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Record W7132603001

Erzurum’da Konut Piyasası İkilemi: Öğrenci Perspektifinden Özel Kiralık Konuta Erişim Sorunu

2025· article· tr· W7132603001 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAtaturk University - AVESIS · 2025
Typearticle
Languagetr
FieldSocial Sciences
TopicHuman Resources and Workforce
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)Quarter (Canadian coin)Government (linguistics)Boom
DOInot available

Abstract

fetched live from OpenAlex

<i><span style="font-size:9.0pt;mso-bidi-font-size:9.5pt;font-family:&quot;Times New Roman&quot;,serif;mso-fareast-font-family:&quot;Times New Roman&quot;;letter-spacing:-.1pt;mso-ansi-language:TR;mso-fareast-language:TR;mso-bidi-language:AR-SA">Son 20 yılda “Her ile birüniversite” politikasıyla artan üniversite sayısı, Anadolu kentlerinde öğrenciodaklı yeni bir kentleşme dinamiği yaratmıştır. Öğrenci sayısındaki ciddiartış, üniversite çevresindeki mahallelerde konut krizine yol açmış, konut fiyatlarınınyükselmesi ve kültürel uyumsuzluklar yerel halk ile öğrenciler arasında gerilimdoğurmuştur. Erzurum örneğinde yapılan bu çalışma, öğrencilerin özel kiralıkkonutlara erişimde yaşadığı zorlukları ve bu zorlukların çözüm yollarını yarıyapılandırılmış görüşmelerle analiz etmektedir. Araştırma, yüksek fiyatlarkadar, öğrenciler hakkındaki önyargıların — özellikle cinsiyet, etnik köken vegörünüşe dayalı — ayrımcılığı derinleştirdiğini ortaya koymaktadır. Çalışma,öğrenci konut piyasasının ekonomik fayda ile kültürel dışlamayı bir aradabarındıran ikircikli yapısına dikkat çekmektedir.</span></i>

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.350
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.016
GPT teacher head0.263
Teacher spread0.247 · 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