Fetal alcohol spectrum disorder: diagnostic outcomes in Northeastern Ontario
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.
Bibliographic record
Abstract
The current document is a paper-based thesis examining the diagnostic outcomes of children and \nyouth who presented for Fetal Alcohol Spectrum Disorder (FASD) assessment in Northeastern \nOntario. While past research has identified many functional difficulties and challenges that are \nassociated with FASD, little is currently known about this population in Northeastern Ontario. \nTherefore, as part of a nation-wide FASD initiative conducted by the Canada FASD Research \nNetwork (CanFASD), the current study employed a retrospective chart review and secondary \ndata analysis of children and youth who have been assessed for FASD at the Sudbury FASD \nDiagnostic clinic, which services the Northeastern Ontario region. The first paper is a descriptive \noverview of those who presented for FASD assessment, and further compares the individuals \nwho received an FASD diagnosis and those who did not. Findings demonstrate a need to support \nindividuals with prenatal alcohol exposure through multiple service entities within the region. \nThe second paper examines the intelligence quotient (IQ) scores and related adverse outcomes \namong the children and youth in the sample who received an FASD diagnosis. Findings support \nthe known weakness with IQ in describing the difficulties and needs of individuals with FASD, \nand further highlight the importance of an early diagnosis to lessen the risk of adverse outcomes. \nSuggestions for future research and clinical implications are also discussed.
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.
Full frame distilled prediction
Teacher imitationNot 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.
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) | 0.001 | 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) | 0.003 | 0.000 |
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.
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