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Record W2941073316 · doi:10.1111/soc4.12697

Current trends in medicalisation: Universalising <scp>ADHD</scp> diagnosis and treatments

2019· article· en· W2941073316 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSociology Compass · 2019
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsnot available
Fundersnot available
KeywordsAffect (linguistics)Attention deficit hyperactivity disorderDisciplineSociologyPsychologyCriminologyPsychiatrySocial science

Abstract

fetched live from OpenAlex

Abstract There is a wide sociological debate that documents how inattention, hyperactivity, and impulsive behaviours from a certain point forward cease to be disturbing behaviours and become childhood psychiatric disorders—named attention deficit/hyperactivity disorders (ADHD)—to be responded to with specific treatments since these behaviours are supposed to have a negative or pervasive impact on social and personal functioning and quality of life. Looking back over the stages of this debate, the article will focus on what, in recent years, are the two main directions of the expansion of the domain of medicalisation: on the one hand, discussing how the ADHD category has changed by moving from being typically a childhood problem to a disorder that can affect adults and, on the other, how it tends to globalise conquering new markets outside the United States, Canada, and Australia. The article concludes commenting on how the processes of lifelong expansion and worldwide diffusion is universalising the medical category, overcoming the disciplinary and geographical boundaries in which ADHD was created and developed.

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.

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 score0.010
Threshold uncertainty score0.528

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 studies0.0000.000
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 head0.059
GPT teacher head0.359
Teacher spread0.299 · 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