Group-Based Direct and Indirect Approaches to Language Therapy for Children With Developmental Language Disorder: a Pre-Experimental Study
Bibliographic record
Abstract
Developmental Language Disorder (DLD) is among the most frequent communication disorders in early childhood. It affects the quality of the child’s academic and social life. Speech-language therapy to counter this impairment is usually individual and based on a direct approach with the therapist. New approaches begin to emerge, involving group settings, as well as indirect involvement of a parent who is constantly monitored and supervised by the therapist. Group and indirect therapies are infrequently used in Croatia, even though their effectiveness is well demonstrated worldwide. The aims of the current study were: 1) to examine whether two approaches to language therapy: group-based direct and indirect at home, can foster early literacy in children with DLD, and 2) to gain insight into parental perception of group therapy and how they perceived its potential influence on their children’s lives. It has a pre-experimental design and thus presents the first step towards an evidence-based effectiveness study. Eight children and their parents participated in the programme. Children’s language progress was measured using language tests before and after the programme, and parents’ perception of the therapy was evaluated using a post-programme questionnaire. The results suggest that group-based direct and indirect approaches can foster early literacy in preschool children with DLD. Parental perception of the therapy was positive; they expressed strong trust in the therapy and reported finding it useful for their children. The outcomes of the present pre-experimental study further corroborate positive effects of carefully planned therapies and serve as a step forward in conducting effectiveness studies in order to establish evidence-based practices in Croatia. Keywords: developmental language disorder, pre-experimental study, group language therapy, direct and indirect approaches, early literacy
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".