The Metacognitive Knowledge of Adolescent Students During the Information Search Process
Bibliographic record
Abstract
The study used naturalistic methods to investigate the metacognitive knowledge of 10 adolescents as they searched for, selected, evaluated, and used information for a school-based, inquiry project. The study identified thirteen attributes of metacognitive knowledge related to the information search process: Knowing your strengths and weaknesses, knowing that you don’t ...Cette étude a utilisé les méthodes naturalistes pour examiner les connaissances métacognitives de 10 adolescents lors des processus de recherche, sélection, évaluation et utilisation de l’information, dans le cadre d’un projet de recherche scolaire. L’étude a identifié treize attributs de connaissances métacognitives liés au processus de recherche d’information : connaître ses forces et ses faiblesses, savoir qu’on ne connaît pas …
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.003 | 0.007 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".