MétaCan
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Hegemony of Homogeneity: An Anthropological Analysis of Nihonjinron.

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian venueIt was published in a Canadian venue.

No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
Science and technology studiesQualitativeTheoretical or conceptualNot applicable
Classifier consensus
QualitativeNot applicable
Teacher imitation scores

Codex

Qualitative0.334
Science and technology studies0.225
Theoretical or conceptual0.211
Not applicable0.129
Bench or experimental0.002
Other design0.001
Meta-analysis0.001
Observational0.001
Bibliometrics0.000
Metaresearch0.000
Meta-epidemiology (broad)0.000
Non-randomized trial0.000
Scholarly communication0.000
Research integrity0.000
Simulation or modelling0.000
Meta-epidemiology (narrow)0.000
Randomized trial0.000
Case report0.000
Open science0.000
Systematic review0.000

Gemma

Qualitative0.797
Not applicable0.347
Science and technology studies0.020
Theoretical or conceptual0.002
Observational0.001
Simulation or modelling0.001
Bibliometrics0.001
Meta-analysis0.001
Bench or experimental0.000
Metaresearch0.000
Non-randomized trial0.000
Meta-epidemiology (broad)0.000
Open science0.000
Scholarly communication0.000
Research integrity0.000
Case report0.000
Meta-epidemiology (narrow)0.000
Systematic review0.000
Randomized trial0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.035
GPT teacher head0.285
Teacher spread
0.250 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state. A historical pilot model assigned positive labels at roughly half the rate here, which is a machine-label association rather than an accuracy estimate.