Funding received from breastmilk substitute manufacturers and policy positions of national maternity care provider associations: an online cross-sectional review
Bibliographic record
Abstract
OBJECTIVES: Maternity care providers play an essential role in supporting women to breast feed. It is critical that their professional associations limit influence from breastmilk substitute (BMS) manufacturers. Aims of this study were (i) to examine whether maternity care provider associations had policy or positions statements addressing BMS marketing and (ii) to explore the type of funding received by these associations. DESIGN: An online cross-sectional review. SETTING: National or regional maternity provider professional associations in Australia, New Zealand, the USA, Canada and the UK. PARTICIPANTS: Twenty-eight maternity care provider (obstetricians, midwives, nurses and others involved in perinatal care) professional association websites. INTERVENTIONS: Websites were examined from November 2019 to October 2020. PRIMARY AND SECONDARY OUTCOME MEASURES: Evidence of BMS industry funding and policy or position statements addressing acceptance of funding from industries such as BMS. RESULTS: Policies addressing the BMS industry were found for 14 associations (50%). UK-based associations (5/5, 100%) and perinatal associations (4/6, 67%) were most likely to have a policy. Six associations (6/28, 21%) received some form of BMS financial support. The highest rates of BMS support were seen in the form of event advertising (5/28, 18%); closely followed by event sponsorship (4/28, 14%). At a provider level, obstetric associations had the highest rates of BMS support (2/4, 50%). At a country level, US-based associations were most likely to receive BMS support (3/7, 43%). CONCLUSIONS: BMS industry financial support was received by one-fifth of maternity care provider associations. Half of these associations had policies addressing BMS marketing. BMS industry support can create conflicts of interest that can threaten efforts to support, protect and promote breast feeding. Healthcare provider associations should avoid BMS funding and at a minimum have policy or position statements addressing BMS marketing.
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 | 0.017 | 0.088 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.012 | 0.015 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".