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Record W7038250538

Glue, Oil, & Web: The Role of Community Newspapers

2007· other· en· W7038250538 on OpenAlexaboutno aff

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2007
Typeother
Languageen
FieldEnvironmental Science
TopicFish biology, ecology, and behavior
Canadian institutionsnot available
Fundersnot available
KeywordsNewspaperMetaphorPower (physics)Consumption (sociology)Community organizationGeneral Social SurveyContent analysisCommunity building
DOInot available

Abstract

fetched live from OpenAlex

One of the enduring institutions in many Canadian rural communities is the weekly community newspaper. Although such newspapers have been challenged by new technologies and consumption practices, they still play a unique role as a forum for local issues. This study began with the assumption that one element of communication is the maintenance of culture across time. Using that definition, one can ask if community newspapers assist a locality in defining itself, celebrating its values, promoting development, and cultivating a sense of social cohesion. The data for this paper is taken from two surveys of a sample of editors of community newspapers in Canada. The first survey was conducted in January/February of 2001, and it included 205 editors. The survey collected information on the content of the newspapers as well as the relationship between the newspaper and the community. The second survey, with 203 responses, was conducted in spring/summer of 2006. The paper offers snapshots of the survey results, affirming both the cohesive potential and the limited power of community newspapers. The paper contextualizes the data by evaluating how these newspapers operate in rural communities, as glue, oil and web. As glue, they help to hold a community together and enable it to talk to itself. The metaphor of newspaper communication as oil implies that a vibrant communications process will act as a lubricant for developing social cohesion. Just as patterns of trust and cooperation may assist economic trade, patterns of communication can enable social relations. Finally, the metaphor of the web implies that communications can be seen as lines of influence and interaction. Community newspapers can help to build and maintain the connections of trust necessary to link members of the community.

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)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.408
Threshold uncertainty score0.811

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0110.007
Scholarly communication0.0140.005
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0070.001

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 head0.029
GPT teacher head0.261
Teacher spread0.232 · 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 designQualitative
Domainnot available
GenreEmpirical

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
Published2007
Admission routes1
Has abstractyes

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