Bibliographic record
Abstract
CONTENTS Preface Technical Notes PART A: STATE DATA Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware District of Columbia Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington West Virginia Wisconsin Wyoming PART B: METROPOLITAN STATISTICAL AREA DATA Notes New York-Northern New Jersey-Long Island, NY-NJ-PA Los Angeles-Long Beach-Santa Ana, CA Chicago-Joliet-Naperville, IL-IN-WI Dallas-Fort Worth-Arlington, TX Philadelphia-Camden-Wilmington, PA-NJ-DE-MD Houston-Sugar Land-Baytown, TX Washington-Arlington-Alexandria, DC-VA-MD-WV Miami-Fort Lauderdale-Pompano Beach, FL Atlanta-Sandy Springs-Marietta, GA Boston-Cambridge-Quincy, MA-NH, NECTA San Francisco-Oakland-Fremont, CA Detroit-Warren-Livonia, MI Riverside-San Bernardino-Ontario, CA Phoenix-Mesa-Glendale, AZ Seattle-Tacoma-Bellevue, WA Minneapolis-St. Paul-Bloomington, MN-WI San Diego-Carlsbad-San Marcos, CA St. Louis, MO-IL Tampa-St. Petersburg-Clearwater, FL Baltimore-Towson, MD Denver-Aurora-Broomfield, CO Pittsburgh, PA Portland-Vancouver-Hillsboro, OR-WA Sacramento-Arden-Arcade-Roseville, CA San Antonio-New Braunfels, TX Orlando-Kissimmee-Sanford, FL Cincinnati-Middletown, OH-KY-IN Cleveland-Elyria-Mentor, OH Kansas City, MO-KS Las Vegas-Paradise, NV San Jose-Sunnyvale-Santa Clara, CA Columbus, OH Charlotte-Gastonia-Rock Hill, NC-SC Indianapolis-Carmel, IN Austin-Round Rock-San Marcos, TX Virginia Beach-Norfolk-Newport News, VA-NC Providence-New Bedford-Fall River, RI-MA, NECTA Nashville-Davidson-Murfreesboro-Franklin, TN Milwaukee-Waukesha-West Allis, WI Jacksonville, FL Memphis, TN-MS-AR Louisville/Jefferson County, KY-IN Richmond, VA Oklahoma City, OK Hartford-West Hartford-East Hartford, CT, NECTA New Orleans-Metairie-Kenner, LA Buffalo-Niagara Falls, NY Raleigh-Cary, NC Birmingham-Hoover, AL Salt Lake City, UT Rochester, NY Tucson, AZ Honolulu, HI Tulsa, OK Fresno, CA Bridgeport-Stamford-Norwalk, CT Albuquerque, NM Albany-Schenectady-Troy, NY Omaha-Council Bluffs, NE-IA New Haven-Milford, CT Dayton, OH Bakersfield-Delano, CA Oxnard-Thousand Oaks-Ventura, CA Allentown-Bethlehem-Easton, PA-NJ Baton Rouge, LA El Paso, TX Worcester, MA McAllen-Edinburg-Mission, TX Grand Rapids-Wyoming, MI Columbia, SC Greensboro-High Point, NC Akron, OH North Port-Bradenton-Sarasota, FL Little Rock-North Little Rock-Conway, AR Knoxville, TN APPENDIX
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".