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Record W3173190536

Application of Mathematical Induction in Teaching of Macro Economics: In Example of Teaching Based on IS Curve

2016· article· en· W3173190536 on OpenAlexvenueno aff
Shujia Cheng, Ziyi Li

Bibliographic record

VenueHigher education of social science · 2016
Typearticle
Languageen
FieldComputer Science
TopicEducational Technology and Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsClass (philosophy)Mathematics educationMathematical inductionMacroComputer scienceEconomics educationWork (physics)Mathematical economicsMathematicsArtificial intelligencePhysicsPrimary educationProgramming languageGeometry
DOInot available

Abstract

fetched live from OpenAlex

Traditional macroeconomics is taught based on teacher-leaded explanation on theories, analysis and illustration on models and curves. Students are studying passively with low participation and poor efficiency in class. Our work explores mathematical induction in macroeconomics education aiming at abstractive theory and passively studying in economics class. In this paper, application of mathematical induction in teaching IS curve theory is used as an example to demonstrate issues existed in teaching IS curve. In addition, focusing on those issues, we design corresponding in-class questions and processes by following the concept of mathematical induction, as well as different education goals on different problems. And finally we discuss both pros and cons of such method applied to IS curve teaching.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.808
Threshold uncertainty score0.204

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.024
GPT teacher head0.334
Teacher spread0.310 · 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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations0
Published2016
Admission routes1
Has abstractyes

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