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Paper Citation Record · LEDGER

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety

As of 20 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2508.21722.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.21722 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:05:26.795717Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

72 of 72 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb53c918-318e-4ea8-8999-a02acc6cec56 · outbound

This paper cites Dashboard, 2020.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Dashboard, 2020

Reference 1

Resolution
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Observation 5b1a8acc-e724-4efc-99d8-210323debdb4 · outbound

This paper cites Characteristics of and public health responses to the coronavirus disease 2019 outbreak in china.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Characteristics of and public health responses to the coronavirus disease 2019 outbreak in china

Reference 2

Resolution
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Observation 750c3da3-e540-4134-a14c-88a9fa673bba · outbound

This paper cites Key lessons from the covid-19 public health response in australia.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Key lessons from the covid-19 public health response in australia

Reference 3

Resolution
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Observation 7558fb23-897e-4a9c-80bd-9083dd066022 · outbound

This paper cites The uk’s public health response to covid-19, 2020.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The uk’s public health response to covid-19, 2020

Reference 4

Resolution
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Observation b4f2078a-3e64-449a-9151-0001bf4fe5f1 · outbound

This paper cites Global prevalence and burden of depressive and anxiety disorders in 204 coun- tries and territories in 2020 due to the covid-19 pandemic.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Global prevalence and burden of depressive and anxiety disorders in 204 coun- tries and territories in 2020 due to the covid-19 pandemic

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 651856d5-efe3-40d6-bfd6-36d613d0c08f · outbound

This paper cites Addressing the mental health impact of covid-19 through population health.Clinical psychology review, 85:102006, 2021.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Addressing the mental health impact of covid-19 through population health.Clinical psychology review, 85:102006, 2021

Reference 6

Resolution
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Source-reported events for the cited work

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Observation ec744e58-1acc-4e9c-b8d2-e8f5c7df69a7 · outbound

This paper cites Psychological outcomes associated with stay-at-home orders and the perceived impact of covid-19 on daily life.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Psychological outcomes associated with stay-at-home orders and the perceived impact of covid-19 on daily life

Reference 7

Resolution
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Source-reported events for the cited work

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Observation de0e4ee9-9615-46ec-93e0-972e33aad4b8 · outbound

This paper cites Epidemiology of mental health problems in covid-19: a review.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Epidemiology of mental health problems in covid-19: a review

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e3dec8e7-6374-426d-96c0-fb9220aa14ea · outbound

This paper cites Covid 19 and its mental health consequences, 2021.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Covid 19 and its mental health consequences, 2021

Reference 9

Resolution
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Source-reported events for the cited work

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Observation 71464a1f-0fd5-49fc-9e1a-24d9a2a714a9 · outbound

This paper cites The impact of school closures on learning and mental health of children: Lessons from the covid-19 pandemic.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The impact of school closures on learning and mental health of children: Lessons from the covid-19 pandemic

Reference 10

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 3fcad622-cc0a-4be1-b2f9-fff2dce5085d · outbound

This paper cites School closures during social lockdown and mental health, health behaviors, and well-being among children and adolescents during the first covid-19 wave: a systematic review.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety School closures during social lockdown and mental health, health behaviors, and well-being among children and adolescents during the first covid-19 wave: a systematic review

Reference 11

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1e140381-be7b-4af1-9c22-05c97b9b419e · outbound

This paper cites Mental distress among us adults during the covid-19 pandemic.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Mental distress among us adults during the covid-19 pandemic

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 7431f40c-fa91-4ea5-a62c-b1ff78cb640d · outbound

This paper cites Closure of universities due to coronavirus disease 2019 (covid-19): impact on education and mental health of students and academic staff.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Closure of universities due to coronavirus disease 2019 (covid-19): impact on education and mental health of students and academic staff

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 25c5fa25-7bbf-4596-b7ad-6ea33d2765ba · outbound

This paper cites Mental health outcomes of the covid-19 pandemic.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Mental health outcomes of the covid-19 pandemic

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 6420c974-278f-4d17-b448-1b7ce4ed55e4 · outbound

This paper cites Impact of covid-19 pandemic on mental health in the general population: A systematic review.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Impact of covid-19 pandemic on mental health in the general population: A systematic review

Reference 15

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation acd273a5-2960-440e-a66d-9894d3dad531 · outbound

This paper cites Covid-19 pandemic and mental health conse- quences: Systematic review of the current evidence.Brain, behavior, and immunity, 89:531–542, 2020.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Covid-19 pandemic and mental health conse- quences: Systematic review of the current evidence.Brain, behavior, and immunity, 89:531–542, 2020

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2a5d4389-7922-4996-8566-abf6ad6f7b03 · outbound

This paper cites Sick individuals and sick populations.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Sick individuals and sick populations

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e71a5183-bf6a-49cd-885f-065cc25d5648 · outbound

This paper cites Public health surveillance: A tool for targeting and monitoring interventions.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Public health surveillance: A tool for targeting and monitoring interventions

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 70746ec3-6036-42b1-bc87-df7566703385 · outbound

This paper cites Loneliness across time and space.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Loneliness across time and space

Reference 19

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 3583a760-0dc0-4e28-bf35-d0356ffedcc2 · outbound

This paper cites Epidemiologic evidence for the relation between socioeconomic status and depression, obesity, and diabetes.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Epidemiologic evidence for the relation between socioeconomic status and depression, obesity, and diabetes

Reference 20

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Source-reported events for the cited work

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Observation 4e6c754c-6850-4953-83f2-59a8f7232d15 · outbound

This paper cites Socioeconomic inequalities in the spread of coronavirus-19 in the united states: A examination of the emergence of social inequalities.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Socioeconomic inequalities in the spread of coronavirus-19 in the united states: A examination of the emergence of social inequalities

Reference 21

Resolution
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Source-reported events for the cited work

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Observation d7ff5f9d-ddb6-4b77-bb8e-07ce25e33783 · outbound

This paper cites Ganesan, Shashanka Subrahmanya, Nikita Soni, Sean AP Clouston, et al.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Ganesan, Shashanka Subrahmanya, Nikita Soni, Sean AP Clouston, et al

Reference 22

Resolution
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Source-reported events for the cited work

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Observation 254ade1c-1fb5-408d-b11e-9557e02feb0a · outbound

This paper cites Regression-discontinuity analysis: An alternative to the ex post facto experiment.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Regression-discontinuity analysis: An alternative to the ex post facto experiment

Reference 23

Resolution
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Source-reported events for the cited work

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Observation b90f9fc9-5f75-467f-bc51-65bcde4ad4bf · outbound

This paper cites Identification and estimation of treatment effects with a regression-discontinuity design.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Identification and estimation of treatment effects with a regression-discontinuity design

Reference 24

Resolution
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Source-reported events for the cited work

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Observation 87827380-6112-474c-bd50-a37f7087e997 · outbound

This paper cites The regression discon- tinuity design showed to be a valid alternative to a randomized controlled trial for estimating treatment effects.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The regression discon- tinuity design showed to be a valid alternative to a randomized controlled trial for estimating treatment effects

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 34851c08-f301-4719-a3f6-2f71ae62ca36 · outbound

This paper cites TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

Reference 26

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Source-reported events for the cited work

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Observation f7973a06-730a-4ad4-b81e-62fa4ca90722 · outbound

This paper cites Ada-mshyper: adaptive multi- scale hypergraph transformer for time series forecasting.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Ada-mshyper: adaptive multi- scale hypergraph transformer for time series forecasting

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation a7b83ce6-8bee-4a69-b6e5-b3abb11f9f42 · outbound

This paper cites Let’s take the con out of econometrics.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Let’s take the con out of econometrics

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b5ac0219-14d1-443a-adff-42ddcc9165f2 · outbound

This paper cites The use and interpretation of quasi-experimental studies in medical informatics.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The use and interpretation of quasi-experimental studies in medical informatics

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation a92874b9-8c2a-4a66-83e4-d1678fd587e4 · outbound

This paper cites Mostly harmless econometrics: An empiricist’s companion.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Mostly harmless econometrics: An empiricist’s companion

Reference 30

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c83e9091-ffb0-4aa9-b020-7a258e04ca6b · outbound

This paper cites Quantifying causality in data science with quasi- experiments.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Quantifying causality in data science with quasi- experiments

Reference 31

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ebdba015-3d8b-447b-a572-a1f204526f2c · outbound

This paper cites Ensuring causal, not casual, inference.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Ensuring causal, not casual, inference

Reference 32

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 661f4516-9f48-4c0b-8fcf-2a8f6a3b5072 · outbound

This paper cites Regression discontinuity designs: A guide to practice.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Regression discontinuity designs: A guide to practice

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.294272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.196554Z digest=sha256:32acac32bef13c7599fcea5cdf612310536ba1e33fa6ee00b04ada99f310a6c7

Observation 64428d05-f8a5-4f1c-895f-8e8e0357db42 · outbound

This paper cites Regression discontinuity designs in economics.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Regression discontinuity designs in economics

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.283550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.257381Z digest=sha256:d1f83b89fc7661bde63e47eac32786be35607c33cf1c4e66951915f62f8acabd

Observation 480bc7ec-b1ae-47fd-9892-0174a241ac67 · outbound

This paper cites Covid-19 panel microdata, 2021.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Covid-19 panel microdata, 2021

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.272907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.381078Z digest=sha256:0bfcdca5b717b1bb1465e68a00576ae776f2ad88e1a3105bc5115aa1dc41d3e5

Observation bd4355c0-0f28-4012-9928-67e4328f10b7 · outbound

This paper cites Coronavirus (covid-19) data in the united states.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Coronavirus (covid-19) data in the united states

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.262594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.523693Z digest=sha256:bf850d662aa2d04dedb746bc3f1a04a553a74484f2c3b21a6eb6553598b91d21

Observation 0b7953f0-2557-469a-b946-8e332901c81f · outbound

This paper cites Comorbid depression and anxiety spectrum disorders.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Comorbid depression and anxiety spectrum disorders

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.251305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.636264Z digest=sha256:5fc093cb7287982ac8363551b4a05b0884fc488b933bd36091ed9ff152e8ded2

Observation 8cc45785-7030-43a2-b825-a8d0a67a0914 · outbound

This paper cites Comorbid anxiety and depression.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Comorbid anxiety and depression

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.239852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.694894Z digest=sha256:66bc384528a21bbdee72a53cbb8b477e55ea32ecdc2df549806ba4335604c2cd

Observation 1cb0c136-dc28-40e8-a903-b941d1c20d93 · outbound

This paper cites Treating comorbid anxiety and depression: Psychosocial and pharmacological approaches.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Treating comorbid anxiety and depression: Psychosocial and pharmacological approaches

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.229449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.786225Z digest=sha256:a275fea94ebe44afdb28ffc14de20782af6a3ed20a94fb379b220320405891b0

Observation 99cb82da-9d75-4785-a0b1-2b45026e2db9 · outbound

This paper cites For high-dimensional hierarchical mod- els, consider exchangeability of effects across covariates instead of across datasets.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety For high-dimensional hierarchical mod- els, consider exchangeability of effects across covariates instead of across datasets

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.218569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.887269Z digest=sha256:07fba468bef0e8c9fff26bfd8d81d304e3fc8c1b395f39c9afbd9e579ee3b26f

Observation f3b60ce7-c3fc-4f10-a84f-00bcbf8d42c6 · outbound

This paper cites Predicting economic growth by region embedding: A multigraph convolutional network approach.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Predicting economic growth by region embedding: A multigraph convolutional network approach

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.206987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:23.989231Z digest=sha256:7de2373c9e74257bbddee5b49127116e8255cee77874ae3c249328569ff1e744

Observation 784a703e-dae3-4e60-824a-e937d28ea472 · outbound

This paper cites Census2vec: Enhancing socioeconomic predictive models with geo-embedded data.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Census2vec: Enhancing socioeconomic predictive models with geo-embedded data

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.196106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.095884Z digest=sha256:0c446c35c4b4ab13707d5998e963404bcace305998d5f52473f76e6610e16097

Observation ea2c4ce4-24c3-4abd-96d9-2613e94db477 · outbound

This paper cites Ungar, and H.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Ungar, and H

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.184862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.204519Z digest=sha256:b0ee4d46a228b569138fdca932f8aed2acbd79cf45bd71fe4a9823777545da69

Observation fbe33e0e-3357-4d18-a253-179b0edc639c · outbound

This paper cites Andrew Schwartz.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Andrew Schwartz

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.174176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.347133Z digest=sha256:d131d11a8c54aa9b44dc2bba5ad478532cb1375c663bcabb39a16377589e05c2

Observation 61839737-9a5b-4b0d-b724-f83e7ef8a186 · outbound

This paper cites A theory of human motivation.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety A theory of human motivation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.162698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.467071Z digest=sha256:990b80bfc9e7fba4e91a35bff948b2106d96eb76737c45e28db26135f91ab05c

Observation 9b2f2d1d-78b6-4895-b6b1-6d6dc92821f7 · outbound

This paper cites Exploring the relationship between money attitudes and maslow’s hierarchy of needs.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Exploring the relationship between money attitudes and maslow’s hierarchy of needs

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.150930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.602703Z digest=sha256:e55cbcde5bff0eb020f23bfff4883c6624c9166adefa17ebc020c5c627b0602b

Observation ccdb4260-35ce-4f8b-896f-dc504847ebc5 · outbound

This paper cites Causal inference and counterfactual prediction in machine learning for actionable healthcare.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Causal inference and counterfactual prediction in machine learning for actionable healthcare

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.140091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.662142Z digest=sha256:6932b497d465e03276914b7fb94354c8ae7f869a11e19db76d964177e90c52fe

Observation a92467ad-454e-40ec-a97b-96565d3a0445 · outbound

This paper cites Explaining machine learning classifiers through diverse counterfactual explanations.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Explaining machine learning classifiers through diverse counterfactual explanations

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.129328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.766154Z digest=sha256:d2fc65b1c7a6b231e6ef4c881b3a7e746d0c9078b975fafc0197c665018a1ea3

Observation bb4d0859-8ace-4667-9c3b-e55c7f914a1b · outbound

This paper cites Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T14:05:24.874661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:05:24.874661Z digest=sha256:e32b89c3bbceb5ec787a5d537adb3c305537d6f1f73edabbb1fe934de2b31ca5

Observation 7d311e07-b3cb-45ec-9561-a82901ca0c27 · outbound

This paper cites Causal inference in natural language processing: Estimation, prediction, interpretation and beyond.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Causal inference in natural language processing: Estimation, prediction, interpretation and beyond

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.118031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:24.960957Z digest=sha256:529e28af0a4a5493991a752833ce1aa3506e47e188d4616d6df13410a62bccd3

Observation 7486802e-9712-4707-bdd0-e5981f4ef471 · outbound

This paper cites Regression discontinuity designs with unknown discontinuity points: Testing and estimation.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Regression discontinuity designs with unknown discontinuity points: Testing and estimation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.107018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.027554Z digest=sha256:a10e44acef1c248dd153145049d7034cfdc1c419d7ec7bffe6c66d6f100aba10

Observation 1ef1b8d3-6a9e-47b4-a65e-c089eeda36b6 · outbound

This paper cites Auto- mated local regression discontinuity design discovery.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Auto- mated local regression discontinuity design discovery

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.095823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.137151Z digest=sha256:604e1f6aed6edd445682f56ad110c026bde6179c15310e58c84a66c501bcd23d

Observation 12949e2c-0e31-493c-8a4c-87b3a0802daa · outbound

This paper cites Automated detec- tion of causal inference opportunities: regression discontinuity subgroup discovery.Transactions on Machine Learning Research, 2023.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Automated detec- tion of causal inference opportunities: regression discontinuity subgroup discovery.Transactions on Machine Learning Research, 2023

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.084851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.244438Z digest=sha256:40058d90d186ed64ea5e322a79df133eeed99d508a41db29c435514fb596e3b7

Observation 0df9ee0a-3dc1-4ba8-a7f2-5014da3f0790 · outbound

This paper cites Fong, Justin Grimmer, Margaret E.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Fong, Justin Grimmer, Margaret E

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.073105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.355413Z digest=sha256:fcb8b00d860554a178a27e6536e1b0a130343dcc2e525e7124b6959913e078a7

Observation dfa39183-b37d-45ca-8a02-26c1de10ae1f · outbound

This paper cites Forecasting treatment responses over time using recurrent marginal structural networks.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Forecasting treatment responses over time using recurrent marginal structural networks

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.061262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.441981Z digest=sha256:0c4d5a6a71920e68c576e61f3e7656d67b3b0935a42417e29e6468f9a3309e7b

Observation 2b2ee194-a64f-4a0f-bc42-a9f49c302de3 · outbound

This paper cites Estimating coun- terfactual treatment outcomes over time through adversarially balanced representations.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Estimating coun- terfactual treatment outcomes over time through adversarially balanced representations

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.050234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.525645Z digest=sha256:e8eb81a77597eafe2c288987aa4e86e306a269c2d32683009ad9ce444c8043ad

Observation dd10ea4c-8971-4887-8c79-10fad3e3dd4a · outbound

This paper cites G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:05:26.834420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.686035Z digest=sha256:f015416228f9ae3a665b4543dc97a13307ce269d2c3ce64aec571910efbf4b7c

Observation 3971a4b1-26e4-48c0-a341-622a2a7b5dfa · outbound

This paper cites Causal transformer for estimating counterfactual outcomes.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Causal transformer for estimating counterfactual outcomes

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.039190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.713024Z digest=sha256:627964af95f0f41e79495c591a80de82361decabfcfdb895dbe6b29b082686a9

Observation 00123d03-5881-4d17-8033-ad36641d7b9f · outbound

This paper cites Causal contrastive learning for counterfactual regression over time.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Causal contrastive learning for counterfactual regression over time

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.027825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.828236Z digest=sha256:ff2843f5e520a9bfdd6506dc08557ff3b8cd30cb98c31443fdbb28fb8279b70a

Observation c37d623a-9455-4f7e-a397-ba748dece082 · outbound

This paper cites Counterfactual explanations and algorithmic recourses for machine learning: A review.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Counterfactual explanations and algorithmic recourses for machine learning: A review

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.016747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:25.975877Z digest=sha256:94bfdb10dc0546181bdc65200a71b7655a002f70c3cb27ab6f0ff4b94f0739ba

Observation 78f14dd2-ff48-4faa-89ea-43f10b3f3fe4 · outbound

This paper cites The emotional and mental health impact of the murder of george floyd on the us population.Proceedings of the National Academy of Sciences, 118(39):e2109139118, 2021.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The emotional and mental health impact of the murder of george floyd on the us population.Proceedings of the National Academy of Sciences, 118(39):e2109139118, 2021

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:27.004991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.124518Z digest=sha256:76ae707dc665a18ea6039b2d4ef2ab450d2a1aa12abc4eb5e8e2c8a4e25a58b0

Observation 3c8e3814-245e-4f30-a81f-4df5b6286812 · outbound

This paper cites Geographic disparities in children’s mental health care.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Geographic disparities in children’s mental health care

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.993253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.270125Z digest=sha256:b460f020fab397b72f107fd989e909d1931bfb12d38b3c148abbe8842fb2de4f

Observation cb974e80-9b20-4524-92a3-98475e05ddd0 · outbound

This paper cites Estimating geographic subjective well-being from twitter: A comparison of dictionary and data-driven language methods.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Estimating geographic subjective well-being from twitter: A comparison of dictionary and data-driven language methods

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.981479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.426867Z digest=sha256:2e62b1c77c02735e48cd1bab79c35ac99951b32b5babf8afaba78bba2d345dbb

Observation 13ab8c42-48bb-400c-a668-44e297ac49f9 · outbound

This paper cites Linguistic markers of psy- chological change surrounding september 11, 2001.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Linguistic markers of psy- chological change surrounding september 11, 2001

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.969501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.642894Z digest=sha256:c823e6e53693dca120500bc89e4be8e89e24acbd142e7952b232debbd158d649

Observation c0d11b79-8719-4d05-ba46-98889768da96 · outbound

This paper cites The ripple of fear, sympathy and solidarity during the boston bombings.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The ripple of fear, sympathy and solidarity during the boston bombings

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.957831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.764227Z digest=sha256:00cd2556ea1669dc33276e01410fb062a70d0b93198a7d2eb02e2b9ae688f38c

Observation 6266c964-69d1-4d20-89d5-0c8e8eccd943 · outbound

This paper cites social desirability.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety social desirability

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.946320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.775626Z digest=sha256:5ad6928c701818df4e7f3b15e4c575065062705b1d16eed70bcc627b072c4bb7

Observation 0dd2328b-c006-4db8-a327-a0a3c344ea4a · outbound

This paper cites Selection bias in web surveys.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Selection bias in web surveys

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.933966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.779093Z digest=sha256:7ef3a5e097411e4e7c2a4b5346f9f82b2d352eef85442cc561de699d68a31ae2

Observation 354b5534-db0b-40e9-aa2d-bec5eeb2892a · outbound

This paper cites Changing sense of place in privately owned public spaces during the pandemic: Evidence from a regression discontinuity in time design.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Changing sense of place in privately owned public spaces during the pandemic: Evidence from a regression discontinuity in time design

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.921099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.782432Z digest=sha256:31c751b8db14a3a71da5ebc6f7aebe8354605fa2aca24da3ea7f10f2952c768a

Observation c743681f-445d-4cea-95f0-e30dc5da3a05 · outbound

This paper cites The use and misuse of counterfactuals in ethical machine learning.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety The use and misuse of counterfactuals in ethical machine learning

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.909146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.785567Z digest=sha256:00459bd861b5cbf4aaaaba56999099f378d7b96d00efab8f518e26bf7d432ece

Observation 6f65084f-c322-422f-9f6a-1629850e6bea · outbound

This paper cites Burden of disease scenarios for 204 countries and territories, 2022–2050: a forecasting analysis for the global burden of disease study 2021.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Burden of disease scenarios for 204 countries and territories, 2022–2050: a forecasting analysis for the global burden of disease study 2021

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.897340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.789333Z digest=sha256:8b0e222feac5bb6a3724ae0a7a80e241dff5bcd18aef4a9e85d573c117944716

Observation 404a7ceb-9571-451b-af5c-63cf595dcf8c · outbound

This paper cites Economic burden of anxiety disorders: a systematic review and meta-analysis.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Economic burden of anxiety disorders: a systematic review and meta-analysis

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:05:26.885602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.792667Z digest=sha256:aa6d06c7a69bff7fdcbccdc99dec2e57bfd8a994f158d31b4b22edaec9faaf81

Observation c36381cd-3d37-44cb-b024-32c2808e2d6c · outbound

This paper cites Trends in population mental health before and after the 2008 recession: a repeat cross-sectional analysis of the 1991–2010 health surveys of england.

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety Trends in population mental health before and after the 2008 recession: a repeat cross-sectional analysis of the 1991–2010 health surveys of england

Reference 72

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T14:05:26.873645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:05:26.795717Z digest=sha256:2ce1a6a4f158e8be80a2eda85b39c6e299a6374d931cf781fba9382bc3f3bdf6

Pith citing papers

No inbound Pith citation observations are available.