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Record W4409908236 · doi:10.21983/p3.0098.1.27

Ghost in the Shell-Game

2015· book-chapter· en· W4409908236 on OpenAlexaff
Nandita Biswas Mellamphy

Bibliographic record

VenuePunctum Books · 2015
Typebook-chapter
Languageen
FieldComputer Science
TopicDigital Media and Philosophy
Canadian institutionsWestern University
Fundersnot available
KeywordsShell (structure)Computer scienceEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

I begin, then, properly, in and with the proper voice (that of Pierre Ménard).1 To begin, then, anew: The purpose of this study is to create an awareness of the significance of technical objects. Culture has become a system of defense against technics; now, this defense appears as a defense of man based on the assumption that technical objects contain no human reality. We should like to show that culture fails to take into account that there is a human reality in technical reality and that, if it is to fully play its role, culture must come to incorporate technical entities into its body of knowledge and its sense of values. Recognition of the modes of existence of technical objects should be the result of philosophical thought, which in this respect has to achieve what is analogous to the role it played in the abolition of slavery and in the affirmation of the val-ue of the human person. The opposition established between culture and technology, between man and machine, is false and is not well-founded; what underlies it is mere ignorance or resentment. Behind the mask of a facile humanism it hides a reality that is rich in human efforts and natural forces, a reality that constitutes the world of techni-cal objects, mediators between nature and man.2 In Mamoru Oshii’s Inosensu (a.k.a. Ghost in the Shell 2),3 the inextricability of human and technical realities suggests that the established opposition between culture and nature, human and machine, is not only easily subverted, but ultimately so falsifiable that it can be technically manipulated so as to shed light on a dimension that remains indiscernible to human-ism: that it is by way of technical objects and technical existence that human beings most authentically relate to their living milieu and to living processes. Humans play with dolls/automata/avatars and wear masks (faces, façades) as part of their everyday lives, but they are ultimately blind to the technical connectors that animate them: “Life and death come and go like marionettes dancing on a table. Once their strings are cut, they easily crumble.”

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)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.021
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0070.009
Scholarly communication0.0070.007
Open science0.0010.006
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0210.004

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 head0.058
GPT teacher head0.235
Teacher spread0.177 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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".

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Citations0
Published2015
Admission routes1
Has abstractyes

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