astronomy considers changes of context.

Indicators: continuity, re-engagement, strategy change, and adaptation to context.

How to test this, without confusing association with causation

Three layers to be collected over the same period
Layer A, VitalityLayer B, OT-7Layer C, Behavior
Perceived vigor, disposition, and fatigue. If physiological measures such as HRV or respiration are available, record and analyze them separately.Coding of, or responses to, the seven finality dimensions.Measures of goal-directed action, self-regulation, and adaptive persistence.

Collecting the three layers over the same period allows one to ask whether their patterns vary together. This can indicate an association between the measures; it does not demonstrate a cause, nor confirm a metaphysical energy. Subjective vitality is a construct studied in the psychological literature; physiological indicators are not equivalent to a metaphysical energy. [3]

This mapping is an initial hypothesis: each dimension may help organize observations, but the relations between OT-7 items and behaviors still need to be tested with data.

6.5 Step 4, Preliminary OT-7 Instrument

Seven items, one per dimension. The participant chooses a personal goal and answers with reference to the last 14 days.

Instruction to the respondent: “Think of an important personal goal you have tried to reach over the last 14 days. Indicate how much each statement describes your experience during that period.” Response scale: 0, does not describe me; 1, very little; 2, a little; 3, partially; 4, quite a lot; 5, completely.
OT-7 preliminary item set
ItemStatementResponse
1. Trivium – GrammarI can clearly describe the goal I am trying to achieve.0 1 2 3 4 5
2. Trivium – LogicMy recent actions are coherent with that goal.0 1 2 3 4 5
3. Trivium – RhetoricI can explain why that goal matters to me.0 1 2 3 4 5
4. Quadrivium – ArithmeticI distributed time and effort in a way compatible with that goal.0 1 2 3 4 5
5. Quadrivium – GeometryI can align that goal with my values and my other responsibilities.0 1 2 3 4 5
6. Quadrivium – MusicI keep a sustainable pace and adjust my effort when my vitality changes.0 1 2 3 4 5
7. Quadrivium – AstronomyI re-evaluate that goal when the context, priorities, or conditions change.0 1 2 3 4 5

The 0–5 score describes how much each statement applies to the reported experience. The scale does not measure “metaphysical energy.” For subjective vitality, one may consider using an established measure already studied in the literature, checking the language version and terms of use before applying it. [3]

6.6 Integrated Example: Step-by-Step Application

Fictional example used to illustrate the reading. It does not represent an actual participant's result, nor validation of the instrument.

Step-by-step application, fictional example
StepExampleWhat the observation allows one to say
1. Define the goal“I want to walk after work three times a week.”The finality is formulated clearly and verifiably.
2. Record vitalityEach day, the person records vigor/disposition/fatigue on their own scale; if HRV or respiration are available, these are kept as separate physiological indicators.These are reported or physiological data. Neither, on its own, measures metaphysical energy.
3. Observe behaviorIn the example, the person completed two of the three planned walks and rescheduled one session for the following day.There is evidence of goal-directed action and re-planning. A single period does not establish a stable pattern.
4. Answer OT-7Example profile: 1=5, 2=4, 3=4, 4=3, 5=3, 6=2, 7=3.Goal and meaning appear clear; sustainable pace receives a lower rating. This raises a question for follow-up, not a diagnosis.
5. Compare over timeRepeat the recordings over several weeks, noting relevant context such as sleep, workload, and routine changes.One can explore whether changes in vitality, behavior, and OT-7 profile coincide. The relationship remains associative until adequate evidence exists.

Reading the example through the Five Ways

Five Ways applied to the walking example
LensQuestion in the example
ChangeDid vitality and the frequency of walks change from one week to the next?
Proximate causesCould sleep, workday, or effort have contributed to a change?
ContingencyUnder what conditions does the person manage to keep the routine?
DegreesAre there qualitative differences between weeks? Do not rank people as better or worse.
FinalityDoes the walking routine remain tied to the stated personal goal?

In this example, the rating for sustainable pace is lower and one session was rescheduled. We will observe whether this pattern repeats and how it coincides with vitality and context.

Safe interpretation

What to avoid saying

“The metaphysical energy caused the behavior.” A mapping decision is never a demonstrated cause.

6.7 Validation and Limits: What OT-7 Still Needs

Validity is not a seal obtained from a single statistic. It depends on evidence supporting the intended interpretations and uses of the results. The AERA/APA/NCME and COSMIN guidelines are references for developing and evaluating instruments. [5,6]

What would be required before calling OT-7 a validated instrument
PhaseWorkEvidence to collect
1. DefinitionDefine each interpretive metaphysical dimension and separate its meaning from psychological and physiological measures.Conceptual coherence; explicit limits; documented philosophical provenance.
2. Content and comprehensionReview the seven questions with experts and participants; check relevance, coverage, and clarity.Content validity and cognitive interviews.
3. Expand itemsCreate more than one question per dimension, if the intent is to assess latent dimensions with rigor.An item bank that represents each domain without repeating or mixing concepts.
4. Pilot and reliabilityTest instructions, responses, temporal stability, and inter-rater agreement where coding is involved.Data on reliability, measurement error, and item functioning.
5. Prior hypothesesSpecify, before analysis, which associations are expected between OT-7, behavior, and vitality.Evidence of relationship with other variables; convergence and distinction from related concepts.
6. Replication and fairnessRepeat across new samples and contexts; check differences by language, age, or group where relevant.Reproducibility and evidence that items function comparably.
7. Rules of useDefine permitted interpretations, limitations, and rules for missing data.An application and interpretation guide consistent with the evidence gathered.

Limits of this prototype:

  • One item per dimension is enough to present the idea, but does not allow a robust assessment of that dimension's internal consistency.
  • There are no cut-off scores, norms, diagnosis, or clinical interpretation in this document.
  • If a metaphysical score were calculated directly from HRV, behavior, or psychometric responses, circularity could result: the outcome would merely reproduce the data used to create it.
  • Correlation, temporal synchronization, and prediction are different empirical questions; none of them automatically turns a metaphysical interpretation into a physical measure.

Until validation exists, name the result an “exploratory orientation-to-finality profile” and report each response/dimension separately. Do not present the score as a clinical assessment or a proven measure of metaphysical energy.

References and provenance

The sources below support historical descriptions, related psychological concepts, and general measurement recommendations. They do not validate the OT-7 model, which remains an exploratory proposal.

  1. Thomas Aquinas. Summa Theologiae, Prima Pars, Question 2, Article 3, “Whether God exists?” Text of the Five Ways, including motion, efficient cause, contingency/necessity, degrees, and governance/finality. New Advent, English translation of the Dominican edition, 1920. newadvent.org/summa/1002.htm
  2. University of Oxford, Cabinet. “The Seven Liberal Arts.” Presents the historical division between the Trivium (Grammar, Logic, Rhetoric) and the Quadrivium (Geometry, Arithmetic, Astronomy, Music). cabinet.ox.ac.uk/seven-liberal-arts
  3. Ryan, R. M., & Frederick, C. (1997). “On energy, personality, and health: Subjective vitality as a dynamic reflection of well-being.” Journal of Personality, 65(3), 529–565. DOI: 10.1111/j.1467-6494.1997.tb00326.x. Subjective vitality is treated as a self-reported psychological construct; it is not equivalent to metaphysical energy.
  4. Moshontz, H., et al. (2021). “Resisting, recognizing, and returning: A three-component model and review of persistence in episodic goals.” Social and Personality Psychology Compass, 15(1), e12576. DOI: 10.1111/spc3.12576. Reference for persistence processes in episodic goal pursuit.
  5. AERA, APA, & NCME (2014). Standards for Educational and Psychological Testing. Reference for the development, interpretation, and use of educational and psychological tests. The 2014 edition is made available open access by the authoring organizations. testingstandards.net/open-access-files.html
  6. COSMIN. International initiative on the selection and evaluation of outcome measurement instruments. Its guidance on content validity emphasizes relevance, comprehensiveness, and comprehensibility of the instrument. cosmin.nl

Editorial note: “OT-7” is a provisional name used to organize this draft. Adapting the Five Ways and the seven arts to behavioral orientation is a proposal of the framework and must be described as such in presentations, instruments, and research.

7.0 Open Source for Science, Universities, and Schools (coming soon)

The project will be released free of charge as open source to support scientific communities, universities, colleges, and schools in research, teaching, and outreach in psychometrics, data science, and multidisciplinary knowledge integration. Available free on GitHub: github.com/wilsonfda/godatax.human7.

Repository folder structure (coming soon)
FolderDescription
0.new.instrumentOnboarding of new studies, instruments, and behavioral scales
1.output.ibm.spss.statisticsRaw data and IBM SPSS Statistics output from the pilot study
2.relational.model.psychometricsPsychometrics relational model in Firebird 2.5 (instruments, items, responses)
3.septenary.constitutionModel of the human being's septenary constitution and its mapping in the database
4.kundalini.chakrasChakra model mapped to the septenary constitution
5.five.ways.tomas.aquinoModel of Thomas Aquinas's Five Ways mapped to the septenary constitution
6.cardiac.coherenceCardiac coherence and heart rate variability (ECG/HRV sensor)
7.multidimensional.databaseMultidimensional data warehouse integrating all the models above
8.dashboardsInteractive HTML dashboards for visualizing the data warehouse data
9.knowledge.graphKnowledge graph (Neo4j) integrating all of the project's domains
10.machine.learningMachine learning on the graph: link prediction and community detection
11.llm.agent.mcpAI agent (LLM via MCP) that queries the knowledge graph
12.virtologyKnowledge base and link suggestions in virology

Looking for the full developer setup, environment variables, and skill-by-skill pipeline reference? See the GDX_HUMAN7 Source Development Kit.