Textbooks and Teaching Materials in Rural Schools: A Systematic Review
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
This paper presents the results of a research project whose main purpose is to analyse the concept of multigrade teaching resources and the teaching materials used by teachers in rural schools, in particular the role of textbooks. The use and dimensions of teaching materials are studied in order to promote inclusion and learning in multigrade classrooms with children of different ages mixed together. The present systematic review aims to identify and analyse all of the research papers published internationally on teaching resources in rural schools for the Web of Science and Scopus databases (from 1992 to 2021) and Google Scholar (between 2010 and February 2021). Due to the dearth of publications focused on the topic of study, the reviewed articles have broad inclusion and exclusion criteria. This gives relevance and an innovative character to the research, allowing us to objectify the state of the question on multigrade didactic materials and their relation to teaching-learning processes. From a total of 332 research papers in the field of rural multigrade teaching identified for further analysis, only papers that met the inclusion and exclusion criteria and passed all phases of the PRISMA flow diagram were used (N = 33). Some research publications contributed to identifying opportunities and needs, and to suggesting criteria to be taken into account for the selection and creation of materials to promote inclusion and active learning methodologies. The first results show the need to create one's own materials that analyse the reality of these schools, as well as the need to personalise and adapt printed or digital textbooks and other teaching materials in order to involve the students actively in the learning process and to respond to the needs of rural students in multigrade classrooms.
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 | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it