Data · dataset · 2026
Python scripts for CBTI video quality and engagement analysis
Listed in ScienceDB
This dataset contains the Python scripts used for statistical analysis in the study "Cross-Platform Evaluation of Cognitive Behavioral Therapy for Insomnia (CBTI) Content Quality on Chinese Social Media: A Comparative Analysis of Chinese Short-Video Platforms".
Description
The scripts perform the following analyses: (1) Composite Quality Index (CQI) calculation with Min-Max normalization and weighted averaging; (2) Engagement Score computation using hierarchical weights (likes, comments, shares, collections); (3) Spearman rank correlation analysis with Fisher z-transformation for 95% confidence intervals; (4) Exploratory Factor Analysis (EFA) on engagement metrics; and (5) Sensitivity analysis for both CQI and engagement weighting schemes.
The code is accompanied by a README file and a requirements.txt file listing all dependencies.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.42859 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Medicine & Health · Psychology & Behavioral Science · Social Science
- Inferred from text
- Biological psychology 72% · Video 75%
Provenance · 1 source records, 14 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.42859 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:5202 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (72%) |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[modality].local:modality:video | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |