Gos Rings in Its 75th Birthday in Style
Bibliographic record
Abstract
The society celebrated the 75 th anniversary of its founding during the winter meeting held 14-17 January 2011 at the Ocean Plaza Beach Resort on Tybee Island.The seed that germinated into this meeting was planted by the GOS Executive Committee in the fall of 2009, and the speakers were invited 12-15 months in advance.When we first discussed the framework for this anniversary gala, it was clear that it must be held during either the society's winter or fall meeting.The attendance at spring meetings is generally smaller by comparison due to many other conflicting events in the state.As it turned out, the winter meeting was the best choice for the event because of the availability of the selected guest speakers.More than a year has elapsed since that momentous weekend, yet I still vividly recall the stunned feeling that settled over me when I woke up on the morning of the 17 th and realized that all of it-the long meetings, the dozens of formal letters, the hundreds of e-mails and phone calls, the endless checklist of tasks-to-do-was over.The pace was so frenetic that weekend that it's tempting to say that it flashed by us in a kaleidoscopic blur, but that wouldn't be true.It's no exaggeration when I say that all of us who were there, and there were 198 people registered, have vivid, lingering memories of that weekend.Fridays at GOS meetings usually feature an after-dinner get-together to enjoy a presentation and to get an overview of Saturday's field trip schedule.Friday at this meeting was loaded like a baked potato at a fast food restaurant.David Sibley, the banquet speaker, was arriving at the Savannah Airport in the early afternoon and would spend that night with a select group of members (chosen by raffle and a bidding process) on St. Catherines Island (SCI).Conservation Committee Chairman Steve Holzman was the "inside connection" who linked us to David in the first place, so Steve picked him up at the airport.En route from
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.180 | 0.088 |
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 source (direct Gemma or distilled Codex), 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".