Mental, behavioral and neurodevelopmental disorders in the ICD-11: an international perspective on key changes and controversies
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: Not applicable
- Genre
- Candidate signal: EditorialConsensus signal: Editorial
- Teacher disagreement score
- 0.096
- Threshold uncertainty score
- 0.941
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.291 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
An update of the chapter on Mental, Behavioral and Neurodevelopmental Disorders in the International Classification of Diseases and Related Health Problems (ICD) is of great interest around the world. The recent approval of the 11th Revision of the ICD (ICD-11) by the World Health Organization (WHO) raises broad questions about the status of nosology of mental disorders as a whole as well as more focused questions regarding changes to the diagnostic guidelines for specific conditions and the implications of these changes for practice and research. This Forum brings together a broad range of experts to reflect on key changes and controversies in the ICD-11 classification of mental disorders. Taken together, there is consensus that the WHO's focus on global applicability and clinical utility in developing the diagnostic guidelines for this chapter will maximize the likelihood that it will be adopted by mental health professionals and administrators. This focus is also expected to enhance the application of the guidelines in non-specialist settings and their usefulness for scaling up evidence-based interventions. The new mental disorders classification in ICD-11 and its accompanying diagnostic guidelines therefore represent an important, albeit iterative, advance for the field.
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.
The record
- Venue
- BMC Medicine
- Topic
- Mental Health and Psychiatry
- Field
- Arts and Humanities
- Canadian institutions
- Hospital for Sick ChildrenUniversity of TorontoSickKids FoundationCentre for Addiction and Mental Health
- Funders
- European Regional Development FundInstituto de Salud Carlos IIIAllerganNational Health and Medical Research CouncilServierEuropean College of NeuropsychopharmacologyNational Center for Advancing Translational SciencesMedical Research CouncilBeyond BlueUniversity of OxfordDepartament d'Innovació, Universitats i Empresa, Generalitat de CatalunyaGeneralitat de CatalunyaNational Institute for Health and Care ResearchMinisterio de Ciencia, Innovación y UniversidadesNational Institutes of HealthRoyal College of PsychiatristsSanofiWorld Health OrganizationCentro de Investigación Biomédica en Red de Salud MentalCentres de Recerca de CatalunyaSunovionH. Lundbeck A/SSouth African Medical Research CouncilDainippon Sumitomo PharmaPfizer
- Keywords
- MedicinePerspective (graphical)Key (lock)PsychiatryNeuroscienceComputer security
- Has abstract in OpenAlex
- yes