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Concordance between admission and discharge diagnosis of a child and adolescent psychiatry inpatient unit

2023· article· en· W4381186366 on OpenAlexaffabout
Mahmoud Bashtawi, Nasreen Roberts, Kevin C. H. Parker, Mazin Alqhazo

Bibliographic record

VenueMinerva Pediatrics · 2023
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsQueen's University
Fundersnot available
KeywordsConcordanceMedical prescriptionMedicineChild and adolescent psychiatryPsychiatryStimulantHospital dischargeRetrospective cohort studyPediatricsEmergency medicineIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Psychiatry is arguably the most medical practice that is affected by culture. The pediatric literature is sparse with respect to the differences between child psychiatric units in different cultures and different countries. In this study, we aim to investigate the discordance between admission diagnosis and discharge diagnosis for child psychiatric disorders.METHODS: A retrospective analysis was conducted on 206 patients admitted to a university hospital inpatient child and adolescent psychiatry unit in Ontario, Canada. The data extracted from electronic charts were age, gender, DSM-IV-based diagnosis at admission, living arrangement before admission, length of stay (minimum one day), post-discharge diagnosis, and post-discharge outcomes.RESULTS: There was 75% agreement with the discharge diagnosis. We found strong negative and positive associations between conduct disorder at discharge and the prescription of antipsychotics (+), antidepressants (-), and stimulants (-), and there was a strong association between a conduct disorder (CD) diagnosis and medication-free status. The powerful effect size of stimulant medication was specific to the association between a primary diagnosis of ADHD (vs. not-ADHD) and stimulant medication (c2=127.5, df=1, phi=0.79, P<0.0001).CONCLUSIONS: We have found a significant agreement between admission and discharge diagnosis. It is suggested that the inpatient stay helped to refine the formulation and to improve the child’s well-being.

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)0.000
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 score0.021
Threshold uncertainty score0.612

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.025
GPT teacher head0.285
Teacher spread0.260 · 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

Citations0
Published2023
Admission routes2
Has abstractyes

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