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Record W1973612547 · doi:10.1177/1087054709344194

Pediatricians’ Attitudes and Practices on ADHD Before and After the Development of ADHD Pediatric Practice Guidelines

2009· article· en· W1973612547 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 · 2009
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsnot available
Fundersnot available
KeywordsStimulantQuarter (Canadian coin)PsychologyFamily medicineClinical PracticePsychiatryClinical psychologyMedicine

Abstract

fetched live from OpenAlex

PURPOSE: The study aims to assess the changes in attitudes and practices about ADHD reported by AAP fellows between 1999 and 2005 during which AAP ADHD guidelines, training, and quality improvement initiatives occurred. METHOD: The study assesses AAP-initiated surveys that were conducted between 1999 and 2005 and involving a random sample of 1,000 and 1,603 pediatricians, respectively. RESULTS: The findings reveal that significant, although modest, increases occurred in pediatric practitioners' self-reported adherence to the guidelines. About 81% of respondents reported routine use of formal diagnostic criteria (up from 67%), and 67% of the respondents routinely use ADHD teacher rating scales (compared to 49% in the 1999 survey). Findings further reveal that treatment with stimulant medications was used extensively by pediatricians from both surveys; more pediatricians in the 2005 survey reported use of a second stimulant if the first did not work, and still more reported almost always providing parent training, although the estimated number remained only about a quarter of the total; and greater familiarity with the initiatives predicted better reported adherence to the guidelines. CONCLUSION: The reported behaviors of practitioners have moved in the direction of greater adherence with the recommended AAP ADHD guidelines, and there was a positive response to, and a greater use of, the materials developed to enhance practice. The authors infer that practice changes may be due to many factors, including AAP guidelines and associated implementation efforts. Changing physician practices needs to be sustained through a continuing process that requires multiple, varying, sustained efforts directed at physicians, other providers, and families.

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)0.002
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 score0.115
Threshold uncertainty score0.524

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.055
GPT teacher head0.394
Teacher spread0.339 · 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