Table 5.
Warning signs | Exploratory factor analysis | Latent class analysis | Item‐scale correlationsa | ||||||
---|---|---|---|---|---|---|---|---|---|
Factor loadings | Class 1 (high awareness) | Class 2 (moderate awareness) | Class 3 (poor awareness) | ||||||
Breast shape changes | Breast pain and lump | Yes | No | Yes | No | Yes | No | ||
Change in nipple position | 0.645 | 83.19 | 16.81 | 25.06 | 74.94 | 0.25 | 99.75 | 0.472 | |
Pulling in of nipple | 0.731 | 63.7 | 36.3 | 8.82 | 91.18 | 0.04 | 99.96 | 0.462 | |
Puckering/dimpling | 0.718 | 81.9 | 18.1 | 15.17 | 84.83 | 2.45 | 97.55 | 0.502 | |
Lump in breast | 0.787 | 95.16 | 4.84 | 83.01 | 16.99 | 15.26 | 84.74 | 0.541 | |
Redness of skin | 0.635 | 69.26 | 30.74 | 15.78 | 84.22 | 0.06 | 99.94 | 0.450 | |
Change in size | 0.420 | 0.503 | 88.88 | 11.12 | 30.82 | 69.18 | 0.49 | 99.51 | 0.483 |
Pain in breast/armpit | 0.686 | 90.45 | 9.55 | 68.68 | 31.32 | 9.65 | 90.35 | 0.606 | |
Discharge from nipple | 0.574 | 94.53 | 5.47 | 56.75 | 43.25 | 0.08 | 99.92 | 0.569 | |
Nipple rash | 0.691 | 82.36 | 17.64 | 14.84 | 85.16 | 0.05 | 99.95 | 0.522 | |
Lump under armpit | 0.751 | 95.11 | 4.89 | 71.18 | 28.82 | 0.31 | 99.69 | 0.590 | |
Change in shape | 0.507 | 0.464 | 94.02 | 5.98 | 32.08 | 67.92 | 0.5 | 99.5 | 0.499 |
Variance explainedb (%) and class sizec (%) | 26.98%b | 23.67%b | 12.83%c | 60.97%c | 26.2%c |
Factor loadings <0.4 are not shown for simplicity.
Phi's correlation coefficients between each item and its own domain (extracted classes) corrected for overlap.
Variance explained resulted from factor analysis.
Class size resulted from latent class analysis.