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Record W2131410974 · doi:10.1111/nzg.12041_6

Honorary Life Membership Award: Emeritus <scp>P</scp>rofessor <scp>P</scp>eter <scp>H</scp>olland (<scp>U</scp>niversity of <scp>O</scp>tago)

2014· article· en· W2131410974 on OpenAlex

Why this work is in the frame

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

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
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.

Bibliographic record

VenueNew Zealand Geographer · 2014
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicNew Zealand Economic and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeographerSupporterScholarshipLibrary scienceCitationSociologyManagementEnvironmental ethicsHistoryGeographyPolitical scienceLawGenealogyCartography

Abstract

fetched live from OpenAlex

Citation In 2008, the NZGS presented Peter with its most prestigious award, that of Distinguished New Zealand Geographer. Over a long and distinguished career, Peter has published five books and some 64 journal articles and book chapters, and since 1983 he has supervised 58 masters and PhD theses. His primary research focus has been on the biogeography, ecology and environmental history of New Zealand, and in this regard he has made a sustained and significant contribution to New Zealand scholarship for several decades. He has also researched and published on these themes in Kenya, Canada and South Africa. Peter's services to the broader academic environment in New Zealand include membership of NZQA panels, serving on and leading numerous academic audits, and broad participation in an advisory capacity in a range of academic activities. In addition, he has been an active member and supporter of numerous community-based activities. Peter Holland received the title of Honorary Life Member (Fellow) in recognition of his very considerable contributions to the NZGS and to Geography in New Zealand.

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.

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)0.002
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.301
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0040.002
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0000.002

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 head0.022
GPT teacher head0.214
Teacher spread0.191 · 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