Bibliographic record
Abstract
DEPARTMENTS AND COLUMNS AT DEADLINE ............................................................................................ .3 EDITORIAL/OPINION .............................................................................. 6 CLOSE UP: ALAN J, LANE ...................................................................... 7 CORPORATE PROFILE: ELIMINATOR BOAT COMPANY ...... 9 CORNER ON THE MARKET ................................................................. 10 GETTING ORGANIZED .......................................................................... 11 COMPUTERS/SOFTWARE ..................................................................... l2 EMPLOYER'S GROUP ............................................................................ 13 MANAGING ............................................................................................... 14 LAW ............................................................................................................. 15 LIST: CERTIFIED PUBLIC ACCOUNTANTS ........................... 26 & 30 LIST: COMMERCIAL PRINTERS ............................................... 32 & 36 LIST: PUBLIC RELATION FIRMS ....................................................... 38 LIST: BUSINESS & LIABILITY AGENCIES ....................................... 40 DESERT BUSINESS JOURNAL ............................................................ .41 LIST: SBA LENDERS ...................................................................... 42 & 44 LIST: STAFF LEASING COMPANIES .................................................. 50 RESTAURANT REVIEW ......................................................................... 48 MANAGER'S BOOKSHELF ........................................................ : .......... 51 RESOURCE DIRECTORY ............................................................. , ........ 56 DUFF & PHELPS, LLC STOCK SHEET ............................................... 60 CALENDAR ............................................................................................... 61 EXECUTIVE TIME OUT ......................................................................... 62 NEWS AND FEATURES RANCHO CUCAMONGA-ZONED FOR BEAUTY .............................. 17 PARENT COMPANY BIDS FAREWELL TO THREE FOUNDING DIRECTORS ..................................................................................... ....... 19 LIFE AND HEALTH INSURERS BOUNCE BACK IN 1999 .................. 21 CITIZENS BUSINESS BANK RECEIVES FOUR TOP HONORS ......... 22 DEALING WITH EXPORT PACKAGING DILEMMAS ......................... 23 EARLY ASPIRIN PROVIDES QUICK BENEFITS FOR ACUTE STROKE PATIENTS ................................................................................................ 29 SBMC CRITICAL CARE UNIT FINDS WAY TO MEET SEISMIC SAFETY STANDARDS .......................................................................... 30 UNDERSTANDING GROUP MEDICAL INSURANCE .......................... 33 BRONZE COYOTE STATUE CELEBRATES CSUSB'S "EXTENDED FAMILY" .............. ................................................................................... 35 INLAND EMPIRE INDUSTRIAL PRE-LEASING ACTIVITY REACHES RECORD HIGH ....................................................................................... 37 SMALL BUSINESSES VOICE THEIR CONCERNS TO THE BIG MEN ON CAPITOL HILL ................................................................................ 43 ONTARIO INTERNATIONAL INSTALLS ELECTRIC VEHICLE CHARGING STATIONS ......................................................................... 44 RARE VINEYARD JEWELS SPARKLE IN SUTTON HOTEL'S PRIZED WINE COLLECTION ............................................................................ .47
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 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.781 | 0.739 |
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".