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Record W2612769951 · doi:10.1080/24701475.2017.1307544

Out from the PLATO cave: uncovering the pre-Internet history of social computing

2017· article· en· W2612769951 on OpenAlexaff
Steve Jones, Guillaume Latzko-Toth

Bibliographic record

VenueInternet Histories · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicInformation Systems Theories and Implementation
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsCaveThe InternetComputer scienceWorld Wide WebData scienceInternet privacySociologyHistoryArchaeology

Abstract

fetched live from OpenAlex

PLATO was a pioneering educational computer platform developed at the Computer-based Education Research Laboratory at the University of Illinois at Urbana-Champaign in the 1960s and 1970s. It quickly evolved into a communication system used for educational purposes, and also for social interaction (message boards, real-time messaging), collaboration and online gaming. The PLATO system was one of several precursors to today's Internet, but it has been little studied. It illustrates the value of the study of Internet histories and pre-histories (insofar as PLATO and other computer-mediated communication infrastructures like it predated Advanced Research Projects Agency Network (ARPANET), particularly as those histories entail rhetorical discursive elements regarding technical resources, social values and ethical norms that continue to shape the development of Internet technologies.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.989
Threshold uncertainty score0.046

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.004
Science and technology studies0.0110.059
Scholarly communication0.0110.030
Open science0.0010.007
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0060.001

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 head0.045
GPT teacher head0.331
Teacher spread0.286 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
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

Citations8
Published2017
Admission routes1
Has abstractyes

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