Classification of caesarean section and normal vaginal deliveries using foetal heart rate signals and advanced machine learning algorithms

Table 1 Caesarean section outcome measures

ID	Age	pH	BDecf	pCO₂	BE	Apgar1	Apgar5	Dev type
2001	30	7.03	22.52	2.8	−23.7	10	10	2
2002	39	7.27	3.75	6.5	−4.5	7	4	2
2003	25	6.96	16.96	7.2	−19	6	8	2
2004	34	6.95	11.44	11.6	−15.3	6	8	2
2005	31	7.25	3.47	7	−5.5	10	10	2
2006	32	7.29	NaN	NaN	NaN	10	10	2
2007	27	7.04	20.42	3.8	−21.8	10	10	2
2008	26	6.98	13.43	9.3	−16.7	5	7	2
2009	21	6.96	20.34	5.4	−23	10	10	2
2010	19	7.3	−0.48	7.2	−1.5	10	10	2
2011	37	7.01	12.1	9.2	−14.8	3	7	2
2012	26	7.29	−0.44	7.4	−1.4	9	9	2
2013	27	6.85	22.63	6.4	−25.3	8	8	2
2014	34	7.32	2.28	6	−3.2	10	10	2
2015	29	7.33	4.15	5.3	−5.1	9	10	2
2016	38	7.27	1.88	7.1	−3.8	9	10	2
2017	34	7.32	−0.16	6.7	−2	10	10	2
2018	30	7.31	3.93	5.7	−5	10	10	2
2019	31	7.29	4.13	6	−5.6	9	9	2
2020	28	7.15	3.09	9.6	−5.8	4	7	2
2021	28	7.3	0.19	7	−2.2	9	10	2
2022	31	7.28	−0.38	7.6	−1.6	9	10	2
2023	28	6.98	14.49	8.7	−17.4	6	8	2
2024	39	7.01	7.14	12.1	−10.9	2	4	2
2025	29	6.99	12.61	9.5	−16	8	8	2
2026	32	7.23	−0.13	8.7	−2.1	10	10	2
2027	26	7.31	1.88	6.3	−3.2	9	10	2
2028	36	7.18	4.82	8.1	−7.2	8	9	2
2029	34	7.28	1.22	7.1	−3.4	10	10	2
2030	42	7.04	26.11	0.7	−26.8	10	10	2
2031	26	7.29	1.52	6.8	−2.9	9	9	2
2032	35	7.26	3.14	6.9	−4.7	9	10	2
2033	26	7.39	0.86	5.2	−1.5	9	9	2
2034	34	7.34	NaN	NaN	NaN	9	9	2
2035	27	7.26	2.23	7.2	−4.3	8	9	2
2036	34	7.29	2.5	6.5	−3.7	5	7	2
2037	29	7.25	1.09	7.8	−3	9	10	2
2038	27	7.36	3.5	5	−4	5	8	2
2039	29	7.32	−0.51	6.8	−0.5	9	10	2
2040	23	7.23	5.27	6.8	−7	2	6	2
2041	32	7.37	3.69	4.8	−3.1	9	9	2
2042	27	7.33	−0.5	6.6	−0.8	9	10	2
2043	26	7.08	10.92	7.9	−13.3	8	9	2
2044	27	7.02	9.13	10.6	−12.3	8	8	2
2045	32	7.03	8.91	10.4	−12.2	7	9	2
2046	19	7.01	NaN	NaN	NaN	5	7	2

ISSN: 1475-925X