Citation Analysis

Detecting and Mitigating Treatment Leakage in Text-Based Causal Inference: Distillation and Sensitivity Analysis
Adel Daoud, Richard Johansson, Connor T. Jerzak
https://arxiv.org/abs/2601.02400

Citation mentions

Cited references

Sections

10,358

Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

#	Mentions	Breadth	Sec. Wtd	Share	Composite	Main %
1	5	3	9.0	0.060	1.000	100%
2	4	3	8.0	0.048	0.928	100%
3	3	3	5.0	0.036	0.843	100%
4	3	3	5.0	0.036	0.843	100%
5	3	3	5.0	0.036	0.843	100%
6	3	3	6.0	0.036	0.843	100%
7	4	2	6.0	0.048	0.811	100%
8	4	2	6.0	0.048	0.811	100%
9	3	2	5.0	0.036	0.737	100%
10	4	1	4.0	0.048	0.644	100%
11	2	2	3.0	0.024	0.644	100%
12	2	2	3.0	0.024	0.644	100%
13	2	2	3.0	0.024	0.644	100%
14	2	2	4.0	0.024	0.644	100%
15	2	2	4.0	0.024	0.644	100%
16	2	2	4.0	0.024	0.644	100%
17	2	1	4.0	0.024	0.511	100%
18	2	1	4.0	0.024	0.511	100%
19	1	1	1.0	0.012	0.406	100%
20	1	1	1.0	0.012	0.406	100%
21	1	1	2.0	0.012	0.406	100%
22	1	1	2.0	0.012	0.406	100%
23	1	1	2.0	0.012	0.406	100%
24	1	1	2.0	0.012	0.406	100%
25	1	1	2.0	0.012	0.406	100%
26	1	1	2.0	0.012	0.406	100%
27	1	1	2.0	0.012	0.406	100%
28	1	1	2.0	0.012	0.406	100%
29	1	1	2.0	0.012	0.406	100%
30	1	1	2.0	0.012	0.406	100%
31	1	1	2.0	0.012	0.406	100%
32	1	1	2.0	0.012	0.406	100%
33	1	1	2.0	0.012	0.406	100%
34	1	1	2.0	0.012	0.406	100%
35	1	1	2.0	0.012	0.406	100%
36	1	1	2.0	0.012	0.406	100%
37	1	1	2.0	0.012	0.406	100%
38	1	1	2.0	0.012	0.406	100%
39	1	1	2.0	0.012	0.406	100%
40	1	1	2.0	0.012	0.406	100%
41	1	1	2.0	0.012	0.406	100%
42	1	1	2.0	0.012	0.406	100%
43	1	1	2.0	0.012	0.406	100%
44	1	1	2.0	0.012	0.406	100%
45	1	1	2.0	0.012	0.406	100%
46	1	1	2.0	0.012	0.406	100%
47	1	1	2.0	0.012	0.406	100%
48	1	1	2.0	0.012	0.406	100%
49	1	1	2.0	0.012	0.406	100%

Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.