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Disclosure Practices, Enforcement of Accounting Standards, and Analysts' Forecast Accuracy: An International Study
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 affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
Classifier prediction
metacan-v1-d91a1de5be90Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.
- Classifier candidate
- MetaresearchObservationalTheoretical or conceptualNot applicable
- Classifier consensus
- Observational
Teacher imitation scores
Codex
Observational0.707
Other design0.531
Theoretical or conceptual0.027
Metaresearch0.013
Simulation or modelling0.004
Bibliometrics0.003
Scholarly communication0.003
Open science0.002
Not applicable0.001
Science and technology studies0.001
Research integrity0.000
Case report0.000
Bench or experimental0.000
Randomized trial0.000
Qualitative0.000
Meta-analysis0.000
Non-randomized trial0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Systematic review0.000
Gemma
Observational0.712
Not applicable0.383
Metaresearch0.240
Research integrity0.033
Simulation or modelling0.005
Scholarly communication0.004
Bibliometrics0.002
Theoretical or conceptual0.001
Open science0.001
Case report0.000
Qualitative0.000
Science and technology studies0.000
Non-randomized trial0.000
Randomized trial0.000
Systematic review0.000
Bench or experimental0.000
Meta-epidemiology (broad)0.000
Meta-analysis0.000
Meta-epidemiology (narrow)0.000
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 head0.048
GPT teacher head0.372
- Teacher spread
- 0.324 how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baselineverbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
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.