Bibliographic record
Abstract
AT DEADLINE 1 COMMENTARY 3 CORPORATE PROFILE 7 CORNER ON THE MARKET 8 CLOSE UP 9 COMPUTERS/SOFTWARE 10 EMPLOYERS GROUP II MANAGING 12 LAW 13 GETTING ORGANIZED 14 ECONOMIC FORECAST 15 LIST: COMMUNITY COLLEGES 21 LIST: TOP COLLEGES AND UNIVERSITIES 22 LIST: CONTRACTORS HIT LIST 34 & 43 LIST: FINANCIAL BROKERAGE FIRMS 36 DESERT BUSINESS JOURNAL 41 WINE REVIEW 42 EXECUTIVE TIME OUT 46 RESTAURANT REVIEW 48 MANAGER'S BOOKSHELF ...49 RESOURCE DIRECTORY 54 DUFF & PHELPS, LLC STOCK SHEET 55 CALENDAR 58 & 59 Tribal Cooperation Act of 2001 5 Education First Program Serves Children of Homeless Families 6 Redlands Community Hospital Announces Expansion and 25-Year Master Plan ...16 AP econ.com Combines Principles of Learning with Business Skills .... ...17 County Board of Education Reorganizes, Recognizes Retirees ,,,17 Pomona Valley Hospital Secures the 100 Top Hospitals Award for the Fourth Year ...IB Chaffey College, California's First Community College ...19 Small Business Administration Proceeds to Open Business Doors Locally and Abroad ...20 Planning In the Face of Proposed Estate Tax Repeal ...23 The Inland Empire Small Business Development Center ...24 Employers Will Set New Purchasing Trends In Health Insurance Benefits During 2001 ...25 How to Select "Your" Bank ...26 Benefits That Bind, How to Hold on to Talent ...26 A Recipe for the Sandwich Generation ,27 Daniel G. Lanager Named Manager of PFF's Palm Desert Branch 28 Home Building Industry Professionals Convene for 12th Annual Building Industry Show ...35 Tight Labor Market Increases Need for Personnel Service Companies . ...38 New Reporting Requirements Began January 1 ...38 Imperial Bancorp and Comerica—A Match Made In Banking Heaven ... ...39 World's Largest Optical Media Manufacturer Breaks Ground In Ontario .40
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 0.006 |
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".