Bibliographic record
Abstract
After almost 16 years, Jim will be retiring on May 31, 2019.He started his career with the Town on September 7, 2003, with a serious hands on work ethic and 30 years of prior service in the excavation/ construction field.His acumen for work in the field, organization, record keeping, maintenance, layout, calculations, and the equipment and its operation in this industry is at par with the best.Jim is a Department Head that understands the challenges of his office, yet yours as well.Jim has met with me almost daily for the past 16 years as we exchanged the needs, requests, complaints, or discussed the next project and the veracity of accomplishing the task at hand.He always looked at funding and cost with accurate estimating, as he recognized Municipal Government is a service in which the citizens are taxed for the request being made by the Town Government.So, as this gentle giant of his field passes into his years of retirement with his dear wife, we wish them many days of touring the country, kicking the tires of John Deeres and Caterpillars, auto auctions, races and shows.
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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".