The Utilization of Antenatal Services in Remote Manitoba First Nations Communities
Bibliographic record
Abstract
The purpose of this study was to describe the utilization of antenatal services by First Nations women in four northern Manitoba communities between January, 1996 and December 1996, and to explore possible relationships between the women's behaviors and antenatal clinic attendance. This study indicated that First Nations women received an optimal level of antenatal service. On average, the women first came to the nursing station in the ninth week of pregnancy and saw the health care provider generally a nurse, ten times for routine visits before maternal evacuation. A minority of women, however, had fewer than five visits. The frequency of routine antenatal clinic attendance was explained by the linear multiple regression model. A higher number of past pregnancies was associated with a decrease in the number of routine antenatal visits, while the number of pregnancy losses predicted the number of visits, after other variables had been taken into account. Married marital status was a positive predictor for the early initiation of care, after past pregnancies and risk score have been taken into account.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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".