Immunity & Ageing

Table 2 Averages and standard deviations of the rmse on the validation set of 100 separate runs of the non-gated and gated model for the health measure tested and the mean values for these measures. In bold are the health measures for which the models were able to make successful predictions (rmse < mean/3)

From: Novel approach to analysis of the immune system using an ungated model of immune surface marker abundance to predict health outcomes

	Continuous		Gated		Mean
	rmse	std rmse	rmse	std rmse
Age	8.705	0.336	13.732	0.961	67.105
Mortality	0.255	0.022	0.264	0.022	0.058
Religion	2.208	0.104	2.335	0.109	2.260
Self-assessed Health	0.840	0.030	0.961	0.046	3.072
Frailty	1.154	0.048	1.302	0.057	0.830
MMSE	3.344	0.332	4.497	0.308	27.835
Comorbidity	1.982	0.101	2.291	0.127	2.322
High blood Pressure	0.616	0.029	0.679	0.034	0.432
High cholesterol	0.626	0.024	0.714	0.037	0.464
Diabetes	0.413	0.026	0.481	0.034	0.136
Stroke	0.234	0.020	0.243	0.02	0.040
Heart attack	0.277	0.021	0.305	0.025	0.053
Atrial fibrillation	0.220	0.022	0.234	0.017	0.034
Eye problem	0.594	0.022	0.611	0.032	0.301
Asthma	0.263	0.020	0.298	0.032	0.049
Arthritis	0.428	0.022	0.481	0.023	0.141
Osteoporosis	0.277	0.035	0.301	0.027	0.049
Gastrointestinal problem	0.352	0.026	0.367	0.037	0.088
Thyroid problem	0.275	0.027	0.287	0.027	0.049
Cancer	0.219	0.025	0.216	0.017	0.034
Depression	0.214	0.020	0.241	0.047	0.032

Back to article page

ISSN: 1742-4933

Contact us

General enquiries: journalsubmissions@springernature.com