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Record W4220980918 · doi:10.1177/10892680211064293

Creators of the Vocabulary of Anglophone Psychology and Their Relationships

2022· article· en· W4220980918 on OpenAlexaff
John G. Benjafield

Bibliographic record

VenueReview of General Psychology · 2022
Typearticle
Languageen
FieldPsychology
TopicAcademic and Historical Perspectives in Psychology
Canadian institutionsBrock University
Fundersnot available
KeywordsVocabularyPsychologyLinguisticsSample (material)

Abstract

fetched live from OpenAlex

The vocabulary of anglophone psychology largely developed during the 19th and early 20th centuries. The creators of this vocabulary include such well-known names as William James, Joan Riviere, E. L. Thorndike, and James Strachey. Along with others, they invented many new words and word meanings for psychology. The more a psychologist responded to the need for new vocabulary the more likely were they to be mentioned in publications. Moreover, linguistically creative psychologists occurred together in publications to a greater extent than less linguistically creative psychologists, with William James having the most co-occurrences. A network is presented that links each member of a sample of 59 linguistically creative psychologists to the other member of the sample with whom they most frequently co-occur (e.g., E. L. Thorndike co-occurs most frequently with William James). For each pair, we provide brief descriptions of their similarities and/or differences. There is also a cluster of translators who created new English words and word meanings in order to capture the meanings of words in other languages that had no satisfactory equivalents in English. Generally speaking, the more success psychologists have had in filling the lacunae in psychology’s vocabulary, the more they have been recognized by others.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.767
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.046
GPT teacher head0.370
Teacher spread0.324 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

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