poc:2025:msp-sleepstages-as-predictor [DokuWiki]

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====== MSP: Maternal Sleepstages for predicting newborn attributes ======

This is a guiding template for short-term exploratory projects.
Many sections are optional either in their presence or scope and can be excluded based on the project at hand.

===== Quick Summary =====


  * **Status**: 🟡 In Progress
  * **Duration**: 28th July 2025 - ???  
  * **Type**: Data Analysis
  * **Repository**: [[https://github.com/yourorg/repo-name|GitHub Repository]]  
  * **Team**: Fabricio

**What we're exploring**: We are exploring whether hypnodensities or hynograms of mothers during their pregnancy can be used for predicting properties of infants.


===== Ideas =====
  * Take a look at the correlation between the HRV of the child, the SpO2 of the mother, and the HRV of the mother.

===== Environment & Setup =====

A description of the used hardware and software.
The scope is up to the judgement of the team.

Suggestions for projects with software:

  * Programming Language & Package Versions, Docker image, ...
  * Notes on setup / required steps to get things working.
  * Git Repo (Code, Dockerfiles, Configs, ...)

Suggestions for projects with data:
  * Data source and when it was acquired/downloaded  
  * Description of changes to data, ideally with scripts + dependencies in git repo.


===== Key Findings =====
==== What Worked ====
  * Bullet points of successful approaches

==== What Didn't Work ====
  * Failed approaches (and why)
  * Performance bottlenecks discovered
  * Incompatibilities found

==== Surprises & Insights ====
  * Unexpected discoveries
  * Hidden complexities
  * Simpler alternatives found

===== Recommendations =====
**Should we proceed?**: Yes/No/Maybe

**If yes, what needs to happen?**


===== External Resources =====
  * Paper: [[https://www.nature.com/articles/s41467-018-07229-3|Neural network analysis of sleep stages enables efficient diagnosis of narcolepsy]]
  * Sleepdata: [[https://sleepdata.org/datasets/msp/|MSP Dataset]]