HIV/AIDS Risk Factors as Portrayed in Mass Media Targeting First Nations, Métis, and Inuit Peoples of Canada
Bibliographic record
Abstract
PURPOSE: The purpose of this study was to describe the coverage and portrayal of human immunodeficiency virus/acquired immune deficiency syndrome (HIV/AIDS) risk factors as framed in newspaper targeting Aboriginal (First Nations, Métis, and Inuit) peoples in canada. METHODS: From a sample of 31 Aboriginal newspapers published in English from 1996 to 2000, 14 newspapers were randomly selected. Of 167 articles published on HIV/AIDS during this time period, all anecdotal (n=34) and an approximate 25% random sample of scientific (n=32) articles were analyzed using both quantitative (coding reliability and frequencies) and qualitative (in-depth content analysis) analyses. RESULTS: Individual risk factors for HIV/AIDS were described in 74%, (49/66) of the articles and included unprotected sexual intercourse (20/49 or 41%), sharing of needles for injection drug use (IDU; 16/49 or 33%), infected blood transfusions (3/49 or 6%), and vertical transmission from mother to a baby (10/49 or 20%). Additional risk factors of alcohol use and poverty were mentioned in 29% and 25% of the articles. In addition to the well-recognized HIV/AIDS risk groups of prostitutes and homosexual men, sexual abuse victims, prisoners, and women were identified in aboriginal newspapers as being at risk. Although Aboriginal women were identified as being at high risk, the newspaper coverage also emphasized their lack of knowledge regarding HIV/AIDS. Heterosexual men were not mentioned as being at risk for HIV/AIDS in the newspaper articles. BACKGROUND: The prevalence of HIV/AIDS is higher among Canadian Aboriginals than in the general population. Local and community newspapers are an important channels for the dissemination of health information for isolated, rural, and aboriginal communities. INTERPRETATION: The findings show that Aboriginal media identify high-risk groups and individualistic risk factors for HIV/AIDS within a public health perspective.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".