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Record W3185208098 · doi:10.14288/cjur.v6i1.193694

Historical perspectives on neurodevelopmental disorders: The merging of us and them

2020· article· en· W3185208098 on OpenAlexaff
Gillian Shoychet

Bibliographic record

VenueOpen Collections · 2020
Typearticle
Languageen
FieldMedicine
TopicEthics and Legal Issues in Pediatric Healthcare
Canadian institutionsWestern University
Fundersnot available
KeywordsEugenicsConfusionPolitical scienceBackwardnessEnvironmental ethicsCriminologySociologyPolitical economyLawPsychologyEconomic growthEconomicsPsychoanalysis

Abstract

fetched live from OpenAlex

Attitudes towards neurodevelopmental disorders (NDDs) have transformed and teetered throughout history, often reflecting the societal culture of the time. Although individuals with NDDs are presently more valued than they have ever been, there are historic and current perspectives and events which have propelled the study of NDDs in both positive and negative directions. The notion of disability originated in Antiquity, where infants with “physical deformities” were deemed unworthy of societal membership. Despite later community inclusion in the Middle Ages, disability was perceived to result from demonic possession or punishment. Subsequently, individuals with NDDs were placed in institutions designed for physical and social isolation. The Enlightenment marked the first positive shift in attitudes and treatment towards those with disabilities, as proponents advocated for the removal of inhumane institutional conditions. The humane movement, moreover, contrasted the long-held belief that individuals with disabilities were “inferior” and “dumb” by illustrating that children with NDDs were capable of learning and worthy of education. The Industrial Revolution reversed these progressive ideas by associating disability with inefficiency. Further, during WWII, the eugenics movement propagated the belief that NDDs blemished a strong nation, which inculcated widespread support for the forced sterilization and mass murder of individuals with NDDs. Global legislation was instated postwar to protect the rights of those with NDDs. These progressive ideas, originating from the humane movement, fostered the many educational methodologies and opportunities now available for children with NDDs. Though current perspectives towards NDDs have vastly improved, there is greater confusion regarding the moral implications of advancing research in biotechnology for genetic engineering and testing. While benefits exist, there is potential for the emergence of a modern eugenics in the 21st century. The obscurity of this dilemma poses serious moral questions that must be considered within the historical context of perspectives on NDDs.

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.903
Threshold uncertainty score0.596

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.060
GPT teacher head0.330
Teacher spread0.270 · 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 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

Citations0
Published2020
Admission routes1
Has abstractyes

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