A Conversation with Barbara Comber
Bibliographic record
Abstract
Dr. Barbara Comber is known for her work in the areas of creative teaching pedagogy, critical literacy, poverty, and social justice. In particular, she studies the kinds of teaching practices that make a difference to young people's literacy learning trajectories and what gets in the way. Barbara has collaborated on and conducted a number of competitively funded research projects concerned with literacy development, teaching and socioeconomic disadvantage. Her work has appeared in Theory into Practice, Linguistics and Education, Journal of Adolescent and Adult Literacy, The Reading Teacher, Curriculum & Inquiry, Literacy Research: Theory, Method, and Practice, Language Arts, Teaching Education, Critical Studies in Education, International Journal of Educational Research, Discourse, International Journal of Innovation in Education, Australian Geographer, Australian Educational Research, Australian Journal of Language and Literacy, and many other journals. Her books include Literacy, Place, and Pedagogies of Possibility. She has co-edited a number of books including the International Handbook of Research in Children's Literacy, Learning and Culture, Literacies in Place: Teaching environmental communications, Negotiating Critical Literacies in Classrooms, and Turn-around pedagogies: Literacy interventions for at-risk students. She has also authored or co-authored over 100 book chapters. Her work has been funded by the Australian Research Council, the Spencer Foundation, Myer Foundation, and Education Departments in Australia. Barbara has developed or contributed to language and literacy teacher education materials in a number of Australian states, the US and Canada. In 2015, she was elected member to the Reading Hall of Fame and in 2022, Barbara was awarded a Medal of the Order of Australia for her services to education. Dr. Comber is an Adjunct Research Professor in the Centre for Research in Educational and Social Inclusion, Education Futures at the University of South Australia.
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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 | 0.006 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.006 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.009 | 0.024 |
| Insufficient payload (model declined to judge) | 0.020 | 0.008 |
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".