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Record W4405963121 · doi:10.1111/fcre.12840

Embracing Neurodivergence: Essential considerations in family law practice

2024· article· en· W4405963121 on OpenAlexaff
Marianne Cottingham, Talia Spear

Bibliographic record

VenueFamily Court Review · 2024
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsLangley Environmental Partners SocietyTrinity Western University
Fundersnot available
KeywordsNeurotypicalFace (sociological concept)PsychologyStigma (botany)Presentation (obstetrics)Social psychologyPublic relationsInternet privacySociologyPolitical scienceDevelopmental psychologyAutismComputer scienceMedicineSocial scienceAutism spectrum disorder

Abstract

fetched live from OpenAlex

Abstract Neurodiversity encompasses the natural wiring of the mind, shaping how individuals think, behave, communicate, and perceive the world. While society largely caters to the neurotypical majority, neurodivergent individuals, who represent a minority, experience the world differently and face unique challenges. Stigma persists surrounding neurodivergent people, and they are consistently marginalized. Family law professionals often work with neurodivergent individuals but need improved awareness and knowledge of neurodivergent traits and client presentation. Recognizing neurodivergence and providing inclusive support and access to services is crucial. This article defines relevant concepts and definitions and provides scenarios and examples that illustrate how neurodivergence may show up in day‐to‐day family law practice. Tips are provided for increasing awareness for professionals, along with practical suggestions for working with neurodivergent individuals.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.904
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.002

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 head0.060
GPT teacher head0.373
Teacher spread0.314 · 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.

Study designNot applicable
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

Citations1
Published2024
Admission routes1
Has abstractyes

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