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Record W6954640887 · doi:10.57912/23878812

Be Surrounded by Luxury

2023· dissertation· en· W6954640887 on OpenAlexaboutno aff

Bibliographic record

VenueAmerican University Research Archive · 2023
Typedissertation
Languageen
FieldNeuroscience
TopicPsychology of Moral and Emotional Judgment
Canadian institutionsnot available
Fundersnot available
KeywordsAuntApartmentFalling (accident)DaughterQuarter (Canadian coin)Variety (cybernetics)CasualScreaming

Abstract

fetched live from OpenAlex

This original collection of stories uses a variety of voices to explore the experiences of ordinary people trapped in unusual situations. From the man whose day unwinds when he finds a button from his former fiancee's blouse, to the couple whose apartment building is broken into at the same time that their relationship is falling apart, these stories examine the tension that eddies beneath everyday experiences. In the collection, a lonely man finds himself strangely interested in a cancer patient, a teenager who cuts grass at the local mental hospital is disturbed by his lack of rebelliousness, an adopted daughter attempts to navigate the difficult meeting between her mother and her birth mother, a retiree climbs through the ceiling of his office to spy on his own retirement party, a recent college graduate argues with a former friend who won't leave his apartment, and a boy attempts to snap out of his depression while attending the birthday party for his housebound aunt and her blind son. Although the characters and stories vary greatly from one another, they are united by their close examination of quotidian struggles.

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)0.001
metaresearch head score (Gemma)0.004
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.020
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0110.011
Scholarly communication0.0070.006
Open science0.0010.005
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0200.005

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 head0.148
GPT teacher head0.360
Teacher spread0.212 · 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
GenreOther

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

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