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2022 · IEEE journal of biomedical and health informatics · paywalled

AI Aided Analysis on Saliva Crystallization of Pregnant Women for Accurate Estimation of Delivery Date and Fetal Status

Li et al.

The finding, in our words

AI analysis of salivary crystallisation patterns from self-collected saliva predicted delivery dates with high accuracy in a small cohort, offering a virtually painless home monitoring option for pregnant women that could support decentralised antenatal care.

A paraphrase to the Library’s standard, never the abstract. The source is one link away and is always the authority.

Labels

  1. 2023

    Methodological approach for an integrated female-specific study of anxiety and smoking comorbidity

    An intensive protocol combining daily at-home saliva collection for ovarian hormones with smartphone-based ecological momentary assessment achieved 85% compliance in 50 female smokers, revealing substantial within- and between-subject heterogeneity in hormone levels, anxiety and nicotine craving. This demonstrates feasibility of decentralised, patient-centric data collection for studying complex comorbidities.

    Farris et al., Frontiers in psychiatry · source ↗

    • saliva
    • self-collection
    • fertility
    • hormones
    • digital-biomarker
    • multimodal
  2. 2023

    From a decentralized clinical trial to a decentralized and clinical-trial-in-a-box platform: Towards patient-centric and equitable trials

    The authors developed and deployed a decentralised trial platform for a Phase 2 COVID-19 study that used home-based monitoring devices and mobile applications to collect health data remotely, enabling inclusion of participants from diverse socioeconomic backgrounds and rural settings. They created a Clinical-Trial-in-a-Box tool to standardise data collection across decentralised platforms, with lessons learned applicable to Long COVID research.

    Dulko et al., Journal of clinical and translational science · source ↗

    • dct
    • multimodal
    • rpm
    • self-collection
    • stool
    • digital-biomarker
    • saliva
  3. 2026

    Salivary estradiol and progesterone across the menstrual cycle: Association and agreement with serum concentrations

    Self-collected salivary progesterone and the ratio of estradiol to progesterone showed strong agreement with serum levels, supporting the use of saliva as a noninvasive matrix for monitoring the menstrual cycle.

    Goldenstein et al., Physiological reports · source ↗

    • venous-agreement
    • blood
    • self-collection
    • fertility
    • hormones
    • liquid
    • saliva
  4. 2026

    Implementation of a Capillary Blood Self-Sampling Technique at Home for Monitoring of Patients With IBD

    This proof-of-concept study demonstrated that patients with inflammatory bowel disease could successfully perform capillary blood microsampling at home with high analytical success rates, and a majority preferred this decentralised approach over hospital venous draws.

    Schuurman et al., Inflammatory bowel diseases · source ↗

    • acceptability
    • multimodal
    • blood
    • rpm
    • self-collection
    • capillary
    • bd-microtainer
    • liquid
  5. 2026

    A Noninvasive Method for Dynamic Ovulation Monitoring Based on Memristor

    This study demonstrates that a memristor sensor can identify distinct electrical signatures in saliva and urine corresponding to different ovulation phases, suggesting a potential route for noninvasive home fertility monitoring.

    Chen et al., ACS omega · source ↗

    • wearable
    • multimodal
    • fertility
    • hormones
    • liquid
    • urine
    • saliva