Bibliographic record
Abstract
Obesity and diabetes : the roles that prices and policies play / Inas Rashad -- Advances in bariatric surgery for obesity : laparoscopic surgery / William E. Encinosa, Didem M. Bernard, Claudia A. Steiner -- One pill makes you smaller : the demand for anti-obesity drugs / John Cawley, John A. Rizzo -- Obesity, employment and wages in Europe / Jaume Garcia, Climent Quintana-Domeque -- Obesity and occupational attainment among the 50+ of Europe / Petter Lundborg, Kristian Bolin, Sören Höjgård, Björn Lindgren -- Access to fast food and food prices : relationship with fruit and vegetable consumption and overweight among adolescents / Lisa M. Powell, M. Christopher Auld, Frank J. Chaloupka, Patrick M. OMalley, Lloyd D. Johnston -- Gender, body mass, and socioeconomic status : new evidence from the PSID / Dalton Conley, Rebecca Glauber -- Health insurance and the obesity externality / Jay Bhattacharya, Neeraj Sood -- Endogenous food quality and bodyweight trend / Liqun Liu, Andrew J. Rettenmaier, Thomas R. Saving -- Obesity, hospital services use and costs / Nana Bro Folmann, Kristine Skovgaard Bossen, Ingrid Willaing, Jan Sørensen, John Sahl Andersen, Steen Ladelund, Torben Jørgensen -- How much does obesity matter? Results from the 2001 Canadian Community Health Survey / William MacMinn, James McIntosh, Caroline Yung -- A behavioral model of cyclical dieting / Steven M. Suranovic, Robert S. Goldfarb -- Effects of Title IX and sports participation on girls' physical activity and weight / Robert Kaestner, Xin Xu -- Introduction to the economics of obesity / Kristian Bolin, John Cawley
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.003 |
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".