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Record W4381855224 · doi:10.4324/9781003443926-4

Asset-Based Community Development and Integral Human Development

2023· book-chapter· en· W4381855224 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueCrossing boundaries · 2023
Typebook-chapter
Languageen
FieldEconomics, Econometrics and Finance
TopicMicrofinance and Financial Inclusion
Canadian institutionsnot available
Fundersnot available
KeywordsDevelopment (topology)Asset (computer security)BusinessComputer scienceMathematicsComputer securityMathematical analysis

Abstract

fetched live from OpenAlex

In 2005, after almost 20 years of DePaul University (DPU) operating a winter quarter study abroad program in Mérida, Mexico, a fortuitous introduction to the Universidad Marista de Mérida (Marist University or UMM) transformed a traditional study abroad program into a two-quarter international service-learning (ISL) program. This chapter presents a case study that showcases an ISL program coordinated by two Catholic-inspired universities, UMM in Mérida, Yucatán, Mexico, and DPU in Chicago, Illinois, United States. The program between the universities, which has operated since 2005, utilizes the conceptual frameworks of asset-based community development and integral human development as the theoretical and practical philosophies for engagement, partnership, and reflection. Participatory reflective practices allowed DPU and UMM to critically reflect on each other’s roles, support the growth of the program, and incorporate input from students and community partners every year.

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.916
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0180.004
Scholarly communication0.0080.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.096
GPT teacher head0.268
Teacher spread0.172 · 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