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Record W2127557145 · doi:10.1177/1948550611401425

Is Life Nasty, Brutish, and Short? Philosophies of Life and Well-Being

2011· article· en· W2127557145 on OpenAlexaff
Michael I. Norton, Lalin Anik, Lara B. Aknin, Elizabeth W. Dunn

Bibliographic record

VenueSocial Psychological and Personality Science · 2011
Typearticle
Languageen
FieldPsychology
TopicOptimism, Hope, and Well-being
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPsychologyOptimismPhilosophy of lifeSocial psychologyEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

Three studies examine the extent to which laypeople endorse Hobbes's (1651/1960) view of life as “nasty, brutish, and short” and explore the relationships between this philosophy and well-being. Participants answered two binary choice questions: Is life short or long? And, is life easy or hard? Across a series of studies, the majority of participants indicated that they believed that life is short and hard, while the opposite philosophy, that life is long and easy, was least popular. In addition, these philosophies were correlated with participants' views of their lives: the short-hard philosophy was associated with lower levels of well-being (Studies 1 through 3), civic engagement (Study 2), and optimism about the future (Study 3), compared to the long-easy philosophy.

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)0.007
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.011
Scholarly communication0.0020.003
Open science0.0000.003
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.106
GPT teacher head0.359
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 designTheoretical or conceptual
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

Citations16
Published2011
Admission routes1
Has abstractyes

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