Bibliographic record
Abstract
DEPARTMENTS AND COLUMNS AT DEADLINE ............................................................................................ .3 EDITORIAI.JCOMMENTARY .................................................................. 6 CLOSE UP: THOMAS J. OLZAK ............................................................ 7 PRO/CON ..................................................................................................... 8 CORPORATE PROFILE: DR. SUSAN J. SMITH ............................. 9 CORNER ON THE MARKET ................................................................. 10 GETTING ORGANIZED ..................................... ~ .................................... 11 COMPUTERS/SOITWARE ..................................................................... 12 EMPLOYER'S GROUP ............................................................................ l3 MANAGING ............................................................................................... l4 LAW .................................................................... ......................................... 1S LIST: HOSPITALS SERVING THE I.E ........................................ 26 & 30 LIST: TOP SAVINGS AND LOANS FEDERAL SAVINGS BANKS ... 32 LIST: LARGEST CREDIT UNIONS IN THE I.E ................................. 38 DESERT BUSINESS JOURNAL ............................................................ .41 LIST: I.E.'s MOTORCYCLE DEALERS ............................................... 44 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 The Confederate Flag Comes to Fontana ..... .. ........................ ............ .... .. ... .. 6 The Art of Interviewing ...... .. ................................ .... ......... ............ ... ........... 17 Arrowhead Trust lncoJ1X>111ted Acquires Sanwa's Retirement Plan Business ....... ... 19 The Bank of Hemet Reports Financial Results for March 2000 .............. ... 20 Community Bank Reports Net Income of $3.3 Million ......... ... ...... .......... .. 20 Temecula Valley Bank Announces First Quarter Earnings for 2000 .......... 20 Steve Davis is Named Vice President of PFF ............. ................................ 20 Community Bancorp Reports Record Earnings ................... ........ .. ........ ..... 21 Need for Staff Still Unmet, Employers Tell Manpower .... ................ .... ... ... 23 Temecula Today Feels the Effect of the Tightest Job Market in 35 Years .. 24 New Medical Test May Save Your Life!!! ............ ... .. ............................ ... .. 29 Roaring Into the Millennium ......................... ............................ ............... ... 3 1 Kelly Scientific Resources Launches New Future Scientists Program ....... 33 Why Are Health Costs Rising Again? Are HMOs to Blame? ..................... 34 You CAN Cut Your Health Care Costs! .............. .. ........................... ........... 34 Praise From the Heart and Inspiration for the Future ................................. 37 The Gift of Giving Comes From the Heart ................................................. 37 Carolyn Tillman Named New Medi-Cal Project Manager for County Schools ......... 46
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 | 0.010 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.790 | 0.770 |
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".