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Record W4416459542 · doi:10.1038/s44400-025-00033-z

Author Correction: High inter-rater reliability in consensus diagnoses and overall assessment in the Asian Cohort for Alzheimer’s Disease Study

2025· article· en· W4416459542 on OpenAlexaff
Yara Alkhodair, Ging‐Yuek Robin Hsiung, Boon Lead Tee, Pei‐Chuan Ho, Wai Haung Yu, Guerry M. Peavy, Victor W. Henderson, Yun‐Beom Choi, Clara Li, Dolly Reyes‐Dumeyer, Haeok Lee, Walter A. Kukull, Howard Feldman, Yian Gu, Lorene Leung, Collin Liu, Richard Mayeux, Ellen C. Wong, Hyunsik Yang, Jennifer S. Yokoyama, Gyungah R Jun, Van Ta Park, Helena C. Chui, Li-San Wang, Tiffany W. Chow, Tatiana Foroud, Joshua D. Grill, Maureen Kirsch, Wan‐Ping Lee, Mingyao Li, Gerard D. Schellenberg, Mina Torres, Marian Tzuang, Rohit Varma, Eugene Yau

Bibliographic record

Venuenpj Dementia · 2025
Typearticle
Languageen
FieldDecision Sciences
TopicReliability and Agreement in Measurement
Canadian institutionsCanada Research ChairsUniversity of British ColumbiaUniversity of British Columbia Hospital
Fundersnot available
KeywordsMedical diagnosisReliability (semiconductor)DiseaseCohortCohort study

Abstract

fetched live from OpenAlex

In the original version of this article, authors Helena C. Chui and Tiffany W. Chow were listed only under “The Clinical Core of the Asian Cohort for Alzheimer’s Disease (ACAD)” consortium; they have now also been included in the main author group. Authors Gyungah R. Jun and Li-San Wang, previously listed only under “The Clinical Core of the Asian Cohort for Alzheimer’s Disease (ACAD)” consortium, have been moved to “The Asian Cohort for Alzheimer’s Disease Study” consortium and are also included in the main author group. Authors Yun-Beom Choi, Victor W. Henderson, Haeok Lee, Walter A. Kukull, Dolly Reyes-Dumeyer, and Clara Li, originally listed only in the main author group, are now also included in “The Clinical Core of the Asian Cohort for Alzheimer’s Disease (ACAD)” consortium. Author Pei-Chuan Ho has been newly added under “The Clinical Core of the Asian Cohort for Alzheimer’s Disease (ACAD)” consortium. Author Van M. Ta Park, who was previously listed in the main author group and in both consortia, is now listed only in the main author group and under “The Asian Cohort for Alzheimer’s Disease Study” consortium.

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)0.033
metaresearch head score (Gemma)0.410
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 score0.088
Threshold uncertainty score0.293

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.410
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0060.008
Science and technology studies0.0040.003
Scholarly communication0.0050.004
Open science0.0060.003
Research integrity0.0050.009
Insufficient payload (model declined to judge)0.0880.023

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 head0.094
GPT teacher head0.410
Teacher spread0.316 · 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
Published2025
Admission routes1
Has abstractyes

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