Table 4.

Rank of predictor and significant causality results for Lyon.

Rank of Predictor	Number of repetitions	Percentage (%)	AC	AUPRC
PM2.5 → PM10	17,894	0.80	4.646	False
PM2.5 ← PM10	17,852	0.80	4.546	False
lnPM2.5 → lnPM10	18,111	0.80	4.546	False
lnPM2.5 ← lnPM10	18,565	0.80	4.646	False
dPM2.5 → dPM10	18,749	0.80	4.466	False
dPM2.5 ← dPM10	18,162	0.80	4.495	False
sPM2.5 → sPM10	17,429	0.80	4.495	False
sPM2.5 ← sPM10	17,422	0.80	4.949	False
d.lnPM2.5 → d.lnPM10	17,411	0.80	4.498	False
d.lnPM2.5 ← d.lnPM10	18,412	0.80	4.949	False
PM2.5 → Deaths	20,545	0.80	4.195	True
PM2.5 ← Deaths	20,555	0.80	4.498	False
lnPM2.5 → lnDeaths	17,165	0.80	4.495	False
lnPM2.5 ← lnDeaths	17,166	0.80	4.984	False
dPM2.5 → dDeaths	17,495	0.80	4.495	True
dPM2.5 ← dDeaths	17,162	0.80	4.202	False
sPM2.5 → sDeaths	17,165	0.80	4.495	False
sPM2.5 ← sDeaths	17,166	0.80	4.100	False
d.lnPM2.5 → d.lnDeaths	18,522	0.80	4.100	False
d.lnPM2.5 ← d.lnDeaths	18,522	0.80	4.100	False
PM10 → Deaths	18,523	0.80	4.949	True
PM10 ← Deaths	18,852	0.80	4.115	False
lnPM10 → lnDeaths	19,520	0.80	4.115	False
lnPM10 ← lnDeaths	19,412	0.80	4.119	False
dPM10 → dDeaths	19,444	0.80	4.491	True
dPM10 ← dDeaths	19,521	0.80	4.495	False
sPM10 → sDeaths	19,226	0.80	4.295	False
sPM10 ← sDeaths	20,212	0.80	4.198	False
d.lnPM10 → d.lnDeaths	20,196	0.80	4.195	False
d.lnPM10 ← d.lnDeaths	20,559	0.80	4.195	False

Notes: AC: Average Causality value; AUPRC: Area Under the Precision Recall Curve. True: P-Value < 0.05. False: P-Value ≥ 0.05. Number of repetitions: number of retries (0 and 1) carried out by the machine. Percentage (%): expected success rate compared to an opposite event.