MétaCan
Menu
Back to cohort
Record W2003571683 · doi:10.1136/bmj.c3199

Medical graduates' early career choices of specialty and their eventual specialty destinations: UK prospective cohort studies

2010· article· en· W2003571683 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

VenueBMJ · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsnot available
FundersNational Institute for Health and Care Research
KeywordsSpecialtyGraduation (instrument)DestinationsMedicineCohortQuarter (Canadian coin)Family medicinePopulationDemographyMedical educationPsychologyGeographySociologyEnvironmental healthEngineeringInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVE To evaluate the rate of vitamin D in patients with neuromyelitis optica (NMO). BACKGROUND The vitamin D is known to act in the immune system by an immunomodulatory effect by regulating protein synthesis. The potential role of its deficiency as an environmental risk to develop multiple sclerosis (MS) is well known but its role in NMO is currently understudied. METHODS We performed a prospective multicenter study in France (Strasbourg) and in Morocco (Casablanca) evaluating the rate of 25-hydroxy-vitamin D in a cohort of NMO patients according to the 2006 Wingerchuk criteria comparing to a population of MS patients and a population with a non-neurological systemic autoimmune disease: the systemic sclerosis. RESULTS The mean rate of 25-hydroxy-vitamin D in NMO patients (n=31) was of 19.5 ng/ml that is a decrease of 35% compared to the lower limit of normal rate (30 to 80 ng/ml) and 25 patients (80,6%) with NMO had a rate less than 30 ng/ml. Mean rate of 25-hydroxy-vitamin D was 19,6 ng/ml in MS patients (n=55) and 17.7 ng/ml in patients with systemic sclerosis (n=22). 44 MS patients (80%) and 18 patients (81.8%) with systemic sclerosis had a rate less than 30 ng/ml. The difference between the rate of 25-hydroxy-vitamin D of NMO patients was not significantly different from this of patient with MS or systemic sclerosis. There was no difference between the mean rate of 25-hydroxy-vitamin D of French or Moroccan patients. DISCUSSION This study shows a vitamin D deficiency in patients with NMO both in France and in Morocco but a similar rate as in the patients with MS or with systemic sclerosis. The role of vitamin D deficiency in the development of autoimmune diseases and precisely in NMO has yet to be clarified, but a screening of deficiency and a vitamin D supplementation appears to be useful in these patients, particularly because of the high doses of corticosteroids with which they can be treated. <b>Disclosure:</b> Dr. Kremer has nothing to disclose. Dr. Slassi Sennou has nothing to disclose. Dr. Benkirane has nothing to disclose. Dr. Araqi Houssaini has nothing to disclose. Dr. Collongues has nothing to disclose. Dr. Chanson has nothing to disclose. Dr. Blanc has received personal compensation for activities with Biogen Idec, Novartis, Janssen-Cilag, Eisai Inc., Bayer Schering Pharma, Teva Neuroscience, Merck &amp; Co. Inc., and Sanofi-Aventis Pharmaceuticals, Inc. Dr. Fleury has nothing to disclose. Dr. Theulin has nothing to disclose. Dr. Javier has nothing to disclose. Dr. De Seze has nothing to disclose.

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.

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmano category
Domain: not available · Genre: Empirical
About the Canadian research system: no · About a Canadian topic: no
Observationalhigh
gptno category
Domain: not available · Genre: Empirical
About the Canadian research system: no · About a Canadian topic: no
Observationallow
models agreeAgreement compares identical category sets and study designs across arms.

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)0.004
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 score0.042
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
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 head0.041
GPT teacher head0.339
Teacher spread0.298 · 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