Rank: Statistics Canada (2023-03-16). Canadian Census of Population, 2021: Census Profiles: Families, Households, and Marital Status | Total - Household type - 100% data | Total - Marital status for the total population aged 15 years and over - 100% data | Total - Census families in private households by family size - 100% data | Average size of census families | Average number of children in census families with children | Total number of census families in private households - 100% data | Total - Persons in private households - 100% data | Total - Household type - 100% data | One-census-family households without additional persons | Couple-family households | With children | Without children | One-parent-family households | Multigenerational households | Multiple-census-family households | One-census-family households with additional persons | Two-or-more-person non-census-family households | One-person households | Total - Marital status for the total population aged 15 years and over - 100% data | Married or living common-law | Married | Living common law - Never married | Living common law - Separated | Living common law - Divorced | Living common law - Widowed | Not married and not living common-law | Not married and not living common law - Never married | 2 persons | 3 persons | 4 persons | 5 or more persons | Average size of census families | Average number of children in census families with children | Total number of census families in private households - 100% data | Total couple families | Married couples | With children | Without children | Common-law couples | With children | Without children | Total one-parent families | in which the parent is a woman+ | in which the parent is a man+ | Total - Persons in private households - 100% data | Total - Persons in census families | Married spouses or common-law partners | Parents in one-parent families | Children | In a two-parent family | In a one-parent family | Total - Persons not in census families in private households - 100% data | Living alone | Living with other relatives | Living with non-relatives only | Counts | Total, 2021. Sage Data. Sage Publishing Ltd. (Dataset). Dataset-ID: 075-005-003
Bibliographic record
Abstract
Reports metrics on family and household characteristics and marital status of the Canadian population. Statistics Canada defines “Census family” as a married couple and the children, if any, of either and/or both spouses; a couple living common law and the children, if any, of either and/or both partners; or a lone parent of any marital status with at least one child living in the same dwelling and that child or those children. All members of a census family live in the same dwelling. A couple may be of opposite or same sex. Children may be children by birth, marriage, common-law union, or adoption regardless of their age or marital status as long as they live in the dwelling and do not have their own married spouse, common-law partner, or child living in the dwelling. Grandchildren living with their grandparent(s) but with no parents present also constitute a census family. Household characteristics refer to characteristics of the person or group of persons occupying the private dwelling. Statistics presented include counts and rates, and are provided in total and by gender, where available.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.005 | 0.016 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.265 | 0.139 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".