Machine learning model

Biomarker

1 paper2 findings

  • Humans1

Associations

2

Amyloid-beta status

upin humans1

1 study
  1. Machine learning model predicts amyloid-beta status in humans (AUC 0.888, 95% CI 0.834–0.941).

    “a robust Aβ status prediction model (AUC=0.888, 95% CI 0.834 ‐ 0.941) with PSD, APOE, p ‐Tau217, and demographic info was also constructed.”

    Humansn = 1,200

    Speech digital biomarker combined with fluid biomarkers can predict Alzheimer’s type cognitive impairment through machine learning

    AAIC 2025 abstract23 Dec 2025

Cognitive impairment

upin humans1

1 study
  1. Machine learning model predicts cognitive impairment in humans (AUC 0.924, 95% CI 0.892–0.955).

    “a machine learning CI diagnostic model (AUC=0.924, 95% CI 0.892 ‐ 0.955) incorporating PSD, APOE, GFAP, and demographic info was developed.”

    Humansn = 1,200

    Speech digital biomarker combined with fluid biomarkers can predict Alzheimer’s type cognitive impairment through machine learning

    AAIC 2025 abstract23 Dec 2025

More on Cognitive impairment

Latest

Nov 2025: 20Dec 2025: 45Jan 2026: 14Feb 2026: 11Mar 2026: 7Apr 2026: 0May 2026: 0Jun 2026: 1Jul 2026: 11Aug 2026: 52Sep 2026: 70Oct 2026: 18249 in 12 months
BMC Geriatrics

Poorer thinking and more depressive symptoms linked to cancer

Against the favourable pattern, the poorer pattern had hazard ratios of 1.23, 2.05 and 1.61, comparing cancer risk over time across three cohorts.Against the favourable pattern, the poorer pattern had hazard ratios of 1.23, 2.05 and 1.61, comparing cancer risk over time across three cohorts.

Cohort study of 7,077 peopleDepressive symptoms
iScience

Airborne benzene linked to fatty liver disease in UK adults

Each 0.151 microgram per cubic metre increase in residential benzene was associated with a 26% higher risk of developing non-alcoholic fatty liver disease.Each 0.151 microgram per cubic metre increase in residential benzene was associated with a 26% higher risk of developing non-alcoholic fatty liver disease.

Cohort study of 401,472 peoplePopulations
bioRxiv

Lifelong mating reshaped liver aging in short-lived killifish

In killifish experiments, lifelong mating reduced inflammation in old females’ main liver cells, while models based on gene activity predicted “younger” ages for several…In killifish experiments, lifelong mating reduced inflammation in old females’ main liver cells, while models based on gene activity predicted “younger” ages for several liver cell types.

Preprint: experiments in killifishInterventions
BMC Public Health

Air pollution linked to overlapping chronic diseases in China

Higher pollution-mixture scores were associated with greater odds of developing overlapping conditions than lower scores, with an odds ratio of 1.25.Higher pollution-mixture scores were associated with greater odds of developing overlapping conditions than lower scores, with an odds ratio of 1.25.

Cohort study of 4,650 peoplePopulations
Annals of Medicine

Model identifies frailty in people on regular kidney dialysis

The best model scored 0.917 on a measure of how well it separated patients with and without frailty, in 124 patients from another city.The best model scored 0.917 on a measure of how well it separated patients with and without frailty, in 124 patients from another city.

Cross-sectional study of 626 peopleBiomarkers