Table 1.
Decision logic for retaining the three-cluster psychological typology in the exploratory clustering procedure.
| Decision aspect | Rationale | Interpretive role in this study |
|---|---|---|
| Measurement basis | The three psychological dimensions were derived from the validated questionnaire structure, including self-esteem and inferiority, loneliness and loss, and sensitivity and fear. | Provides the psychological structure for subgroup classification and ensures that the clustering procedure is grounded in the measurement design rather than in arbitrary grouping. |
| Exploratory clustering logic | Hierarchical clustering was first used to inspect whether the standardized psychological variables formed interpretable subgroup structures. K-means clustering was then used to refine group membership. | Explains why a two-step clustering strategy was adopted and how the final typology was generated from the questionnaire data. |
| Cluster interpretability | The three-cluster solution produced clearly distinguishable psychological profiles: an intermediate group, a psychologically vulnerable or sub-healthy group, and a healthier group. | Supports the use of PTA, PTB, and PTC as meaningful psychological types rather than as minor statistical fluctuations. |
| Subgroup usability | Each cluster contained a sufficient number of cases for subsequent descriptive comparison and inferential analysis. | Avoids excessive fragmentation of the sample and allows meaningful comparison of residential preferences, activity participation, and facility demands across groups. |
| Analytical consistency | The retained psychological types corresponded meaningfully with differences in physical function, residential preference, activity participation, color preference, and supportive facility demand. | Links psychological classification to the human–environment systems framework and to the empirical analysis of residential demands. |
| Scope control | The typology is used for exploratory differentiation of residential demands rather than for clinical diagnosis or universal psychological classification. | Prevents overinterpretation of the clustering results and clarifies the boundary of the study's methodological claims. |
| Contribution to ISDM development | The three psychological types provide a basis for translating heterogeneous residential needs into differentiated inclusive spatial design strategies. | Connects the clustering results with the proposed inclusive spatial design model and supports the practical design-oriented contribution of the study. |