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Record W6931637154 · doi:10.5683/sp3/gm65t8

Survey of Household Spending, 1999 [Canada] [Excel]

2015· dataset· en· W6931637154 on OpenAlexaboutno aff

Bibliographic record

VenueBorealis · 2015
Typedataset
Languageen
FieldDecision Sciences
TopicReliability and Agreement in Measurement
Canadian institutionsnot available
Fundersnot available
KeywordsHousehold incomePrincipal (computer security)SpouseSurvey data collectionPaymentPensionFamily income

Abstract

fetched live from OpenAlex

The Survey of Household Spending provides detailed information on household expenditures, dwelling characteristics, and ownership of household equipment such as appliances, audio and video equipment, and vehicles. Expenditure categories include: shelter expenses, furnishings and equipment, cost of running the home, communications, child care, food, alcohol and tobacco products, clothing, gifts, medical and health care, transportation and travel, recreation, reading materials, education , taxes, insurance payments and pension contributions. Dwelling characteristics include: type of dwelling, repairs needed (major, minor, none), tenure, year of move, period of constr uction, number of rooms, number of bathrooms, principal heating equipment and fuel, age of principal heating equipment, principal heating fuel for hot water, and principal cooking fuel. Household equipment includes: washing machines, dryers, dishwashers, refrigerators, freezers, air conditioners, telephones, cellular phones, compact disc players, cablevision, video cassette recorders, computers, modems, internet use from home, televisions, and vehicles. Characteristics of the household, reference person, and spouse of reference person are also provided. The annual Survey of Household Spending replaces the Family Expenditure (FAMEX) Survey which was conducted approximately every four years. The last FAMEX survey was for the reference year 1996. Content from the former annual Household Facilities and Equipment (HFE) Survey is also included in the Survey of Household Spending. The last HFE survey was for the reference year 1998. Please note that when comparing data to the HIFE files, HIFE Reference Year refers to the year in which the data was collected - based on previous year's income and spending. Therefore HIFE Reference Year 1998 collected data based on the 1997 income year. Conversly, the SHS (Survey of Household Spending) uses the term Reference Year to indicate the year of the income and spending rather than the year the data was collected. Therefore, in SHS, the 1999 Reference Year refers to 1999 income and spending, not the year (2000) in which the data was collected.

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)0.001
metaresearch head score (Gemma)0.004
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: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.031
Threshold uncertainty score0.132

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.021
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0230.009

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 head0.284
GPT teacher head0.369
Teacher spread0.084 · 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
GenreDataset

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
Published2015
Admission routes1
Has abstractyes

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