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Controversial Themes and Issues Surrounding Autism: A Chronological Timeline Analysis

2022· article· en· W4386060436 on OpenAlexaff
S. Venkatesan, Iyer Kamlam Gopalkrishnan

Bibliographic record

VenueIndian Journal of Mental Health(IJMH) · 2022
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsChild, Adolescent and Family Mental Health
Fundersnot available
KeywordsTimelineAutismPsychologyHistoryDevelopmental psychologyArchaeology

Abstract

fetched live from OpenAlex

The phenomenon of autism, as in known today, has a history with several vicissitudes.Contemporary students and practitioners unconnected with its history are unlikely to see the larger picture.This article seeks to outline the timeline of autism before narrowing it into various controversial themes, unresolved issues, and unanswered questions on autism.The themes revolve around the disputed construct of autism, its meaning, definition, characteristics, theories, and official classifications.Equally debated are matters related to epidemiology, causes, and treatments for autism.There is disagreement whether autism is a disorder or a difference.The claims of freaks, exceptional prodigies, and savants in autism, the role of genetics, notions of posthumous diagnosis, commercialization, and commodification of autism in the media are raised.Raising controversies can lead to constructive discussion or further reflection than attempting to answer them.

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)0.000
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: Empirical
Teacher disagreement score0.345
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.349
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 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
Published2022
Admission routes1
Has abstractyes

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