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Record W6999014989

Brian Miller Interview, July 11, 2022

2022· article· en· W6999014989 on OpenAlexaboutno aff

Bibliographic record

VenueThe Mathematics Enthusiast · 2022
Typearticle
Languageen
FieldMedicine
TopicHealthcare and Environmental Waste Management
Canadian institutionsnot available
Fundersnot available
KeywordsSisterMillerRentingCharacter (mathematics)
DOInot available

Abstract

fetched live from OpenAlex

In Brian Miller’s second interview, he remembers being five years old with his father, Gene Miller, on Mormon Peak Lookout. He recalls his mother and sister visiting when his mother rushed Gene to the hospital for gall bladder surgery. Brian tells of being on Sliderock Lookout next, which had a microwave repeater nearby, affording the lookout with electricity. Sliderock also had a cabin at the base of the lookout, a small rundown cabin next to the lookout, and the original lookout: a tree with rungs nailed to it. Brian says there was an old ghost town on the way up the road. He recalls his uncle’s car losing the oil pan on the way down, and they had to walk for help. He discussed the 1988 fires; walking from Mexico to Canada in 1993 along the Continental Divide; and exploring and renting these lookouts, some while skiing to them with his wife: West Fork Butte, McGuire, Hornet, Mt. Wam, Webb Mountain, and Stahl Peak. Brian talks about Sliderock Lookout being moved by helicopter to Fort Missoula as a museum piece. Brian says his strongest memories of being a lookout are dramatic weather and the people he has met.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.094
Threshold uncertainty score0.316

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0940.030

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 head0.039
GPT teacher head0.281
Teacher spread0.242 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2022
Admission routes1
Has abstractyes

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