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Record W2016895656 · doi:10.1177/108705470400700303

Knowledge and attitudes about Attention-Deficit Hyperactivity Disorder (ADHD): A comparison between practicing teachers and undergraduate education students

2004· article· en· W2016895656 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

VenueJournal of Attention Disorders · 2004
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsnot available
FundersEdith Cowan University
KeywordsPsychologyAttention deficit hyperactivity disorderAttention deficitClinical psychologyDevelopmental psychology

Abstract

fetched live from OpenAlex

The knowledge and attitudes of practicing teachers regarding ADHD were compared with those of undergraduate education students. Key elements of studies of American and Canadian teachers by Jerome, Gordon, and Hustler (1994) and Jerome, Washington, Laine, and Segal (1999) were replicated. Information was gathered about participants' demographic background (training in ADHD), attitudes towards ADHD, and knowledge about its diagnosis and treatment. Results confirmed the existence of some knowledge gaps, although both practicing teachers and undergraduate education students possessed sound information about ADHD. Misconceptions about ADHD primarily concerned dietary treatment. Attitudes and knowledge were significantly correlated and most participants regarded ADHD as a valid diagnosis with implications for the school setting, and expressed a desire for comprehensive training. Despite similar results for both samples, teachers achieved higher accuracy on knowledge-based questions. These results are discrepant from those of Jerome et al. (1999) who found teachers and students to be similar in factual knowledge. Implications of these findings for curriculum development in academia and in-service teacher training are highlighted.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.029
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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

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 head0.034
GPT teacher head0.386
Teacher spread0.353 · 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