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Record W4380876342 · doi:10.5744/bi.2023.0006

Emerging Adolescence

2023· article· en· W4380876342 on OpenAlexaff
Lauren Avery, Mary Lewis

Bibliographic record

VenueBioarchaeology International · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicForensic Anthropology and Bioarchaeology Studies
Canadian institutionsMcMaster University
Fundersnot available
KeywordsBioarchaeologySituatedPeriod (music)Developmental psychologyPsychologyAdolescent developmentGender studiesSociologyAnthropologyAesthetics

Abstract

fetched live from OpenAlex

Adolescence is marked by a wide range of biological, social, and neurological changes. Adolescents are stereotypically viewed as reckless, impulsive, and troubled, but research across the social and biomedical sciences is demonstrating that this is a narrow view of a dynamic period of life. Now, research is showing that adolescents are frequently responsible for the creation and transmission of new ideas and practices and for the creation of new social bonds, which can contribute to personal and community growth. In short, adolescents are key to the development and success of a community. The bioarchaeological study of adolescence not only speaks to the experiences of adolescents but also captures the life of a community, especially as this period encapsulates early life experiences and lays the foundations for later adult health outcomes. Consequently, the study of adolescence in past populations provides deep-time insights into adolescence as a uniquely human experience. This special issue of Bioarchaeology International focuses on newly developing work within the bioarchaeological study of adolescence, demonstrating how researchers can use bioculturally informed research to advance our understanding of adolescence in the past. In doing so, we demonstrate where the study of adolescence has come from, where it is presently situated, and where we may take it moving forward, as the study of adolescence not only emerges but also flourishes.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.028
Threshold uncertainty score0.095

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.002
Scholarly communication0.0050.003
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0280.007

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 head0.032
GPT teacher head0.289
Teacher spread0.256 · 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 designObservational
Domainnot available
GenreEmpirical

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

Citations8
Published2023
Admission routes1
Has abstractyes

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