Bibliographic record
Abstract
The Capture of TimeWe returned home after that week of fire-chasing still unsure of ourselves.It was perfect weather for writing: cool and rainy, ideal for staying inside, sitting by the fire.And then it just didn't stop raining.This is standard-grade coastal British Columbia fall weather -the rain locks in relentlessly for weeks at a time -but this was something different.The rain was heavy, and then got heavier, and then it got ugly.Turns out we were in the middle of an 'atmospheric river' -a designation very few of us had ever heard of before -but was eerily descriptive.That's exactly what it felt like -the rain wasn't just coming down, it was all around, dumping a month's worth of rain in just two days.And then things got worse: the river-in-the-sky triggered landslides, vast flooding, dykes overflowing and mass evacuations all across the southwest of B.C.Soon after we returned, the province declared yet another state of emergency, including travel restrictions and fuel rationing as supply lines were broken, all major highways and rail lines heading east were severed, and Vancouver was cut off from the rest of Canada.The main devastation traced the exact route we traveled the week previous.Five people were killed on the Duffey Road by mudslides.Lillooet was swamped and people were still missing.All 7100 residents of Merritt were evacuated on short notice.The wastewater system was overwhelmed, and raw sewage flooded the waters as the main bridges out of town failed.People were told to go to Kamloops if their home address was odd-numbered and Kelowna if their address was even-numbered.Those places are between an hour and two hours away if the roads are
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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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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; both teacher heads agree on what is shown here.
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".