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Record W2118124550

Informal Settlements as Spatial Outcomes of Everyday Forms of Resistance: The Case of Three Depressed Communities in Quezon City

2012· article· en· W2118124550 on OpenAlexaboutno aff
Marco Stefan B. Lagman

Bibliographic record

VenuePhilippine Social Sciences Review · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicPhilippine History and Culture
Canadian institutionsnot available
Fundersnot available
KeywordsResistance (ecology)DisadvantagedArgument (complex analysis)Human settlementPoliticsSociologyResource (disambiguation)State (computer science)Economic growthPublic relationsPolitical scienceGeographyLawEconomicsArchaeology
DOInot available

Abstract

fetched live from OpenAlex

Informal settlements in the past decades have become ubiquitous features of the Philippine urban landscape that are commonly perceived in a negative light in Filipino popular culture. This paper puts forward a countervailing argument that more than being places of blight and despair, these communities, in reality, can not only be considered as the product of the urban poor’s need to access a scarce resource (i.e., living space) but also as spatial outcomes of a disadvantaged group’s continuing resistance against the state and the more socioeconomically advantaged sectors, particularly with respect to how resources in society should be distributed. Through key informant interviews and field observations in the informal settlements of Lookan, Mehan and Labrador1 in Quezon City, I argue that the methods employed by the residents of informal communities enable them to appropriate for themselves urban space that they do not legally own, and in the process utilize, develop, manage, and protect these usurped lands into viable spaces for living. Moreover, residents make a living in the areas they occupy without either the approval of its legal owners or the direct supervision and management of the state. These strategies reflect characteristics that are similar to activities that political scientist James C. Scott (1985) has classified as “the weapons of the weak” or the “everyday forms of resistance” of marginalized groups and adds a geographic component to the said paradigm.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.523
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.081
GPT teacher head0.374
Teacher spread0.293 · 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 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

Citations6
Published2012
Admission routes1
Has abstractyes

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