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Record W4392718687 · doi:10.3368/hopp.65.2.210

Contraception in the Classroom

2024· article· en· W4392718687 on OpenAlexaff
Jenna Healey

Bibliographic record

VenueHistory of Pharmacy and Pharmaceuticals · 2024
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsQueen's University
Fundersnot available
KeywordsPsychologyMedicine

Abstract

fetched live from OpenAlex

Abstract This article traces the history of Straight Talk, a sex education curriculum introduced into U.S. high schools in the mid‐1980s. Straight Talk was sponsored by Ortho Pharmaceutical, who offered the program as a “public service” to combat the so‐called epidemic of teenage pregnancy that had inspired panic on both sides of the political spectrum. In fact, Straight Talk was part of a campaign to promote Ortho’s newest product: the low‐dose, multiphasic pill Ortho‐Novum 7/7/7. Drawing on media reports, curricular materials and public relations (PR) documents, I argue that Straight Talk is a prime example of “shadow marketing” in the pharmaceutical industry, in which companies use PR strategies to skirt regulations on direct‐to‐consumer advertising. While on the surface Straight Talk looked like a typical comprehensive sex education curriculum, its bias toward the Pill—in particular, the low‐dose multiphasic pill—belied Ortho’s claims of neutrality. The curriculum’s promotion of the Pill also came at the expense of other contraceptive methods, such as the condom, a troubling omission in the age of HIV/AIDS.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.079
Threshold uncertainty score0.265

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0130.008
Scholarly communication0.0070.005
Open science0.0010.005
Research integrity0.0050.009
Insufficient payload (model declined to judge)0.0790.016

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 head0.099
GPT teacher head0.407
Teacher spread0.307 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

Explore more

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