Bibliographic record
Abstract
AT DEADLINE 1\nCOMMENTARY 3\nCORPORATE PROFILE 7\nCORNER ON THE MARKET 8\nCLOSE UP 9\nCOMPUTERS/SOFTWARE 10\nEMPLOYERS GROUP II\nMANAGING 12\nLAW 13\nGETTING ORGANIZED 14\nECONOMIC FORECAST 15\nLIST: COMMUNITY COLLEGES 21\nLIST: TOP COLLEGES AND UNIVERSITIES 22\nLIST: CONTRACTORS HIT LIST 34 & 43\nLIST: FINANCIAL BROKERAGE FIRMS 36\nDESERT BUSINESS JOURNAL 41\nWINE REVIEW 42\nEXECUTIVE TIME OUT 46\nRESTAURANT REVIEW 48\nMANAGER'S BOOKSHELF ...49\nRESOURCE DIRECTORY 54\nDUFF & PHELPS, LLC STOCK SHEET 55\nCALENDAR 58 & 59\nTribal Cooperation Act of 2001 5\nEducation First Program Serves Children of Homeless Families 6\nRedlands Community Hospital Announces Expansion and 25-Year Master\nPlan ...16\nAP econ.com Combines Principles of Learning with Business Skills .... ...17\nCounty Board of Education Reorganizes, Recognizes Retirees ,,,17\nPomona Valley Hospital Secures the 100 Top Hospitals Award for the\nFourth Year ...IB\nChaffey College, California's First Community College ...19\nSmall Business Administration Proceeds to Open Business Doors Locally and Abroad ...20\nPlanning In the Face of Proposed Estate Tax Repeal ...23\nThe Inland Empire Small Business Development Center ...24\nEmployers Will Set New Purchasing Trends In Health Insurance Benefits\nDuring 2001 ...25\nHow to Select "Your" Bank ...26\nBenefits That Bind, How to Hold on to Talent ...26\nA Recipe for the Sandwich Generation ,27\nDaniel G. Lanager Named Manager of PFF's Palm Desert Branch 28\nHome Building Industry Professionals Convene for 12th Annual Building\nIndustry Show ...35\nTight Labor Market Increases Need for Personnel Service Companies . ...38\nNew Reporting Requirements Began January 1 ...38\nImperial Bancorp and Comerica—A Match Made In Banking Heaven ... ...39\nWorld'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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".