SYSTÈME X — Standard Cognitif Opératoire Fondé sur la Primauté du Réel
Bibliographic record
Abstract
DESCRIPTION (FR) SYSTEM X — Protocole Fractal d’Adhésion Sine Qua Non est une architecture opératoire destinée à la régulation des processus décisionnels, interprétatifs et interactionnels dans les contextes Humain–IA et Humain–Système complexe. Ce protocole n’est ni une théorie scientifique, ni une idéologie, ni un cadre normatif, et ne prétend produire aucune vérité, prédiction ou validation automatique. Il constitue un outil procédural fondé exclusivement sur la primauté du réel observable, la traçabilité des faits et l’invalidation possible par l’expérience. SYSTEM X repose sur une structure fractale à couches successives intégrant : une régulation interprétative préalable à l’action, une analyse post-occurrence structurée, une phase d’émergence dans laquelle seul le réel confirme, contraint ou invalide les conclusions. Le protocole impose une séparation stricte entre : faits observables, interprétations, projections, états émotionnels, hypothèses non vérifiées. Toute conclusion issue de SYSTEM X est relative, conditionnelle et révisable, et peut être abandonnée sans contradiction si le réel la contredit. Domaines d’application (non exclusifs) SYSTEM X peut être appliqué, audité ou testé dans les domaines suivants, sans s’y limiter : interaction et alignement Humain–IA, systèmes d’aide à la décision, analyse de dérives cognitives ou interprétatives, régulation de systèmes complexes ou hybrides, audit de raisonnements automatisés, recherche interdisciplinaire (IA, sciences cognitives, systèmes), cadres exploratoires en gouvernance technologique, environnements à forte incertitude ou information conflictuelle. Le protocole n’impose aucun résultat, n’optimise pas un objectif, et ne remplace aucune méthode scientifique existante. Il est conçu pour coexister avec des cadres scientifiques, juridiques ou techniques, sans s’y substituer. SYSTEM X est définitivement clos.Toute extension, interprétation doctrinale ou usage normatif sort du périmètre du protocole.Son évaluation repose exclusivement sur son application, son audit indépendant ou son invalidation par le réel. DESCRIPTION (EN) SYSTEM X — Fractal Protocol of Sine Qua Non Adherence is an operational architecture designed to regulate decision-making, interpretative, and interaction processes in Human–AI and Human–Complex System contexts. This protocol is neither a scientific theory, nor an ideology, nor a normative framework, and it does not claim to generate truth, prediction, or automatic validation. It is a procedural tool grounded exclusively in the primacy of observable reality, factual traceability, and real-world invalidation. SYSTEM X is built on a multi-layer fractal structure integrating: pre-action interpretative regulation, structured post-occurrence analysis, an emergence phase in which reality alone confirms, constrains, or invalidates outcomes. The protocol enforces a strict separation between: observable facts, interpretations, projections, emotional states, unverified hypotheses. Any conclusion produced within SYSTEM X is relative, conditional, and revisable, and may be abandoned without contradiction if contradicted by real-world evidence. Application domains (non-exclusive) SYSTEM X may be applied, audited, or tested in the following domains, including but not limited to: Human–AI interaction and alignment, decision-support systems, cognitive and interpretative drift analysis, regulation of complex or hybrid systems, audit of automated reasoning processes, interdisciplinary research (AI, cognitive science, systems), exploratory frameworks in technological governance, high-uncertainty or information-conflict environments. The protocol does not impose outcomes, does not optimize objectives, and does not replace existing scientific methods. It is designed to coexist with scientific, legal, or technical frameworks without superseding them. SYSTEM X is definitively closed.Any extension, doctrinal interpretation, or normative use lies outside the scope of the protocol.Its assessment relies solely on application, independent audit, or invalidation by reality.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.027 | 0.013 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".