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Record W2091573626 · doi:10.1159/000278251

Reconciling Stage and Specificity in Neo-Piagetian Theory: Self-Organizing Conceptual Structures

2010· article· en· W2091573626 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueHuman Development · 2010
Typearticle
Languageen
FieldComputer Science
TopicCognitive Science and Mapping
Canadian institutionsInstitute for Christian Studies
Fundersnot available
KeywordsDiversity (politics)PsychologyConstruct (python library)Cognitive scienceConceptual frameworkPiaget's theory of cognitive developmentCognitionCognitive developmentCognitive psychologyDevelopmental stageConceptual changeEpistemologyDevelopmental psychologyComputer scienceSociologyNeuroscience

Abstract

fetched live from OpenAlex

Case has advanced a new theoretical construct – central conceptual structures – to help resolve the tension between general stages and conceptual specificity in neo-Piagetian theory. However, a closer look at the content of thought highlights inter- and intra-individual diversity in semantic organization, making the definition of stages more elusive than before. Developmental level and conceptual diversity are difficult to disentangle, whether assessing age-specific competencies or upper limits on processing capacity. Yet, stages stripped of diversity represent cultural ideals rather than real developmental phenomena. To resolve these difficulties, central conceptual structures can be reinterpreted as self-organizing systems that stabilize in response to general and specific constraints, yet reconfigure themselves periodically over development. According to this conception, stage and specificity are two sides of the same coin. Idiosyncratic pathways stem from the amplification of small differences and the consolidation of nonoptimal solutions, but these pathways progress through stable phases of coupling among conceptual and environmental constituents.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.764
Threshold uncertainty score0.559

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.029
GPT teacher head0.252
Teacher spread0.223 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it