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Foundational research in accounting: professional memoirs and beyond

2017· article· en· W1567860934 on OpenAlexafffund
Richard Mattessich

Bibliographic record

VenueDe Computis - Revista Española de Historia de la Contabilidad · 2017
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicAccounting and Organizational Management
Canadian institutionsUniversity of British Columbia
FundersCanadian Academic Accounting AssociationChuo University
KeywordsMemoirPleasureAuditSociologyRelation (database)Media studiesPolitical scienceLawManagementPsychology

Abstract

fetched live from OpenAlex

It was with particular pleasure that, several years ago, I accepted the invitation of ChuoUniversity to write a professional, biographical essay about my own experience with accounting. My relation with this university is a long-standing one. Shortly after two of my books, Accounting and Analytical Methods and Simulation of the Firm Through a Budget Computer Program, were published in the USA in 1964, Professor Kenji Aizaki (then at Chuo University) and his former student, Professor Fujio Harada, and later other scholars from Chuo University, began actively promoting my ideas in Japan. And after a two volume Japanese translation of the first of these books was published in 1972 and 1975 (through the mediation of Professor Shinzaburo Koshimura, then President of Yokohama National University), my research found fertile ground in Japan through continuing efforts of three generations of accounting academics from Chuo University. I suppose it is thanks to these endeavours that my efforts became so well known in Japan, and that during some three decades many Japanese accounting professors contacted me either personally or by correspondence. Then from 1988 to 1990 Prof. Yoshiaki Koguchi, again from Chuo University, came as a visiting scholar to the University of British Columbia, audited some of my classes, and became a good friend and collaborator, which further strengthened my ties to this university.

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)0.008
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.014
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.015
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.007
Science and technology studies0.0070.024
Scholarly communication0.0140.010
Open science0.0010.003
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0040.001

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 head0.024
GPT teacher head0.315
Teacher spread0.291 · 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 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

Citations14
Published2017
Admission routes2
Has abstractyes

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