MétaCan
Menu
Back to cohort
Record W4394557126 · doi:10.6084/m9.figshare.23612740

Online social support: Theoretical and methodological issues, social and health benefits, and recommendations

2023· dataset· en· W4394557126 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

VenueFigshare · 2023
Typedataset
Languageen
FieldSocial Sciences
TopicSocial and Behavioral Studies
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsData sciencePsychologySociologyManagement scienceComputer scienceEngineering

Abstract

fetched live from OpenAlex

ABSTRACT Online social support platforms (discussion forums, Facebook groups, chat rooms, etc.) are increasingly used by people living with chronic diseases and their caregivers, who aspire to exchange with people living with similar problems outside their traditional network. The objective of this literature review is to present online social support interventions described in recent scientific literature, to: 1) guide organizations that want to develop such intervention or improve an existing program, and 2) identify research avenues for researchers and recommendations for health planners. Some 59 scientific articles presenting online social support interventions (2006-2016) were analyzed using a grid emphasizing the theoretical conceptions of social support, the web platforms used and their functionalities, the design process and evaluation of the interventions, the methods of participation and animation set up by the organizations, the documented impacts of the interventions on the populations, and finally the lines of research and the recommendations for the field planners. A narrative methodology was used to highlight development and implementation challenges to support our partner organizations in developing or improving their online social support interventions.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.059
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0190.000

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 head0.510
GPT teacher head0.529
Teacher spread0.019 · 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