MétaCan
Menu
Back to cohort
Record W3131358623 · doi:10.1108/ijbpa-10-2020-0090

New home warranty schemes: developing a theoretical comparative framework using qualitative content analysis

2021· article· en· W3131358623 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueInternational Journal of Building Pathology and Adaptation · 2021
Typearticle
Languageen
FieldPsychology
TopicFacilities and Workplace Management
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsWarrantyOriginalityBusinessOrder (exchange)MarketingContent analysisQualitative researchOperations managementEngineeringSociologyFinancePolitical science

Abstract

fetched live from OpenAlex

Purpose The housing construction industry is one of the most lucrative sectors for developed countries. However, homebuyers are often vulnerable when left with latent building defects in their new-build house. Many nations have thus implemented new home warranty schemes to protect consumers and stimulate residential production. These warranty programs vary excessively from state to state given the distinct nature of environments. Previous studies have attempted to compare one with another but did not apply a consistent comparative method when doing so. Therefore, the purpose of this study is to identify the characteristics defining a new home warranty and to develop a standardised comparative framework. Design/methodology/approach After evaluating the characteristics outlined in multiple home warranty programs, a qualitative content analysis method was used to establish coding, categories and themes in order to create the framework. The methodology relied mostly on cross-referencing from academic papers, methodical reviews, government documents and professional consultant reports. Findings This paper reviewed warranty schemes from six countries: Canada, United Kingdom, Australia, Japan, France and Malaysia. The findings suggest that home warranty programs are defined by five main themes: political involvement; homeowner protection; financial sustainability; quality management; and dispute resolution. At the end, the research created a comparative framework of 101 codes that could be used to accurately measure the efficiency of a home warranty scheme. Originality/value Gathering all defining characteristics of new housing warranties into a unique comparative framework rectifies a gap in the literature. Such a flexible tool will aid future practitioners in the field to undertake comparative case study analysis through qualitative research methods.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.560
Threshold uncertainty score0.438

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.165
GPT teacher head0.426
Teacher spread0.261 · 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