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Record W7115029693

Social Development Theory

2025· article· en· W7115029693 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental, Ecological, and Cultural Studies
Canadian institutionsnot available
Fundersnot available
KeywordsParallelsProcess (computing)Social theoryCreativityDevelopment theorySocial changeKey (lock)Sustainable development
DOInot available

Abstract

fetched live from OpenAlex

This article explores the need for a comprehensive conceptual framework to understand and consciously direct the process of social development. The authors argue that, unlike physical sciences, social progress has advanced largely through trial-and-error, lacking a unifying theory to integrate knowledge across disciplines. They define social development as the organized expression of human energy and creativity leading to higher levels of accomplishment. The paper traces how societies learn—physically, socially, and mentally—and evolve through increasing organization, values, and self-awareness. Drawing parallels with advances in science and technology, the authors propose that a valid theory of social development could vastly enhance humanity’s capacity to achieve sustainable progress. They emphasize that human beings—not external instruments—are the primary drivers of development, and that discovering society’s creative potential is the key to conscious, accelerated evolution. This article builds on thoughts developed by the authors after conducting two conferences organized by WAAS in Vancouver, Canada and Chennai, India in 1998 and 1999, and the publication by WAAS of Human Choice: The Genetic Code for Social Development, written by the authors and three others. It seeks to elaborate on earlier discussions by identifying some of the basic principles of a theory of social development.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.013
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0030.022
Scholarly communication0.0060.005
Open science0.0020.005
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0130.002

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 head0.259
GPT teacher head0.555
Teacher spread0.296 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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