Entertainment-Education and Social Change
Bibliographic record
Abstract
Contents: Preface. Part I: History and Theory. A. Singhal, E.M. Rogers, The Status of Entertainment-Education Worldwide. D. Poindexter, A History of Entertainment-Education, 1958-2000. P.T. Poitrow, E. de Fossard, Entertainment-Education as a Public Health Intervention. M. Sabido, The Origins of Entertainment-Education. A. Bandura, Social Cognitive Theory for Personal and Social Change by Enabling Media. W.J. Brown, B.P. Fraser, Celebrity Identification in Entertainment-Education. S. Sood, T. Menard, K. Witte, The Theory Behind Entertainment-Education. Part II: Research and Implementation. S. Usdin, A. Singhal, T. Shongwe, S. Goldstein, A. Shabalala, No Short Cuts in Entertainment-Education: Designing Soul City Step-by-Step. W.N. Ryerson, N. Teffera, Organizing a Comprehensive National Plan for Entertainment-Education in Ethiopia. B.S. Greenberg, C.T. Salmon, D. Patel, V. Beck, G. Cole, Evolution of an E-E Research Agenda. V. Beck, Working With Daytime and Prime-Time Television Shows in the United States to Promote Health. M. Bouman, Entertainment-Education Television Drama in the Netherlands. M.J. Cody, S. Fernandes, H. Wilkin, Entertainment-Education Programs of the BBC and BBC World Service Trust. A.C. La Pastina, D.S. Patel, M. Schiavo, Social Merchandizing in Brazilian Telenovelas. E.M. Rogers, Delivering Entertainment-Education Health Messages Through the Internet to Hard-to-Reach U.S. Audiences in the Southwest. Part III: Entertainment-Education Interventions and Their Outcomes. R.A. Abdulla, Entertainment-Education in the Middle East: Lessons From the Egyptian Oral Rehydration Campaign. Y. Yaser, The Turkish Family Health and Planning Foundation's Entertainment-Education Campaign. N. McKee, M. Aghi, R. Carnegie, N. Shahzadi, Cartoons and Comic Books for Changing Social Norms: Meena, the South Asian Girl. A. Singhal, D. Sharma, M.J. Papa, K. Witte, Air Cover and Ground Mobilization: Integrating Entertainment-Education Broadcasts With Community Listening and Service Delivery in India. A. Singhal, Entertainment-Education Through Participatory Theater: Freirean Strategies for Empowering the Oppressed. T. Tufte, Soap Operas and Sense-Making: Mediations and Audience Ethnography. J.D. Storey, T.L. Jacobson, Entertainment-Education and Participation: Applying Habermas to a Population Program in Nepal. Epilogue.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.082 | 0.022 |
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".