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Record W2146151736 · doi:10.1080/15575330509489867

Introduction: Community Informatics and Community Development

2005· article· en· W2146151736 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueCommunity Development · 2005
Typearticle
Languageen
FieldComputer Science
TopicICT in Developing Communities
Canadian institutionsnot available
Fundersnot available
KeywordsCommunity developmentInformaticsRegional scienceEconomic growthSociologyPolitical scienceEconomics

Abstract

fetched live from OpenAlex

Community informatics, comparatively new discipline, is the study of information and communication technology (ICT) in community development work. Michael Gurstein (2000,p. 1) defines community informatics as a technology strategy or discipline which links economic and social development at the community level emerging opportunities in wide variety of information and communication technology applications. At the same time, Loader, Hague, and Eagle (2000) from the United Kingdom were describing community informatics as an approach that enables the connection of cyberspace to community places, field of investigation regarding the ways in which ICT can be geographically embedded and developed by community groups to support new and existing networks. Earlier, Schuler (1996) had described the social movement termed community networking, tracing the history of freenets, computer-supported community work, and community networks tying the community-based social networks of physical relationships to computer-based technology that permitted enhancement of these networks. This issue of COMMUNITY DEVELOPMENT: Journal of the Community Development Society furthers the exploration of community informatics and community development by providing number of illustrative and challenging articles about both application and critical thinking. This field is one in which the application of technology has provided leadership to thinking about the ways and means of application and the implications for community and technology theory. Through efforts to promote local initiatives and state and federal programs, the number and scope of applications have proliferated. At the same time, efforts to document these applications have been difficult to mobilize--much less organize--for intensive and critical study. Consequently, we know lot more about how than and with what effects. Even so many applications documented, the analysis of what worked and why is limited. In this issue, very modest attempt to catch has been assembled although it should be noted that our efforts are still more documentary than analytical. Nevertheless, it is extremely important to community development that this documentation is done as the rhetoric surrounding ICT developments has been very direct in its implications for improving community well-being. Since ICT represents what numerous observers and policy makers have called transformational the slowness of our efforts to think critically about what we are doing seems strange. Nevertheless, new journals recently emerging and many new books on multitude of related topics, the analytical field is gaining traction in field where technology and its applications changes very rapidly. ICT APPLICATIONS FOR COMMUNITY DEVELOPMENT Since the emergence of the Information Superhighway programs of the Clinton Administration, the United States has witnessed an explosion of ICT applications in many fields. Not to be out done, the European Union created its own supporting programs as did other English-speaking nations like Australia and Canada. In addition, many states, recognizing some limitations in federal programs, created their own initiatives. As multi-lingual capabilities became available in ICT applications, African and Latin American nations joined the movement. All were justified as helping citizens take advantage of ICT's powerful functions and speeding up the deployment of the technology, which had been left primarily to the private sector. In less advantaged countries, the argument was supplemented by the perception that ICT capacity was necessary to support development and participation in the global economy. Although the specific applications are too numerous to discuss here, the areas in which applications have been made cover the spectrum of community development interests. Central, of course, are applications that emphasize community building. …

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)0.008
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science, Research integrity
Consensus categoriesOpen science
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.821
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0120.000
Scholarly communication0.0010.002
Open science0.0050.009
Research integrity0.0000.006
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 head0.043
GPT teacher head0.256
Teacher spread0.213 · 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