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Record W4312872159 · doi:10.33137/ic.v32i.38729

Espresso Cup / In front of the Bell Center / Chi non viene / Lettre d'amour

2022· article· it· W4312872159 on OpenAlexvenueno aff
Licia Canton

Bibliographic record

VenueItalian Canadiana · 2022
Typearticle
Languageit
FieldEconomics, Econometrics and Finance
TopicDiverse academic and cultural studies
Canadian institutionsnot available
Fundersnot available
KeywordsCenter (category theory)Front (military)HumanitiesPhysicsGeologyArtChemistryMeteorologyCrystallography

Abstract

fetched live from OpenAlex

Are you sure about this?"She stood at the sink, her back to him.She was looking outside at the children playing in the back yard.They had piled the leaves up high and were taking turns jumping onto the heap.She turned around to look at him."Yes."His lips had barely moved to pronounce the syllable.He sat there motionless, staring at the espresso cup in front of him.She could hear the children's laughter through the closed windows.It would be hard to see the children afterwards, she thought."There must be something that can be done," she said.He was silent."Maybe you should think about it some more?"He did not answer.She waited patiently.There was a long pause.He didn't take his eyes off the empty espresso cup.She'd been serving him espresso in that cup for nearly thirteen years."No," he said.She could barely tell it had come from him.It was a dry, hollow sound.She stared at him, hoping that he would look up.His full head of black hair was beginning to grey and it was thinning out at the back.He had been depressed all summer, but she had hoped he would have come out of it.He always had."There are four kids out there."She forced a smile, but she knew he wouldn't look up.He didn't say anything.She put her palms on the edge of the counter and leaned slightly against the sink, facing him."She's the mother of your children," she said cautiously."Couldn't you make it work?"It came out as a whisper.She knew she was approaching the dangerous zone."Are you listening?"It was the whiny voice he hated.She couldn't help it.die "Well?"She cleared her throat."Have you spoken to her?" NO.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.488
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.181
Teacher spread0.163 · 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 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
Published2022
Admission routes1
Has abstractyes

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