Residential property insurance and markets: Florida's QUASR data
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
Abstract Section 624.424(10) of the Florida Statutes requires insurers doing business in the State of Florida to file quarterly residential property insurance reports (commercial and residential) to the Florida Office of Insurance Regulation via the Quality Supplemental Report (QUASR) system. The data are reported quarterly at the county level for 13 distinct lines of business and include information on policies in force (and underlying changes in polices during the quarter), premiums, and exposures. The QUASR data are unusual in their level of granularity and as such, should be of potential value to researchers pursuing research topics in the areas of market competition, insurance market development, and insurer/insurance market performance as well as to instructors considering projects involving data management, market and insurer‐level analysis, missing data imputation methods, forecasting, or projects that examine changes across periods of market disruptions and recovery.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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