Table 7.

Federated machine learning implementations in CVDs prediction.

Ref	Disease	FL Beats ML (Performance)	Real-World Implementation	Disease-Oriented	Wearable
[103]	CVDs	No	No	No	No
[104]		No	Yes	No	Yes
[105]		No	No	No	No
[108]		No	No	No	No
[109]		No	No	Yes	No
[110]		Yes	No	No	No
[112]		No	No	No	No
[116]	Diabetes	Yes	No	Yes	No
[117]		Same	No	Yes	No
[118]		Yes	No	Yes	No
[119]		No	No	Yes	No
[121]		Not available	No	Yes	No
[122]		Yes	No	Yes	No
[130]	Cancer	Yes	No	Yes	No
[132]		Same	No	Yes	No
[134]		Same	No	Yes	No
[135]		Same	No	Yes	No
[136]		Same	No	Yes	No
[138]		Yes	No	Yes	No
[139]		Yes	No	Yes	No
[140]		Not available	No	Yes	No
[141]		Yes	No	Yes	No
[142]		Not available	No	Yes	No
[143]		No	No	Yes	No
[144]		No	No	Yes	No
[145]		Not available	No	Yes	No