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
The archaeologists who study childhood are ourselves the end product of an approach to learning that is antithetical to how learning occurred in one of the most evocative of foraging cultures: the Inuit. Archaeologists-to-be in most societies undergo direct instruction – ie formal teaching – throughout the many years of their education, starting in preschool. At all levels, from preschool through doctoral studies, learners are encouraged to ask, and are rewarded for asking, questions about everything. Each learner encounters many teachers, who provide active instruction and formally and rigorously evaluate the learner’s progress in acquiring the information or skills being taught. In stark contrast to this, Inuit children were expected to learn on their own, through observation and experimentation. Both direct instruction by adults, and the asking of questions by children, were actively discouraged. In today’s jargon, Inuit foragers emphasise experiential learning. This paper will summarise some of the ethnohistorical information concerning Inuit learning and explore some of the archaeological correlates and implications of emphasising that mode of learning.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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