MétaCan
Menu
Back to cohort
Record W7011585600

Mirror, mirror: An intimate look at what it means to have immense pride in yourself while being completely vulnerable in an average-size world

2023· dissertation· en· W7011585600 on OpenAlexaff

Bibliographic record

VenueMspace (University of Manitoba) · 2023
Typedissertation
Languageen
FieldMedicine
TopicBiomedical and Chemical Research
Canadian institutionsUniversity of WinnipegUniversity of Manitoba
Fundersnot available
KeywordsPrideAutoethnographyCuriosityState (computer science)Face (sociological concept)
DOInot available

Abstract

fetched live from OpenAlex

This thesis is written in the form of an autoethnography. The author explores the journey of finding Dwarf Pride despite having a complicated relationship with herself. The researcher discusses how loving yourself and being comfortable with who you are is not always easy when the world attempts to put boundaries on who you should be. The researcher discusses her journey in finding Dwarf Pride beginning with a discussion on the history of Little People, the impact that history has on today, the current state and what is needed for future change. This autoethnography is written sharing lived experiences and theory and answers the questions, how does one find pride within themselves when society views you with curiosity and disregard? Why is it appropriate for society to ridicule someone strictly based on their looks? How do we, as a society, change to truly be inclusive of all?

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0100.014
Scholarly communication0.0050.006
Open science0.0010.005
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0030.001

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 head0.049
GPT teacher head0.301
Teacher spread0.252 · 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 designNot applicable
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueMspace (University of Manitoba)Same topicBiomedical and Chemical ResearchFrench-language works237,207