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
Abstract Application of Raman Spectroscopy in Apatite Grains from North Qôroq, South Greenland A. Cottrell, I. M. Coulson, and M. Kaliwoda 1 The Depiction of Expert Women in Contemporary Canadian Newspapers A. Kangourimollahajlou 2 The Heat Shock Response of Round Whitefish A. Murillo, L. Manzon, D. Boreham, J. Wilson, C. Somers, and R. Manzon 3 Pantoea produces an antibiotic effective against multi-drug resistant Acinetobacter baumannii A. N. Williams, and J. Stavrinides 4 Life in the twilight zone: Common Nighthawk activity patterns in the northern boreal forest A. Sidler 5 What’s in a line? The influence of valence, faces, and language on pseudoneglect B. Hatin, and L. S. Tottenham 6 Qui est le meilleur? - La diversité et les contributions des pollinisateurs sauvages de cerises sûres (Prunus cerasus) quand ils sont comparés au abeilles à miel (Apis melifera) C. Bailey 7 Healing from addictions through the voices of the Elders C. LaVallie 8 Iron acquisition genes are associated with human pathogenicity in the bacterial genus Pantoea C. Soutar, and J. Stavrinides 9 Moral Agency among Nurses: Culture of Healthcare and Moral Dilemmas E. Fortier 10 Habitat selection by Common Nighthawks in Canada's boreal forest G. Foley 11 Type of Trauma Exposure Influences PTSD Symptom Pattern K. D. Amerongen, D. M. LeBouthillier, H. A. Parkerson, S. C. Horswill, R. N. Carleton, and G. J. G. Asmundson 12 Representing the Non-Human in England’s Early Modern Period L. Kozak 13 Thyroid hormones regulate the activity of citrate synthase and cytochrome c oxidase in warm- but not cold-acclimated lake whitefish (C. clupeaformis) M. A. Zak, A. M. Regish, S. D. McCormick, and R. G. Manzon 14 Impregnation of Ionic Liquids on Mesoporous Silica as Efficient Sorbents for CO2 Capture Applications M. Mohamedali, H. Ibrahim, and A. Henni 15 The Effects of the Intergenerational Residential School Experience and Negative Racial Stereotyping on Ojibwe Speech Patterns in mid-Northern Ontario Anishnawbek N. J. Owl 16 Developing management targets for grassland songbirds in the mixed-grass prairie P. Rose 17 Cryptic Taxonomy: Hylaeus Revisions with DNA Barcoding R. Oram, C. Sheffield, and J. Stavrinides 18 Evaluation of PET estimation techniques in depicting drought severity using SPEI in the Canadian Prairies S. Gurrapu, D. J. Sauchyn, and K. Hodder 19 The Relationship between Intolerance of Uncertainty, Depression, and Generalized Anxiety Symptoms beyond Posttraumatic Stress Symptoms S. Korol, D. M. LeBouthillier, S. Duranceau, G. J. G. Asmundson, and R. N. Carleton 20 Highway of Lost Years: BC Government Inaction Leaves Vulnerable Women at Risk in Northern BC T. Wild 21
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) | 0.000 | 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)
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