Write from the Heart: An Interview with Brian Wrixon, a Poet from Canada
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
Brian Wrixon, a poet, was born in 1946 in Toronto, Canada. He graduated from Laurentian University in Canada with a degree in Classical Studies, and is a former faculty member, online curriculum design consultant and program coordinator at Mohawk College in Hamilton, Ontario. His working career in the financial services business spanned forty years. He has contributed his poems to numerous collections of poetry. Apart from this, as a poet, he has written Poetry in Motion Volumes 1 & 2 (2011), Confessions of a Would-Be Poet (2011), Heartbeats, Footsteps & Musings (2012), Doors (2013), Down to the Sea in Words (2013), The Moving Finger Writes (2013), Sculptured Words (2013), A tisket, a tasket, poems in a Basket (2013), It’s a Sign of the Times (2013), Nightmares & Dreams (with Rollie Mukherjee) (2013),Shoot From the Hip: Memories of a Small Town (2013), A Return Ticket: Memories of Leaving a Small Town (2013), My Passage to India (2014), A Look at Yesterday (with Robert Vincent) (2014), Our Town Revisited (with Robert Vincent) (2014) and Desperate Freedom: a Play in Four Acts (2014). Apart from composing a good number of poems, he has edited many anthologies of poems and operates as a publisher as well. In addition to writing and publishing numerous poetry and prose works of his own, he has been instrumental in assisting hundreds of young and emerging authors from around the world get published, either personally or as contributors to group anthologies.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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