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Record W3000146139 · doi:10.1016/j.pnpbp.2020.109871

White matter microstructural organizations in patients with severe treatment-resistant schizophrenia: A diffusion tensor imaging study

2020· article· en· W3000146139 on OpenAlexafffund
Ryo Ochi, Yoshihiro Noda, Shohei Tsuchimoto, Ryosuke Tarumi, Shiori Honda, Karin Matsushita, Sakiko Tsugawa, Eric Plitman, Fumi Masuda, Kamiyu Ogyu, Masataka Wada, Takahiro Miyazaki, Shinya Fujii, M. Mallar Chakravarty, Ariel Graff‐Guerrero, Hiroyuki Uchida, Masaru Mimura, Shinichiro Nakajima

Bibliographic record

VenueProgress in Neuro-Psychopharmacology and Biological Psychiatry · 2020
Typearticle
Languageen
FieldMedicine
TopicAdvanced Neuroimaging Techniques and Applications
Canadian institutionsCentre for Addiction and Mental HealthDouglas Mental Health University InstituteMcGill University
FundersDaiichi Sankyo EuropeJapan Society for the Promotion of ScienceCanadian Institutes of Health ResearchNovartis PharmaNational Institutes of HealthJapan Health FoundationSENSHIN Medical Research FoundationMochida Memorial Foundation for Medical and Pharmaceutical ResearchMinistero dello Sviluppo EconomicoMeiji Seika PharmaShionogiEisaiDaiichi-SankyoNovartisOntario Mental Health FoundationW. Garfield Weston FoundationOtsuka PharmaceuticalNational Alliance for Research on Schizophrenia and DepressionWeston Brain InstituteFujifilm CorporationMichael J. Fox Foundation for Parkinson's ResearchTakeda Science FoundationDainippon Sumitomo PharmaJanssen JapanNatural Sciences and Engineering Research Council of CanadaPfizerJapan Research Foundation for Clinical PharmacologyJapan Agency for Medical Research and DevelopmentNaito FoundationMcGill UniversityConsejo Nacional de Ciencia y TecnologíaInstituto de Ciencia y Tecnología del Distrito FederalUehara Memorial FoundationInnovationsfondenTsumura and CompanyAlzheimer's Association
KeywordsWhite matterUncinate fasciculusCorpus callosumInternal capsuleFractional anisotropyFasciculusDiffusion MRISuperior longitudinal fasciculusMedicinePsychologyPositive and Negative Syndrome ScaleCerebral peduncleCorona radiata (embryology)PopulationInternal medicineMagnetic resonance imagingNeurosciencePsychiatryRadiologyPsychosis

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.683

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.018
GPT teacher head0.313
Teacher spread0.294 · 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

Citations30
Published2020
Admission routes2
Has abstractno

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Same venueProgress in Neuro-Psychopharmacology and Biological PsychiatrySame topicAdvanced Neuroimaging Techniques and ApplicationsFrench-language works237,207