University of Southern California inauguration, 1958
Bibliographic record
Abstract
16 images. University of Southern California inauguration, 23 October 1958. Rufus B. von KleinSmid; Asa V. Call; Norman H. Topping; Fred D. Fagg, Junior; Doctor Frank Baxter; John Anson Ford; Mrs. Georgina Hardy; Mayor Norris Poulson; Glenn T. Seaborg; Mrs. Earl C. Bolton; Earl C. Bolton; Doctor Lee DuBridge; Mrs. Norman Topping; Raymond B. Allen; Diane Hunt; Gayle Moss; Doctor Clark Kerr.; Caption slip reads: "Photographer: Miller. Date: 1958-10-23. Reporter: Thackrey. Assignment: USC inauguration. 3: Norman H. Topping, speaking. 11: Rufus B. von KleinSmid, left, looking off-camera. 220: Frank Baxter, professor of English and Marshall of the University, leading Presidents party to auditorium, carrying mace. 8, 52, 51: Left to right (setup shot): Rufus B. von KleinSmid, chancellor, Asa V. Call, President of the Board of Trustees; President Topping; and former President Fred D. Fagg, [Jr.]. 4: Left to right: Presenting Mace of Office: Asa V. Call presents mace to Topping while Dr. Frank Baxter, Marshall of the University and Mace bearer, look on. 35-36: From L: Supervisor John Anson Ford (representing County); Mrs. Georgina Hardy (representing City Board of Education); Mayor Norris Poulson (representing the City). 124 from left: Glenn T. Seaborg, chancellor, University of California at Berkeley; Mrs. Earl C. Bolton and Earl C. Bolton, vice president, USC. 5: Dr. Lee DuBridge, head of Cal Tech, greets Mrs. Topping (wife of new president). 6: Chancellor Raymond B. Allen of UCLA, with representatives of USC Senate: Kathy Niemeyer; Diane Hunt; Gayle Moss (from left). 221-222: Mrs. Topping greeted by Dr. Clark Kerr, president of University of California [at Berkeley]".
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.438 | 0.141 |
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".