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Record W3132661997 · doi:10.1089/cap.2020.0154

An International Comparison of the Information in the Regulatory-Approved Drug Labeling and Prescribing Guidelines for Pediatric Depression

2021· article· en· W3132661997 on OpenAlexaboutno aff
Laila Tanana, Asam Latif, Prasad S. Nishtala, David Taylor, Timothy F. Chen

Bibliographic record

VenueJournal of Child and Adolescent Psychopharmacology · 2021
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical studies and practices
Canadian institutionsnot available
FundersNational Institute for Health and Care Research
KeywordsMedicineEscitalopramDrugFluoxetineDepression (economics)Drug labelingOff-label usePsychiatryPsychotropic drugPharmacologyAntidepressantInternal medicine

Abstract

fetched live from OpenAlex

Objectives: To determine the differences in information between prescribing guidelines and drug labeling, as well as to compare the approval of psychotropic medicines for major depression in pediatric patients (“pediatric depression”) across countries. Methods: The recommendations of The Maudsley Prescribing Guidelines in Psychiatry (MPGP) for the treatment of pediatric depression (<18 years) were compared against the regulatory-approved drug-labeling documents from the United Kingdom, Australia, New Zealand, Canada, and the United States. The use of medicines outside of their regulatory approval is defined as off-label use, so differences between the drug labeling and MPGP were characterized according to unapproved age, indication, dosage, or route of administration. Information in the drug labeling was also compared across countries. Results: MPGP provides recommendations for 6 medicines for the treatment of pediatric depression, for which, 30 drug labeling were retrieved. Three of 30 drug labeling were consistent with MPGP recommendations (fluoxetine in the United Kingdom, fluoxetine and escitalopram in the United States). Differences in information between MPGP and the drug labeling were identified in 26 of 30 drug labeling analyzed, most often due to age (24/26) followed by indication (2/26). No differences pertaining to dosage or route of administration information were identified. The number of approved psychotropic medicines varied across the studied countries and we found cross-country discrepancies in information in the drug labeling. Conclusion: Significant differences in information exists between MPGP and the drug labeling for psychotropic medicines for pediatric depression, due to unapproved ages or indications. Additionally, approval information in the drug labeling are not consistent across countries. Further research into reasons for variability and impact on practice may be warranted.

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)0.001
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 score0.229
Threshold uncertainty score0.138

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.060
GPT teacher head0.426
Teacher spread0.365 · 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 designObservational
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

Citations5
Published2021
Admission routes1
Has abstractyes

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