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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores

As of 11 August 2026, this Paper Citation Record lists 94 of 94 outbound references and 0 inbound Pith citation observations for arXiv:2412.20611.

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pith.paper-citation-record.v1
2412.20611 v1

Coverage vector

measured 94 of 94 reference resolution

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measured 94 of 94 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.

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measured 0 of 1 external citation measurements

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Source: cited_works

Reference resolution

94 of 94 outbound references displayed

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External citation measurements

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Outbound references

Observation 5b92e7b9-f19a-4d9b-bfa9-e89aee3b5e3a · outbound

This paper cites A global reference for human genetic variation.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A global reference for human genetic variation

Reference 1

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 2

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Observation c0792f75-5760-42de-9f83-723240e344dd · outbound

This paper cites Bai and Jack W.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Bai and Jack W

Reference 3

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 4

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 5

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This paper cites Spectral analysis of large dimensional random matrices , vol- ume 20.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Spectral analysis of large dimensional random matrices , vol- ume 20

Reference 6

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Observation 3b09e2ba-0a7c-43df-be8d-4b0c129169fe · outbound

This paper cites Large sample covariance matrices without independence structures in columns.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Large sample covariance matrices without independence structures in columns

Reference 7

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Observation ef032ac0-320e-4ffe-beec-47347070a271 · outbound

This paper cites Bellec and Cun-Hui Zhang.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Bellec and Cun-Hui Zhang

Reference 8

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This paper cites Bentkus, F.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Bentkus, F

Reference 9

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This paper cites Approximately independent linkage disequilibrium blocks in human populations.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Approximately independent linkage disequilibrium blocks in human populations

Reference 10

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This paper cites Bolthausen.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Bolthausen

Reference 11

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Observation 76aacfab-c287-45b5-ab4a-7272f83a5af1 · outbound

This paper cites An expanded view of complex traits: from polygenic to omnigenic.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores An expanded view of complex traits: from polygenic to omnigenic

Reference 12

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 13

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Observation a6fe7a73-5a0d-4c52-8b2b-bd0ecf76aa24 · outbound

This paper cites Ld score regression distinguishes confounding from polygenicity in genome-wide association studies.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Ld score regression distinguishes confounding from polygenicity in genome-wide association studies

Reference 14

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This paper cites The uk biobank resource with deep phenotyping and genomic data.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores The uk biobank resource with deep phenotyping and genomic data

Reference 15

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Observation c041b89d-112c-4ed1-8de9-c8ad7fecb9f1 · outbound

This paper cites Challenges of the inconsistency regime: Novel debiasing methods for missing data models.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Challenges of the inconsistency regime: Novel debiasing methods for missing data models

Reference 16

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Observation 31f4fa63-aeaa-408e-a8de-1a5bff82357e · outbound

This paper cites Tutorial: a guide to performing polygenic risk score analyses.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Tutorial: a guide to performing polygenic risk score analyses

Reference 17

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Observation cac1aa28-5ab2-41be-8196-a76753c4d8cb · outbound

This paper cites Accuracy of predicting the genetic risk of disease using a genome-wide approach.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Accuracy of predicting the genetic risk of disease using a genome-wide approach

Reference 18

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Observation 772fce9a-ae61-442a-9e13-beffba0d9b36 · outbound

This paper cites A central limit theorem for generalized quadratic forms.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A central limit theorem for generalized quadratic forms

Reference 19

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Observation 5a33cc17-1e6b-4131-b3f7-0cc8731843be · outbound

This paper cites Large uncertainty in individual polygenic risk score estimation impacts prs-based risk stratification.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Large uncertainty in individual polygenic risk score estimation impacts prs-based risk stratification

Reference 20

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Observation 7cf27f4d-a48a-4012-94a3-a88fdc3f60b0 · outbound

This paper cites WONDER: Weighted one-shot distributed ridge regression in high dimensions.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores WONDER: Weighted one-shot distributed ridge regression in high dimensions

Reference 21

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Observation ebceb997-2e31-46b2-b8e7-865dcf033c67 · outbound

This paper cites High-dimensional asymptotics of prediction: Ridge regression and classification.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores High-dimensional asymptotics of prediction: Ridge regression and classification

Reference 22

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Observation cc2e4a61-a6b4-445a-9569-e1bc5facefeb · outbound

This paper cites Power and predictive accuracy of polygenic risk scores.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Power and predictive accuracy of polygenic risk scores

Reference 23

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Observation bdc2af26-0ab3-49cf-8ab3-69689a0656e2 · outbound

This paper cites The spectral norm of random inner-product kernel matrices.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores The spectral norm of random inner-product kernel matrices

Reference 24

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Observation 831e83c5-95f0-458e-882e-3e08e8bb99bf · outbound

This paper cites A gene- based association method for mapping traits using reference transcriptome data.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A gene- based association method for mapping traits using reference transcriptome data

Reference 25

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Observation 324f0886-cf35-4349-9d9e-0395ff039d66 · outbound

This paper cites Polygenic prediction via bayesian regression and continuous shrinkage priors.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Polygenic prediction via bayesian regression and continuous shrinkage priors

Reference 26

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Observation e5b721c0-3f33-4d9e-8746-fb6d0a4f3454 · outbound

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores G ¨otze and A

Reference 27

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Observation ab9bba4a-496f-495d-9d34-e422d39ea5a9 · outbound

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores On the rate of convergence in the central limit theorem for martingales with discrete and continuous time

Reference 28

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Tibshirani

Reference 29

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A community driven gwas summary statistics standard

Reference 30

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Observation a5441e40-f1a8-4c40-bddd-9b9eaf570358 · outbound

This paper cites Handbook of Linear Algebra.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Handbook of Linear Algebra

Reference 31

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This paper cites On high-dimensional misspec- ified mixed model analysis in genome-wide association study.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores On high-dimensional misspec- ified mixed model analysis in genome-wide association study

Reference 32

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A resource-efficient tool for mixed model association analysis of large-scale data

Reference 33

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Observation ea6f97ee-dc5b-459f-8a32-69efa6f58c2f · outbound

This paper cites Polygenic prediction of weight and obesity trajectories from birth to adulthood.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Polygenic prediction of weight and obesity trajectories from birth to adulthood

Reference 34

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Observation a920377f-30da-49fe-8a46-0feba2e29e25 · outbound

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Anisotropic local laws for random matrices

Reference 35

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Observation ef2f82d7-0f8d-4f73-b39b-1b98dac096d7 · outbound

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Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Eigenvectors of some large sample covariance matrix ensembles

Reference 36

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Source-reported events for the cited work

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Observation 9eb17fe7-7fc4-408d-a42b-197fd58366a2 · outbound

This paper cites Predicting unobserved phenotypes for complex traits from whole-genome snp data.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Predicting unobserved phenotypes for complex traits from whole-genome snp data

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.936367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.878310Z digest=sha256:3f25bf3dddbeb7ec2ec257a66215516fc3713795061cafcb54fc69309a2904f9

Observation fb578396-9bc5-4283-ac50-6191e960cdfa · outbound

This paper cites Asymptotic normality and confidence intervals for pre- diction risk of the min-norm least squares estimator.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Asymptotic normality and confidence intervals for pre- diction risk of the min-norm least squares estimator

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.918766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.882261Z digest=sha256:210d73a43ed12a571f167e3df9d1469b095ef5a7b1c34326fdf930391c9e1665

Observation c6c19f0c-4b81-4528-95db-98072a3a92de · outbound

This paper cites Genetic prediction of complex traits with polygenic scores: a statistical review.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Genetic prediction of complex traits with polygenic scores: a statistical review

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.905283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.886125Z digest=sha256:0d99e35ed93dc0393eb5fa34b49f5fe7192e94009bc1728415bfe23fba4dc41b

Observation f1463d4e-1dee-4fce-9029-dcf036e57a44 · outbound

This paper cites Polygenic scores via penalized regression on summary statistics.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Polygenic scores via penalized regression on summary statistics

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.893793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.890208Z digest=sha256:adc21c8f33ac07bb562624e106a1545f5f376483dda3145f69b2302daf192c00

Observation c31c4d1a-afbb-4434-a595-2981331b0889 · outbound

This paper cites Significance tests for r2 of out- of-sample prediction using polygenic scores.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Significance tests for r2 of out- of-sample prediction using polygenic scores

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.882612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.894003Z digest=sha256:eadfc334db2d942ef6677650b454186d58be3db6669cab4b41cb2e1835798be8

Observation 68c01d54-a6f0-4735-b971-9a573e20b980 · outbound

This paper cites On the rate of convergence in the martingale central limit theorem.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores On the rate of convergence in the martingale central limit theorem

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.870767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.897963Z digest=sha256:8526dc5869bf70cf57f2172167b34d5f14c1478fa3ab054e76dc1948d7331c8b

Observation d968daf4-dece-4f3d-9b9a-87cdc20a2909 · outbound

This paper cites Dissecting the genetics of complex traits using summary associ- ation statistics.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Dissecting the genetics of complex traits using summary associ- ation statistics

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.858663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.901643Z digest=sha256:7f0d103304dad42b5ce838ee79b0a58aeb1589962a2129787fdc0c1985847f14

Observation 1d9c75e0-d673-449a-85f0-bd7549fc6923 · outbound

This paper cites Polygenic risk scores for schizophrenia and bipolar disorder predict creativity.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Polygenic risk scores for schizophrenia and bipolar disorder predict creativity

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.844319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.905841Z digest=sha256:e39f47829d45568b002937a480c691852c73606389613fb63ac9f70f921c2525

Observation b773d661-a981-4e24-95ca-82dc81a3735f · outbound

This paper cites Plink: a tool set for whole- genome association and population-based linkage analyses.The American Journal of Human Genetics, 81(3):559–575, 2007.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Plink: a tool set for whole- genome association and population-based linkage analyses.The American Journal of Human Genetics, 81(3):559–575, 2007

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.831013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.910029Z digest=sha256:7f1c054e6ed79e37c58ee755ec21fd81af6fc3b16aa59c3f3709604dba8dc4e9

Observation c588842b-fecd-4b0f-83c6-7721db248e98 · outbound

This paper cites A note on exact convergence rates in some martingale central limit theorems.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A note on exact convergence rates in some martingale central limit theorems

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.817904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.914318Z digest=sha256:eea8ea282f0e47f60ad561b673d474a2472241de4ccb8ed533d894c9808e7695

Observation 361cbdeb-b6e3-4ba6-bd41-02ae6f9e8c6a · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.805643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.918325Z digest=sha256:86453e17da0c8bdb61d1f3ac04a782fad33218a37d438d4c60e66bd9c0a60058

Observation ae6183ab-9cea-42b2-addb-f2c1b07486d2 · outbound

This paper cites An analysis of variance test for normality (complete samples).

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores An analysis of variance test for normality (complete samples)

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.792417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.922167Z digest=sha256:af39684ac94e8bf2743b95e03025f24be5ba2221234de9caaf8f98adebd749ef

Observation affab928-dbb5-4d84-a5ff-3036dadc296e · outbound

This paper cites Genetics of 35 blood and urine biomarkers in the uk biobank.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Genetics of 35 blood and urine biomarkers in the uk biobank

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.777773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.926219Z digest=sha256:7ece20393d39034642d671a23b7b34f11b96f867fa27ffc3b1166d1e43157170

Observation 45972f46-a716-4928-93d2-8ca942f88e36 · outbound

This paper cites What are polygenic scores and why are they important? JAMA, 321(18):1820–1821, 2019.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores What are polygenic scores and why are they important? JAMA, 321(18):1820–1821, 2019

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.765554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.930063Z digest=sha256:f74ac202ee23de9d34db7775164a940a6ace22fd2fc16d9b908c0b31aed022f6

Observation 094b9e93-c176-4997-9eb3-8c26fb580fae · outbound

This paper cites Genetic architecture: the shape of the genetic contribution to human traits and disease.Nature Reviews Genetics, 19(2):110–125, 2018.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Genetic architecture: the shape of the genetic contribution to human traits and disease.Nature Reviews Genetics, 19(2):110–125, 2018

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.751963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.933693Z digest=sha256:3a50160521a553bac4e0160db224e8f688721f9c1247cdcca2b602c3fa4f52b5

Observation 50261299-de8f-487b-9656-f6ff643f8318 · outbound

This paper cites The personal and clinical utility of polygenic risk scores.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores The personal and clinical utility of polygenic risk scores

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.738392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.937479Z digest=sha256:723fa86a5b44650079d43e523e52e8820bb1136336110a7cd8cc07b67a5c7854

Observation e4e0609d-400a-45f7-9369-017c0ae8c4fd · outbound

This paper cites Genome-wide association studies.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Genome-wide association studies

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.724912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.941137Z digest=sha256:83bbbcb2eb02cd7e5593b197a120f97ded4b30a2d567fe8e27f9ce8e3bf1c82e

Observation 88a5f7a2-996c-4931-8b0d-5e5e616a8080 · outbound

This paper cites Modeling linkage disequilibrium increases accuracy of polygenic risk scores.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Modeling linkage disequilibrium increases accuracy of polygenic risk scores

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.710967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.944752Z digest=sha256:c20afda97cb6518909d109ebaa22b14dcf4a9ac6bd0fe5c5b18ffbee72447b66

Observation 519baf53-a0fc-40b0-81cf-a3feb4e3c7d2 · outbound

This paper cites Impact of individual level uncertainty of lung cancer polygenic risk score (prs) on risk stratification.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Impact of individual level uncertainty of lung cancer polygenic risk score (prs) on risk stratification

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.696200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.948385Z digest=sha256:fe2db2099d994be4c0d03cd1a6bdd801533f0ceebc0dc0017c71fa446957dbdb

Observation f3448fe8-af53-4b53-9051-af9953803d41 · outbound

This paper cites Theoretical and empirical quantification of the accuracy of polygenic scores in ancestry divergent populations.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Theoretical and empirical quantification of the accuracy of polygenic scores in ancestry divergent populations

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.682644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.952127Z digest=sha256:d51ac8c2cac61dd6a7a75282958395e80295d2aa464b55e9d3a606d694b17ffe

Observation 21fbafb1-a6e6-4552-ae56-33c5487950d5 · outbound

This paper cites Gcta: a tool for genome-wide complex trait analysis.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Gcta: a tool for genome-wide complex trait analysis

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.668380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.955888Z digest=sha256:2dbb5ab7784931d020f0efae34badc11e3abf2d3db97effeda5ecdc572e1d103

Observation 610fabf5-0466-4798-853a-1e968d26be35 · outbound

This paper cites Concepts, estimation and interpretation of snp-based heritability.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Concepts, estimation and interpretation of snp-based heritability

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.654981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.959582Z digest=sha256:8855c1b222ecd6ce50b3d660b6a92fc876632dbf28e13c1ef981f0e95446db42

Observation 566121f4-0397-49f1-855b-0cd17696acf3 · outbound

This paper cites Large Sample Covariance Matrices and High- Dimensional Data Analysis.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Large Sample Covariance Matrices and High- Dimensional Data Analysis

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.638261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.963455Z digest=sha256:b4bc429ccff94d73cf9d759dd42a066b79204bc03e9e5de29f1aeaa2836c151f

Observation a43cc3df-0aaf-48f2-8a69-01c8de09c08c · outbound

This paper cites A saturated map of common genetic variants associated with human height.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A saturated map of common genetic variants associated with human height

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.624700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.967670Z digest=sha256:ceff716d6a356482ead8fce55838d41aab2d195e73e5d47ff4c776539a654082

Observation 36f0c828-f1e4-4b89-bcf7-4ed1f68d2cad · outbound

This paper cites Estimating trans-ancestry genetic correlation with unbalanced data resources.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Estimating trans-ancestry genetic correlation with unbalanced data resources

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.611498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.971567Z digest=sha256:03b129f84cd1616362830fb76ddc06cab2912ea0e14bcf4c8711328c8e4ec41b

Observation 958b4d0e-24ea-4c81-842c-7cd26644451f · outbound

This paper cites On blockwise and reference panel-based estimators for genetic data prediction in high dimensions.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores On blockwise and reference panel-based estimators for genetic data prediction in high dimensions

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.593016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.975697Z digest=sha256:1d73ce740eec9b1148cf9609ef187234124cece5d5d8e9cf0ca09526a113286e

Observation b87c171d-f0df-46a9-9dbd-0f8f58f819fe · outbound

This paper cites On polygenic risk scores for complex traits prediction.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores On polygenic risk scores for complex traits prediction

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.574260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.979348Z digest=sha256:7c269bc4378b437c8e87f91825848e2a7d8a34471745f5512d44231702672624

Observation 1f183e5d-6467-44ae-9751-78c7a0e0f1f7 · outbound

This paper cites Global biobank meta-analysis initia- tive: Powering genetic discovery across human disease.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Global biobank meta-analysis initia- tive: Powering genetic discovery across human disease

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.560278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.983174Z digest=sha256:73a90de1e2d0fcdb20110d54ec1f2be2b5f81f09919f5a990b997354e1986f35

Observation 4b54e01d-5d95-47e6-9f94-29801db91da2 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.543296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.987584Z digest=sha256:af57c1fee3b57f6dec8bbc13c16a8d9e220cffef6eb1d1a9554bb39cf3687ebc

Observation 258cce35-4427-497a-af30-87ee22b3f532 · outbound

This paper cites The first two conditions follow trivially from our definition of Xn,i.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores The first two conditions follow trivially from our definition of Xn,i

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.526569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.990931Z digest=sha256:9fce6370bf3a78974c92f9f7ee45bb6117d454669113e17c5668f5c8ab827bce

Observation 374c45c9-4b0f-4037-ae48-a2e76f28faa4 · outbound

This paper cites By takingλ =∥b∥4 2/∥a∥4 2, we have ME n (a⊤x0)4(b⊤x0)4o σ4n ≤ 1 n MN r2 → 0, as n→∞.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores By takingλ =∥b∥4 2/∥a∥4 2, we have ME n (a⊤x0)4(b⊤x0)4o σ4n ≤ 1 n MN r2 → 0, as n→∞

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.512845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.994597Z digest=sha256:24672db5ca198af29fe45fd805f3e0513e95af09750650467ef5b6e0955c9534

Observation 5f3b9218-1b47-4682-a697-5e803b237bdb · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.500983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:50.998627Z digest=sha256:0829d0800cb4ee444ff79c3b1d6d7ea6387a59a673c87f165366eb8b473bd79a

Observation e604fe4b-9a6a-41ef-b39d-a59965f5cdbb · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.489638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.002402Z digest=sha256:ac0360ef85a0b15913fedd8a8ec159a18cf59647cfd9b3a09a716f275c0fcbb1

Observation 58ab7686-dc87-4c47-bd1c-051449a61e01 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.477070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.006898Z digest=sha256:c09ace683c68da2a5769ef294ff1fd557eed8c7b13a525917ee461f696feb159

Observation d10b4b4b-a4a9-4e60-9f9e-74151da12ef6 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.465348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.011683Z digest=sha256:daa14e0795e7bae8871030157dedc565a9e4104c343af2e1e2e5410692f6723c

Observation 357428f2-b55e-4481-99c3-c4e53d05799e · outbound

This paper cites 31 □ Lemma S4 (Quantitative CLT for linear functional).

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores 31 □ Lemma S4 (Quantitative CLT for linear functional)

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.452444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.015381Z digest=sha256:c832b9baadc54173d325248e37cfebd4a1ba480ce3d147edbdce88a37131af34

Observation a2a54b22-3c44-4d39-9cc8-37f0916e2dd0 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 73

Resolution
parse uncertain
raw_fallback, observed 2026-08-10T23:24:51.440380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.018733Z digest=sha256:09c197b5678142155c7111214744618f63c447868ea670e3de3ff17ec5886c86

Observation 61d7632d-b0c1-4e0a-8e07-8c1faf1580e0 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.428800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.023075Z digest=sha256:e68a9d948e0a33544c7cce21618463c3b8f137742a3c1cb142fb98b1be2725e8

Observation 613011f0-a95e-47d8-92ea-70b0f128e9be · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.417566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.026560Z digest=sha256:96b56a255512fee36de0c97816ee2f8382c46c332335193f1b4ce50e225872ec

Observation 31caf52a-82d5-4376-812c-0f85aa25627b · outbound

This paper cites □ Lemma S6 (Quantiative CLT for residue functional).

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores □ Lemma S6 (Quantiative CLT for residue functional)

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.406455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.031206Z digest=sha256:ad1007c1265f3b47d574e844a2ef482ed9807a2059033ad72af3d1d88ffe1d4e

Observation 468d7a0d-d742-4c9c-997a-e773c24ce697 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.394638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.035347Z digest=sha256:69b3e4273e5e43da9e271b4da4f6b4282eb60722c81e1af8dca42cf39bd07f08

Observation c5b74016-7899-4aef-898d-c2ff2fd71ca9 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.381517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.039408Z digest=sha256:f94d68ee51758a3137215152c5eb74eb7174839e022a1cfb54802afbc410e7fa

Observation 21886ab7-6507-4182-97dc-28d75b0cb9e8 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.368875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.043645Z digest=sha256:6d9e481a895090e37d5bd4376cc2ef49912df2088387da69e027caff68aa5d53

Observation 1204eaa8-74f2-49a8-a32d-2576f8441c3c · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.357922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.047453Z digest=sha256:e5705acadbe34685321a61454db2f0e7dd74df0b74b3b09902d84beff0e2d18f

Observation a182cc3e-9ad2-46cc-856b-0a0f37389ee8 · outbound

This paper cites o ff-diagonal.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores o ff-diagonal

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.347207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.051234Z digest=sha256:ad8007c223d09e73386fb26e74e5497b42f4a6e55abd3b8a4b0c4f4cb7246551

Observation fae603e2-504f-458e-8295-c1b913f2d75f · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 82

Resolution
parse uncertain
raw_fallback, observed 2026-08-10T23:24:51.336677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.055427Z digest=sha256:78293d4e5eee7f588b4b2f63694945e31c0d8d1a404d7f3ca43dde3d33a20820

Observation 7f855a77-bf62-4212-9b5b-fe467d11d55c · outbound

This paper cites Recall Lyapunov coefficients are defined as Lt = nX i=1 E Xn,i t.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Recall Lyapunov coefficients are defined as Lt = nX i=1 E Xn,i t

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.326204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.059203Z digest=sha256:48210c440091d3a9e41c1658e1ac958b1b7f1ade1dd197bc6947f1230e3f768f

Observation d5230d4f-6bf2-4dc7-b7fd-38d470c7a8c3 · outbound

This paper cites Moreover, we have EZ0 y⊤XZ⊤ZX⊤y = Op(nzn2κ1) and EX0 ∥z⊤ 0iΣ1/2X⊤y∥4 2 = E z4 0− 3 pX j=1 ΣX⊤y 4 j + 3∥Σ1/2X⊤y∥4 2 = Op(n4κ2 1).

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Moreover, we have EZ0 y⊤XZ⊤ZX⊤y = Op(nzn2κ1) and EX0 ∥z⊤ 0iΣ1/2X⊤y∥4 2 = E z4 0− 3 pX j=1 ΣX⊤y 4 j + 3∥Σ1/2X⊤y∥4 2 = Op(n4κ2 1)

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.315262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.063484Z digest=sha256:fd15e347886439f3569ba85628c8c4a11f24386173556746ae65be1d3eaa0935

Observation c02f615c-9384-4acf-a568-f7a676825c33 · outbound

This paper cites A B C D #−1 =.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores A B C D #−1 =

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.303513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.067373Z digest=sha256:3292099472f619813a4ac98cd3bc17a2ad32f9c25d14d0170b9cd22c65b39ef7

Observation bd59cc11-4343-4191-a33f-ae76d60285bb · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 86

Resolution
parse uncertain
raw_fallback, observed 2026-08-10T23:24:51.289313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.072477Z digest=sha256:e58f831178a0530895efae518f5f354c403648874618764d4a8be43863c7735a

Observation 3eb3ccdb-aa28-4ce4-abdd-338f7e0aa764 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.274728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.076237Z digest=sha256:3d43d2bf835693ab0b0c8330bb4a425abc8aacfa88f0f475de09c62efebbbc76

Observation 14e45f34-4bac-44ab-8321-1551cc135896 · outbound

This paper cites Notice that for β∈ Ξ5, we can further simplify our Berry-Esseen upper bounds in eq.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Notice that for β∈ Ξ5, we can further simplify our Berry-Esseen upper bounds in eq

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.261844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.080024Z digest=sha256:96ce4f3f4d19633dc4d8b3860f52f7c81fb1ca473c900ff9305a8ff064f0384e

Observation 983fefd0-484d-4205-95c0-eb4e1749d1fb · outbound

This paper cites −Σ(1 + mnΣ)−1 0 0 mn # , and Σ =.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores −Σ(1 + mnΣ)−1 0 0 mn # , and Σ =

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:24:51.248705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.083997Z digest=sha256:2507e2430196bb80b77ff196d8e32ec3f6f5166f3bb5ea76cc9467cb1ea013b5

Observation c955ff45-d263-428c-9054-94a3ebb65692 · outbound

This paper cites de-biased.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores de-biased

Reference 90

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T23:24:51.234401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.088408Z digest=sha256:954d76263e70206fd940666bc2be0d6bbd5f17dbefba46bf9be573148abaf4a8

Observation bcb6b740-3d28-47cb-9de1-e7e48e6b6bff · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.221068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.092268Z digest=sha256:2387868ea13615b3c7c056c16187a9d695f969248fbea2b8f2dfcb29206a80ea

Observation 121b314e-6dbd-44a1-b1aa-301e0cdab816 · outbound

This paper cites S.10.4.1 Concentration for the first quantity In this section, we provide concentration for y⊤X(X⊤X + nλIp)−1Σ(X⊤X + nλIp)−1X⊤y in three steps.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores S.10.4.1 Concentration for the first quantity In this section, we provide concentration for y⊤X(X⊤X + nλIp)−1Σ(X⊤X + nλIp)−1X⊤y in three steps

Reference 92

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T23:24:51.207890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.096093Z digest=sha256:d5e0b2deae3d3ca02be364c0ff72a400281edf070393316a66a1cba852c6dcaa

Observation a009b82f-7519-4622-ab20-f2127bd58f69 · outbound

This paper cites an unresolved cited work.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:24:51.194266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.099878Z digest=sha256:078d862afb70f9502d7ca10940c9cd2709ef5b1c7b56d86cbf5312b656f243ac

Observation a64686c8-ccb8-4aac-93ab-6b0daf50afce · outbound

This paper cites For the first quantity (ϵ⊤ z + β⊤Z)(Z⊤β + ϵz), recall in eq.

Uncertainty of high-dimensional genetic data prediction with polygenic risk scores For the first quantity (ϵ⊤ z + β⊤Z)(Z⊤β + ϵz), recall in eq

Reference 94

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T23:24:51.181488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:24:51.103240Z digest=sha256:6a22bc47256a67671e5f984211cb7d3e638348fa923f21cee63a42bdf41d0739

Pith citing papers

No inbound Pith citation observations are available.