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Record W4407884681 · doi:10.1080/14746689.2024.2429032

Dark days of Indian democracy: A historical study on the portrayal, censorship, and representation of ‘Indian emergency’ in Malayalam cinema

2024· article· en· W4407884681 on OpenAlexaff
Sony Jalarajan Raj

Bibliographic record

VenueSouth Asian Popular Culture · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicSouth Asian Cinema and Culture
Canadian institutionsMacEwan University
Fundersnot available
KeywordsMalayalamCensorshipMovie theaterRepresentation (politics)DemocracyHistoryMedia studiesPolitical scienceSociologyComputer scienceLawArtificial intelligencePoliticsArt history

Abstract

fetched live from OpenAlex

India, the biggest democracy in the world, once experienced the worst oppression in its history when the late Prime Minister Indira Gandhi declared a state of emergency, on 25 June 1975. Civil liberties and personal freedom were curbed, using the constitutional powers under Article 352 of the Indian Constitution. Creativity faced the biggest casualty during the Emergency until it was withdrawn on 21 March 1977. The Southern state of Kerala being the most politically conscious and creatively corrective population, its own cinema in the Malayalam language was ineffective in its immediate response to the event. However, traces of resistance can be found in this crisis, and they are often demonstrated in tactical ways to escape the omnipotence of a censorship system. This article argues that Malayalam cinema categorically avoided representing the historical authenticity of the Emergency, on the contrary, it adopted a strategic disavowal to depoliticize it by manipulating narratives that do not identify themselves as a constructive form of resistance. Such a discourse is a new form of apolitical resistance that continues to be a characteristic of modern states sustained by political order and cultural hegemony. The spatial and temporal dimensionality of this recalcitrance was reflected in the Emergency cinema of Malayalam as ideological, personalized, and allegorical texts of narrative modes. This paper historically explores these modes as well as the role, responsibility, and status of Malayalam cinema during the political crisis of the Emergency.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score0.741

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.031
GPT teacher head0.258
Teacher spread0.227 · 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.

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

Citations0
Published2024
Admission routes1
Has abstractyes

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