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Record W4385213774 · doi:10.1111/pere.12509

Teaching relationship science: Continuity and change in the craft

2023· article· en· W4385213774 on OpenAlexaff
Julie Verette‐Lindenbaum, Silvia Bartolic, Rowland S. Miller

Bibliographic record

VenuePersonal Relationships · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicMarriage and Sexual Relationships
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsFlourishingCraftPlan (archaeology)PsychologyCurriculumMathematics educationPedagogySocial psychologyVisual arts

Abstract

fetched live from OpenAlex

Abstract Relationship science is a dynamic, flourishing enterprise, with numerous discoveries and new lines of inquiry evident in recent changes in its textbooks and the teaching activities invented by its instructors. To survey changes and challenges in the teaching of courses that introduce students to relationship science—and to pursue “news instructors can use”—we surveyed 135 instructors of relationships courses regarding their teaching tactics and experiences. Guided by their responses and suggestions for further inquiry, we also examined the changes in textbooks on which they rely and reviewed teaching activities created to assist them with their teaching over the last 20 years. At present, some topics are nearly universal components of relationships courses but idiosyncrasy exists, particularly with regard to new topics—such as coverage of technology , intersectionality , or consensual nonmonogamy —that instructors plan to include in revisions of their courses. Suggestions for both new and experienced instructors are provided.

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)0.014
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.421
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0040.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.209
GPT teacher head0.405
Teacher spread0.196 · 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.

Study designObservational
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

Citations1
Published2023
Admission routes1
Has abstractyes

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