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Record W4399997370 · doi:10.1007/978-3-031-58056-7_13

Why Does Epistemology Matter? A Personal Journey

2024· book-chapter· en· W4399997370 on OpenAlexfundno aff
Liliana Maggioni

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldPsychology
TopicEducational Strategies and Epistemologies
Canadian institutionsnot available
FundersUniversity of TorontoYork UniversityHarvard University
KeywordsEpistemologyPhilosophyPsychology

Abstract

fetched live from OpenAlex

Abstract The chapter addresses the development of epistemic cognition in history by merging the perspectives afforded by developmental studies of epistemic cognition and consciousness with the insights gained from the literature exploring the development of historical understanding and epistemically charged ideas such as evidence and historical accounts. Given the results obtained by studies attempting to assessing individual epistemic beliefs in history and teacher and student capacity to think historically, Maggioni proposes to interpret the instances of epistemic inconsistency and the challenges and limitations in developing the capacity to think historically that have been observed in light of the developmental psychology literature, and in particular of Kegan’s model of epistemic development. The chapter includes the identification of specific ideas and habits of mind that may act as stumbling blocks in the development of epistemic cognition in history and suggestions for pedagogical practice.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.242
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.2520.026

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.

Opus teacher head0.048
GPT teacher head0.324
Teacher spread0.276 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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