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Record W6927256569 · doi:10.26092/elib/246

Nutzung medikamentöser und nicht-medikamentöser Therapien bei Kindern und Jugendlichen mit Aufmerksamkeitsdefizit-/Hyperaktivitätsstörung: Primär- und Sekundärdaten-basierte Analysen

2020· article· en· W6927256569 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

VenueMedia (https://www.suub.uni-bremen.de/) · 2020
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsnot available
Fundersnot available
KeywordsMethylphenidateChild and adolescent psychiatryMental healthQuarter (Canadian coin)Mental health careMedical diagnosisPrimary careDrug treatment

Abstract

fetched live from OpenAlex

Attention deficit/hyperactivity disorder (ADHD) is one of the most common mental disorders in childhood and adolescence. It is associated with health and social impairments over the life course. Its early detection and optimized treatment are of essential importance for the affected, their family members, and society. This work intends to illustrate the current state of research into the efficacy, safety, and use of pharmacological and non-pharmacological therapies in children and adolescents with ADHD. The focus is on the utilization of these therapies in routine care. For this purpose, own research is presented, in which both primary and secondary data were evaluated covering the therapy types "pharmacological interventions", "psychological interventions", "complementary and alternative medicine interventions", and "combined interventions". Drug utilization in routine care is well investigated in (cross-sectional) trend studies; however, there are research gaps with regard to longitudinal studies and the use of non-pharmacological therapies. The research presented in this thesis showed, among other things, that an increasing prevalence of ADHD diagnoses and larger amounts of dispensations per drug-treated child were the main reasons for increased use of methylphenidate until 2008. The longitudinal analyses showed that about a quarter of all children and adolescents with ADHD received an ADHD drug in the first year after diagnosis (in 2010), while the proportion with medication and (additional) psychotherapeutic treatment was only 3% despite the positive recommendation of psychotherapy in guidelines. Regarding drug treatment, the combination treatment of methylphenidate and other psychotropic substances, such as antipsychotics, is of particular importance and was observed in up to 6% of all ADHD patients after a treatment period of nine years. It was also shown that some children and adolescents with ADHD potentially took multiple different nutritional supplements instead of pharmacological treatment. Primary and secondary data play an important role in research on the utilization of pharmacological and non-pharmacological treatment in children and adolescents with ADHD. Linking these data sources holds significant potential for the investigation of the safety and utilization of therapies and should be considered when planning future studies.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.641
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0050.004

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 head0.068
GPT teacher head0.345
Teacher spread0.277 · 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