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Record W6906554980 · doi:10.17870/bathspa.13096250

Science at the Seaside - Research dissemination through conference papers, public talks & an article (Contextualising information)

2020· dataset· en· W6906554980 on OpenAlexaboutno aff

Bibliographic record

VenueBath Spa University · 2020
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsSession (web analytics)George (robot)CourtesyScheduleDocumentationAtlanta

Abstract

fetched live from OpenAlex

<i>Science at the Seaside </i>is a collaboration between Ilfracombe Museum, Bath Spa University and the University of Exeter, which proposes a new and original understanding of the interlinked growth of popular science and coastal tourism during the Victorian period, with the different outputs producing original insights into the Victorian fascination with natural history.<br><br>This item contains documentation of various talks and presentations by the researcher, related to the overall research.<br>1) <b>Document by Dr Hadjiafxendi detailing a list of conferences and paper abstracts</b>2) <b>British Association for Victorian Studies (BAVS) Annual Conference leaflet (University of Exeter, 29th-31st August 2018)</b> <br>[Dr Kyriaki Hadjiafxendi's session on page 21] <br><i>BAVS 2018 Annual Conference leaflet and schedule created by and courtesy of Kate Newey, Patricia Zakreski, and the BAVS 2018 conference organisation team. Used with permission.</i><br>3) <b>BAVS 2018 abbreviated schedule</b>4) <b>Ocean Matters symposium schedule, Bristol Aquarium, (26-27 May 2018)</b><i>Seahorse artwork by Rachel Falber, donated for use by the Symposium.</i>5) <b>North American Victorian Studies Association (NAVSA) Conference leaflet (Banff, Alberta, Canada, 15-18 November 2017)</b> <br>[Dr Hadjiafxendi's session on page 23]<i>Courtesy of North American Victorian Studies Association. </i><i>Used with permission. </i>6) <b>North American Victorian Studies Association (NAVSA) Conference schedule (Banff, Alberta, Canada, 15-18 November 2017)</b> <br>[Dr Hadjiafxendi's session on page 10]<br><i>Courtesy of North American Victorian Studies Association. </i><i>Used with permission. </i><br>7) <b>Landscaping Change conference leaflet (Bath Spa University, Newton Park Campus. 29th – 31st March 2016)</b>. <i>Conference organiser and leaflet designer, Samantha Walton. Used with permission. </i><br>[Dr Hadjiafxendi's session on page 5]<b>8) 'Discoveries on the shore' article in <i>Primary Teacher Update</i></b>[Accepted Manuscript version]<br>

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.065
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.005
Science and technology studies0.0030.003
Scholarly communication0.0010.008
Open science0.0030.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.014

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 head0.129
GPT teacher head0.355
Teacher spread0.227 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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

Citations0
Published2020
Admission routes1
Has abstractyes

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