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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2027
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
Data sources: Datacite
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Dataset: When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority

Authors: Oh, Young Taeck;

Dataset: When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority

Abstract

Replication dataset for a manuscript submitted to AI & Society. This deposit contains coded datasets and tone classification results supporting an autoethnographic study of AI-assisted amateur research. An emergency medicine physician used ChatGPT-4o as an epistemic collaborator for three research projects (Collatz conjecture, cosmology, STS). All manuscripts were rejected after peer review. Core dataset: 2,566 unique assistant messages across 47 conversations, classified into four tone categories (E/C/M/N) via full census using Claude Opus 4. v3 update: Iterative calibration with refined criteria, v2 re-coding of all messages, and IRR verification (κ=0.557, 83.6% agreement). Key findings: E:C=3.2:1 overall; Collatz 1.1:1, ITC 4.6:1, CST 2.6:1. 172 files in full_census_v2.zip including raw data, v1/v2 classifications, input batches, and IRR validation files.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average