UA12/2/2 2003 Talisman: About Face
Bibliographic record
Abstract
2003 Talisman Miller, Jen. Taking a Stand - Unity Day Funke, Libby. Football Season Opens with a Bang Powell, Kacie. Down & Dirty - Mud Volleyball Hawkins, Hope. Keeping Vigil - 9/11 Flinchum, Andrea. Students Huddle Together at Guthrie Bell Tower to Remember and Learn from Sept. 11 Miller, Jen. Sept. II: Keeping Vigil Covington, Shannon. Big Red Run Raggard, Jennifer. Cheyenne Hohman Funke, Libby. Once Upon a Hill - Homecoming From Private to Princess - Nae' Neal Covington, Shannon. A Powerful Tradition - Step Show Raggard, Jennifer. Whistle-Blowers - Andrea Payne, Christina Valdez Canadian Captain - Gord Veldman Hightower, Kyle. Playing in Progress - Basketball, Diddle Arena Farner, Keith. Exceeding Expectations - Football Fighting for Flags - Intramurals One Singular sensation - Theatre & Dance Just the Two of Us - Sarah Melius, Diane Melius Casagrande, Michael. Dream Come True - Volleyball Raggard, Jennifer. Dueling Toppers - Fencing Club Gladney, Stephanie. Marriage 101 Making It Work - David Bolton Miller, Jenica. Snow Covered Hill Carroll, Colleen. Walking the Line - Commencement Farner, Keith. Toppers F-I-N-I-S-H Champions - Football King, Stephanie. A World Away - Study Abroad Miller, Jenica. A March of Remembrance - Martin Luther King Jr. Day Raggard, Jennifer. The First Family - Gary Ransdell, Julie Ransdell Funke, Libby. Joe Survant Holmes, Tabitha. Matt Haste Holmes, Tabitha. Western's Hit Radio - Revolution 91.7 WWHR FM Holmes, Tabitha. The Work Behind the Cameras at WKYU-PBS Hale, Elizabeth. James Kanan Hale, Elizabeth. Fearsome Five's New Direction Hale, Elizabeth. Lights, Music, PRISM Funke, Libby. Back to Grade school. Rebecca Whipple Hale, Elizabeth. Chris & Clinton Mills Miller, Jenica. Ryan Cummings Winn, Jim. Happy Inn in Your lobby - Tom Chang Miller, Jenica. In the Hall - Resident Assistants Dittmeier, Kate. Rising Stars - Eric Allgeier, Gideon Payne, Amanda Biggs Funke, Libby. Ticket Officers - Karen Thurman, Lori Kostiuk Raggard, Jennifer. Ticket to Turmoil - Parking Powell, Kacie. Henry Hardin Cherry Raggard, Jennifer. Jo-Ann Huff Albers Funke, Libby. Spirit Makers - Cheerleaders Miller, Jenica. Dancin' & Lovin' It - Topperettes Mills, Zach. Crimson & Cream Miller, Jenica. Nappy Roots Returns Lord, Joseph. Big Brother Takes Football Reins - David Elson Cordy, Thomas. Vagina Monologues Dreams of the Field - Matt Gunning, Baseball Hale, Elizabeth. Sun Belt Hits the Hill - Basketball About Face Jeff Leake Miller, Jenica. The Spirit Makes the Master - Spirit Masters Funke, Libby. The Freedom of Speech - Forensics Team Cordy, Thomas. Incredible Darkness of Being - Karen Wolfe Winn, Jim. Fit for Service - ROTC Hale, Elizabeth. Hajara Mahmood Holmes, Tabitha. Beauty Queen Among Us - Lori Mitchell Holmes, Tabitha. Show Me Your Pearly Whites - Dentaly Hygiene Moore, Michael. Fun for All - Womens Basketball Schoenbaechler, Danny. Dance Fever - Basketball Brown, Abbey. Captain Eugene Hoofer Moore, Michael. A New Look - Darrin Horn, Dennis Felton Funke, Libby. Any Day of the Week . . . I'd Rather be Greek Hale, Liz. Phenomenal Women - Miss Black Western, Katherine Sharber Lord, Joseph. War a Reality Gladney, Stephanie. Looking Back, Looking On - Commencement News Briefs - Katie Autrye, Trey McMiller Blick, LaFrieda Club NV Exchange Students Extreme Wrestling Alliance Hendrix, Alice Herndon, Bernice Moore, Carole Rigsby, Susie Student Teaching The Tunnel Venable, Martha Washington, Melvin
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 | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.820 | 0.738 |
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".