Data · dataset · 2024
Simulation of Isolation over time
Listed in Teesside University Research Data Repository
Purpose: The dataset simulates the progression of isolation over time, incorporating various aspects of isolation and potential intervention strategies.
Description
Components: Time: The dataset covers a simulated time period of 10 units, divided into 1000 equally spaced time points. Isolation Components: Withdrawal: Represented by a sine wave function, suggesting fluctuations in withdrawal tendencies.
Rejection: Represented by a negative cosine wave function, indicating potential oscillations in feelings of rejection. Depression: Modelled by an exponentially decaying function, implying a gradual decrease in depression over time. Anxiety: Represented by a sine wave function with double the frequency, suggesting more rapid changes in anxiety levels.
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Interventions: Early Intervention: Aims to reduce the impact of withdrawal by halving its values when they exceed a threshold of 0.5. Coping Mechanisms: Represented by a placeholder function (to be replaced with a more accurate model), suggesting potential mitigation of depression symptoms. Model: The isolation_model function combines the values of each isolation component at a given time point to produce an overall isolation level.
It also integrates the effects of interventions, modifying withdrawal and depression values based on their respective strategies. Visualisation: The code generates a plot of isolation levels over time, allowing for visual analysis of the simulated progression and the impact of interventions. Key Points: The dataset is simulated, not based on real-world measurements.
The functions for isolation components and interventions are simplified representations. The primary focus is on exploring the interplay of isolation factors and potential intervention effects. Next Steps: Refine Intervention Models: Replace placeholder functions with more realistic representations of intervention strategies.
Validate with Real-World Data: Compare simulated results with empirical data to assess model accuracy. Explore Additional Factors: Incorporate other relevant factors that contribute to isolation, such as social support or personality traits. Extend Timeframe: Simulate isolation over longer time periods to observe long-term trends and intervention outcomes.
Links
Where it is published
- DOI doi.org/10.17632/dzwgsrrvzc.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Philosophy of mind · Psychology & Behavioral Science · Social Science
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/dzwgsrrvzc.1 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:500315 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Philosophy of Mind'] |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · researchdata tees ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |