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Record W3148337030 · doi:10.29173/iasl8113

Censorship in High School Libraries in Israel: An Analysis of School Sectorial Affiliation Effect

2021· article· en· W3148337030 on OpenAlexvenueno aff
Moshe Yitzhaki

Bibliographic record

VenueIASL Annual Conference Proceedings · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Administration
Canadian institutionsnot available
Fundersnot available
KeywordsCensorshipPornographySchool librarySample (material)Exploratory researchCollection developmentSociologyLibrary sciencePrincipal (computer security)Political sciencePsychologyLawSocial scienceComputer science

Abstract

fetched live from OpenAlex

Although school libraries have existed in Israel for several decades, some of them dating back to the 50's, the issue of censorship has not been studied. The objective of this full-blown study was to empirically assess the current state of censorship in a large sample of high school libraries in Israel, following an exploratory study. The sample comprised 98 high schools, from both the 'religious' and `nonreligious' sectors. The main research tool was a two-parts questionnaire, designed to be filled out during the researcher's visit to the library. Most librarians reported that some form of control, restriction or supervision was, always or very often, applied to books being added to the collection, usually by the head librarian, and/or the school principal. None of the libraries had any kind of written document, or even an unwritten statement specifying instructions or policy regarding book selection and acquisition. The librarians never mentioned any external pressure to censor the existing collection or books to be acquired, and clearly the censorship was strictly internal, initiated by the librarians themselves and other members of the school staff. In both sectors there was wide agreement on banning titles which included violence, hard pornography, racism and drugs, but there were considerable differences regarding 'soft' pornography, sexual permissiveness and books degrading the Jewish religion or its values, principles or commands. A comparison of four lists of specific titles against the catalogs showed that the non-religious sector libraries owned three times the percentage from the first list (explicit violence and sex), but only less than half the percentage from the fourth list ('Judaism'), compared to the religious sector. Interestingly, the religious group had lower percentages of both the `right-wing' and `left-wing' lists, due to its smaller collections, but had relatively more from the `right-wing' list than the `left-wing' one, while in the libraries of the non-religious sector the situation was reversed.

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)0.003
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.030
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0020.001
Scholarly communication0.0040.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.030
GPT teacher head0.306
Teacher spread0.276 · 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 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

Citations4
Published2021
Admission routes1
Has abstractyes

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