EXPENDITURES General Fund Expenditures-2.83 % Page 12
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
Key to revenue trend indicators: ▲POSITIVE ▲ = Positive variance of>2 % compared to projections. ◄NEUTRAL ► = Variance of-1 % to 2 % compared to projections. ●WARNING ● = Negative variance of-1 % to-4 % compared to projections. ▼NEGATIVE ▼ = Negative variance of>-4 % compared to projections. 1 First Quarter 2012- May 2012CITY FINANCIAL OVERVIEW EXECUTIVE SUMMARY First Quarter General Fund revenues of $4,019,182 were $91,171, or 2.32 percent, above first quarter projected revenue of $3,928,011. General Fund expenditures of $4,689,461 during the first quarter were $136,364, or 2.83 percent, below projected expenditures of $4,825,826. First quarter Street Fund expenditures totaled $511,596 which was $41,272, or 7.46 percent, below projections. The Surface Water Utility Fund (SWM) revenue collections during the first quarter equaled $87,695 and were $171, or 0.2 percent, higher than projections. Expenditures of $689,348 were $45,586, or 7.08 percent, higher than projected. Real estate excise collections totaled $193,558 which is $8,792, or 4.3 percent, below projections.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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