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Record W2022985796 · doi:10.1017/s1355617707071378

Brain Imaging Revisited

2007· article· en· W2022985796 on OpenAlexaff
Cheryl L. Grady

Bibliographic record

VenueJournal of the International Neuropsychological Society · 2007
Typearticle
Languageen
FieldComputer Science
TopicCognitive Science and Mapping
Canadian institutionsBaycrest HospitalUniversity of Toronto
Fundersnot available
KeywordsNeuroimagingCognitive scienceCognitionFunctional neuroimagingPsychologyCognitive neuroscienceField (mathematics)Neuroscience

Abstract

fetched live from OpenAlex

Handbook of Functional Neuroimaging of Cognition , Second Edition. 2006. Roberto Cabeza and Alan Kingstone (Eds.), Cambridge, MA, The MIT Press, 480 pp., $65.00 (HB) The first edition of the Handbook of Functional Neuroimaging of Cognition , edited by Roberto Cabeza and Alan Kingstone, was a welcome addition to the cognitive neuroscience field when it was published in 2001. There were chapters on the history of neuroimaging and analysis, and all the major cognitive areas that had been studied at the time, written by senior people in their respective areas. That a second edition has appeared so soon after the first is a testament to the rapid growth of the cognitive neuroscience field, which is both gratifying and somewhat daunting to those of us who vainly attempt to keep up with this burgeoning literature. The same authors as in the previous edition write some chapters, but many have been penned by different authors, equally well known in the field, which is also a sign that the field is healthy and growing.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.736
Threshold uncertainty score0.377

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.023
GPT teacher head0.311
Teacher spread0.288 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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
Published2007
Admission routes1
Has abstractyes

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