Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Citation (2008), "Patients, consumers and civil society", Chambré, S.M. and Goldner, M. (Ed.) Patients, Consumers and Civil Society (Advances in Medical Sociology, Vol. 10), Emerald Group Publishing Limited, Bingley, p. iii. https://doi.org/10.1016/S1057-6290(08)10017-1 Publisher: Emerald Group Publishing Limited Copyright © 2008, Emerald Group Publishing Limited Book Chapters Advances in medical sociology Patients, consumers and civil society Copyright page List of contributors Introduction No longer a patient: The social construction of the medical consumer Direct to consumer responsibility: Medical neoliberalism in pharmaceutical advertising and drug development Making connections: Egg donation, the Internet, and the new reproductive technology marketplace Selling the ideal birth: Rationalization and re-enchantment in the marketing of maternity care Too Posh To Push? Comparative perspectives on maternal request caesarean sections in Canada, the US, the UK and Finland Self-help groups challenge health care systems in the US and UK From discovery to recovery and beyond: The role of voluntary health sector organizations in the lives of women with breast cancer The clubhouse model: Mental health consumer–provider partnerships for recovery Straight from the heart Speaking for stem cells: Biomedical activism and emerging forms of patienthood Forging a new commons: Self-help associations in Slovenia and Croatia Gendered networks and health care privatization
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it