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Record W3180615186 · doi:10.37964/cr24742

Understanding attention deficit/hyperactivity disorder in physicians: workplace implications and management strategies

2021· article· en· W3180615186 on OpenAlexvenueno aff
Maryna Mammoliti, Christopher Richards-Bentley, Adam Ly

Bibliographic record

VenueCanadian Journal of Physician Leadership · 2021
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsnot available
Fundersnot available
KeywordsImpulsivityPsychologyAttention deficit hyperactivity disorderPsychiatryNeurodevelopmental disorderClinical psychologyAutism

Abstract

fetched live from OpenAlex

Physicians with attention deficit/hyperactivity disorder (ADHD) may have unrecognized workplace difficulties because of inattention and impulsivity. If these behaviours interfere with patient care or organizational functioning, leaders may erroneously attribute the physician’s actions to unprofessionalism. As such, corrective efforts with punitive measures may be ineffective. ADHD is a neurodevelopmental disorder that responds to evidence-based treatments, including medications, accommodations, and supports. Physician leaders who understand the unique presentations of ADHD in physicians may better identify when this condition may be contributing to workplace behaviour. Furthermore, physician leaders may have a professional or legal duty to accommodate or support physicians with underlying medical and/or psychiatric conditions, such as ADHD. Using our own clinical experience, we provide a general overview of ADHD in physicians and guide physician leaders on how to help physicians who may be struggling with ADHD in the workplace. We hope that our clinical experience and observations of this hidden problem will spur discussion, awareness, and action for further research and support.

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 score0.156
Threshold uncertainty score0.929

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 communication0.0000.001
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 head0.153
GPT teacher head0.313
Teacher spread0.160 · 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
Published2021
Admission routes1
Has abstractyes

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