Application of Standardized Observation Form in School Counselling in Taiwan: Exploratory Study with Children Exhibiting Internalizing and Externalizing Behavior Concerns
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The exploratory study investigated the impact of Child-Centered Play Therapy (CCPT) on children who present with internalizing and externalizing behavioral concerns through a single-case design. Two second-grade male children in northern Taiwan displaying clinical levels of internalizing or externalizing behavior problems underwent 9 weeks of weekly 40-minute CCPT sessions. The children’s parents and teachers completed the Child Behavior Checklist and Teacher’s Report Form before and after play therapy. Observational data were collected via the Direct Observation Form throughout the baseline, intervention, and follow-up phases. Observation data were evaluated through visual analysis. In-session play therapy notes and the children’s play therapy behavior scores were also analyzed. The participants’ internalizing and externalizing problem behaviors demonstrated slight decreases.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it