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Record W4389580348 · doi:10.1016/s1751-9918(23)00193-6

Editorial Board and Aims & Scopes

2023· paratext· en· W4389580348 on OpenAlexaff
Alice Pik, Shan Kong, Peter Nilsson, Samuel Seidu, Siresha Bathina, Simon Heller, L Lim, J Tuomilehto, J Valles Callol

Bibliographic record

VenuePrimary care diabetes · 2023
Typeparatext
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsBlackberry (Canada)
Fundersnot available
KeywordsMedicineDiabetes mellitusIntensive care medicineEndocrinology

Abstract

fetched live from OpenAlex

Aims and ScopePrimary Care Diabetes is the official journal of Primary Care Diabetes Europe.The journal publishes original research articles and high-quality reviews in the fields of clinical care, diabetes education, nutrition, health services, psychosocial research, epidemiology and other areas as far as is relevant for diabetology in a primary-care setting.The purpose of the journal is to encourage interdisciplinary research and discussion between all those who are involved in primary diabetes care on an international level.The Journal also publishes news and articles concerning the policies and activities of Primary Care Diabetes Europe and reflects the society's aim of improving the care for people with diabetes mellitus within the primary-care setting.Primary Care Diabetes is abstracted and indexed by the following: Psyc INFO, Pubmed

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)0.011
metaresearch head score (Gemma)0.052
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.184
Threshold uncertainty score0.615

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.052
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0050.003
Science and technology studies0.0040.002
Scholarly communication0.0150.005
Open science0.0030.003
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.1840.159

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 head0.033
GPT teacher head0.378
Teacher spread0.345 · 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
GenreOther

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
Published2023
Admission routes1
Has abstractyes

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