Youth Research under the Microscope: A Conceptual Analysis of Youth Information Interaction Studies
Bibliographic record
Abstract
Abstract Youth information interaction (YII) research has focused on challenges youth encounter when interacting with information across different contexts. Although these studies have been fundamental to outline youth information behaviour, the absence of YII theoretical frameworks might limit our approach to contemporary issues, such as the increased use of apps and mobile devices for information searching. This paper presents a conceptual analysis of studies conducted between 1997–2020 to explore predominant epistemological stances and cognitive frameworks in YII. The conceptual analysis generated five typologies operationalizing YII studies in seven categories: epistemological stance, knowledge assumption, cognitive framework, study type, study design, theoretical framework, study outcomes, and applications. The findings suggest that YII research have converged to empiricist and rationalist stances supporting exploratory approaches. These findings elicit the urgency for the development of theoretical frameworks that support the validity of YII phenomena with the purpose of developing a new agenda for YII research.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.008 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".