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Record W2611414089 · doi:10.5281/zenodo.259522

Europejski sondaż praktyk cyfrowych w humanistyce i naukach o sztuce. Najważniejsze wyniki (wersja polska)

2016· preprint· pl· W2611414089 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueHAL (Le Centre pour la Communication Scientifique Directe) · 2016
Typepreprint
Languagepl
FieldSocial Sciences
TopicIntellectual Property Rights and Media
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsArtTheologyHumanitiesPhysicsPhilosophy

Abstract

fetched live from OpenAlex

Najważniejsze wyniki europejskiego sondażu praktyk badawczych oraz potrzeb cyfrowych w humanistyce i naukach o sztuce, przeprowadzonego przez grupę roboczą DARIAH Digital Methods and Practices Observatory (DiMPO). Badanie jest efektem współpracy europejskich badaczy z różnych krajów w ramach Grupy Roboczej DiMPO. Badanie zostało pomyślana jako ponadregionalny sondaż podłużny, przeprowadzany co kilka lat online w krajach europejskich. Jego celem jest dostarczenie opartego na danych przeglądu praktyk badawczych, potrzeb i postaw europejskich badaczy z nauk humanistycznych wobec zasobów cyfrowych, metod i narzędzi, w perspektywie przestrzennej i czasowej. Wyniki pierwszego sondażu (zakończonego w marcu 2015) zostaną zaprezentowane w wieloautorskim raporcie, który zawiera analizy zbiorcze i porównawcze oraz pięć raportów narodowych. Kolejne badanie planowane jest na 2017-2018. Więcej informacji: bit.ly/scholarlypractices Przekład na polski: Maciej Maryl (Centrum Humanistyki Cyfrowej Instytutu Badań Literackich PAN) ------ The highlights of the European survey on scholarly practices and digital needs in the arts and humanities carried out by DARIAH Digital Methods and Practices Observatory WG (DiMPO). This research is the outcome of collaborative work of European researchers from different countries, working within the DiMPO Working Group. It has been designed as a multiregional longitudinal survey, to be conducted online across European countries and to be repeated every few years. Its aim is to provide an evidence-based outlook of scholarly practices, needs and attitudes of European humanities researchers towards digital resources, methods and tools across space and time. Results of the first run of the survey (completed in March 2015) are presented in a multi-authored report, which includes comparative and consolidated analyses, as well as five country profiles. A new run is planned for 2017-18.<br> For more information, see bit.ly/scholarlypractices. Polish translation: Maciej Maryl (Digital Humanities Centre at the Institute of Literary Research, Polish Academy of Sciences)

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)0.015
metaresearch head score (Gemma)0.007
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 categoriesScience and technology studies, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.911
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0150.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0030.003
Scholarly communication0.0020.001
Open science0.0050.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.003

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 head0.028
GPT teacher head0.255
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