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
<p class="Standard">This paper presents a methodology for assessing a child’s capacity to identify primary affective states, affect regulation, and affective experiences in a non-threatening manner. The methodology can be used with children from ages three years thru age nineteen years.</p><p class="Standard">Background</p><p class="Standard">A thorough assessment includes an evaluation of a person’s capacity to identify and regulate emotions. Affect regulation requires the capacity to identify internal experiences of emotions. The Heart Drawing was developed as a non-threatening method for assessing a child’s capacity to identify emotions. Most children enjoy drawing and the Heart Drawing is usually experienced by the child as non-threatening and enjoyable.</p><p class="Standard">The Heart Drawing is a new, easy to use, and efficient tool that allows the clinician to assess a child’s affect regulation functioning, affective range, and experience in a non-threatening manner. It can also be used to assess a child’s insightfulness and capacity to identify internal affective experiences.</p><p class="Standard">Method</p><p class="Standard">The child is asked to select colors for the feelings expressive of mad, sad, glad, and scared from a group of nine primary colors. The child is then asked to draw a heart and to fill in the heart with the amount of each feeling that the child usually feels.</p><p class="Standard">Results</p><p class="Standard">Administration and discussion usually takes ten to fifteen minutes.</p><p class="Standard">Conclusion</p><p class="Standard">The article presents examples of drawings by children with various diagnoses and conditions along with a normative drawing for comparison. The methodology has been found to be very helpful in assessing a child’s emotional status and capacity to regulate emotions.</p><p>Key Practitioner Message</p><p>1) Emotional regulation and the capacity to identify emotions is important for evaluation and treatment.</p><p>2) Projective drawing methods can be useful in assessing a person’s ability to identify and regulate emotions.</p><p>3) The Heart Drawing is an efficient and effective method for assessing a person’s capacity to identify and regulate emotions.</p>
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.
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 | 0.001 |
| 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) | 0.001 | 0.002 |
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