MétaCan
Menu
Back to cohort
Record W4416427392 · doi:10.3998/ergo.8576

Despair

2025· article· en· W4416427392 on OpenAlexaff
Michael Milona, Katie Stockdale

Bibliographic record

VenueErgo an Open Access Journal of Philosophy · 2025
Typearticle
Languageen
FieldPsychology
TopicOptimism, Hope, and Well-being
Canadian institutionsUniversity of VictoriaToronto Metropolitan University
Fundersnot available
KeywordsLamentSadnessSet (abstract data type)Social theoryValue (mathematics)Argument (complex analysis)Focus (optics)Empirical research

Abstract

fetched live from OpenAlex

Since Case and Deaton (2015) coined the term “deaths of despair,” there has been significant empirical work and public interest in the topic. Yet social scientists studying this topic lament the absence of a clear theory of despair. Philosophical inquiry into the nature and value of hope has begun to fill this gap, with despair often cited as the opposite of hope. The assumption that hope and despair are opposites has helped to motivate two central tasks in the literature: how a theory of hope can make sense of the difference between hope and despair, and how hope might prevent people from falling into despair. Yet the focus of inquiry has been principally on hope. This paper builds on the existing literature to offer a theory of despair. We argue that despair is a mode of sadness whereby one experiences the loss of reasons to take seriously that which one desires. Our account of despair captures a set of desiderata that any theory of despair should explain, and it offers useful conceptual resources to social scientists studying deaths of despair.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.763
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0040.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.078
GPT teacher head0.457
Teacher spread0.379 · 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 teacher head, not a consensus.

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

Citations4
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueErgo an Open Access Journal of PhilosophySame topicOptimism, Hope, and Well-beingFrench-language works237,207