Dataset

TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611)

TempZenodoCC BY 4.0

This Zenodo deposit accompanies the pilot study “Monitoring female fertile ground: a pilot study of continuous body temperature measurement using a skin wearable device and machine learning integration” by Siret Läänelaid and colleagues at the University of Tartu, the University of Granada and TempID. It contains anonymized, cleaned, filtered, annotated and imputed skin-temperature recordings with ovulation annotations (temperature_ovulation_dataset.csv). A second file (MaxRange.csv) holds hourly mean temperatures computed within the study's maximum temperature range, which served as the input features for its machine-learning pipeline.

  • Published: Zenodo, 2026 (record 20160611)
  • License: CC BY 4.0
  • Authors: Siret Läänelaid et al. (University of Tartu, University of Granada, TempID)
  • Files: temperature_ovulation_dataset.csv, MaxRange.csv
At a glance
Type
Dataset
Access
Not reported
Subjects
39
Signals
Temp
PPG sites
None
Setting
In the wild
Wrist
No
Raw waveforms
No
Updated
Oct 16, 2026

Original description

Siret Läänelaid1,2, Ignacio Garach Vélez3, Rait Rand4, Mihkel Tedremaa4, Luis J. Herrera3, Pablo Heredero3, Francisco M. Ortuño3, Triin Markus2, Aivar Orav2,5, Celia M. Tenorio6,7, Ruth Kalda1, Andres Salumets8,9,10,11, Signe Altmäe 6,7,10,11

1Department of Family Medicine, Faculty of Medicine, University of Tartu, 50411 Tartu, Estonia

2 Tartu Applied Health Sciences University, 50411 Tartu, Estonia

3 Department of Computer Engineering, Automatics and Robotics, ICAR, University of Granada, 18071 Granada, Spain

4TempID, Tallinn, 10621, Estonia

5 United Laboratories of Tartu University Hospital, 51014 Tartu, Estonia

6Department of Biochemistry and Molecular Biology, Faculty of Sciences, University of Granada, 18071 Granada, Spain

7 Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, 18012, Spain

8 Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, 51014 Tartu, Estonia

9 Celvia CC, Tartu, 50411, Estonia

10 Department of Gynecology and Reproductive Medicine, Karolinska University Hospital, Huddinge, Stockholm, 14183, Sweden

11 Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Huddinge, Stockholm, 14183, Sweden

temperature_ovulation_dataset.csv contains anonymized, cleaned, filtered, annotated, and imputed temperature and ovulation data prepared for downstream analysis. MaxRange.csv contains the hourly mean temperature values computed within the maximum temperature range described in the article. These processed features were used as input for the machine learning pipeline.

Verbatim fromZenodo· Licence: cc-by-4.0

TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611): ChatPPG research summary card

Key numbers

39
Subjects
2
Reference labels
MENSTRUAL CYCLE, OVULATION

How it works

How TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611) works: Devices & body sites → Signals recorded → TasksDevices & body sites: None (PPG site). Signals recorded: TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611), 39 subjects, signals Temperature. Tasks: Menstrual cycle; Fertility window.Devices & body sitesNone: PPG siteNonePPG siteSignals recordedTempID fertile-ground skin…39 subjectsTemperatureTasksMenstrual cycleMenstrual cycleFertility windowFertility window

No model in the hub reports results on this dataset yet.

Reference labels
menstrual cycle, ovulation

Models trained or evaluated on it

No model in the hub reports results on TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611) yet. Be the first: results submitted with a paper are added here.

Cite

@misc{tempidfertilegroundskint2026,
  title = {{TempID fertile-ground skin temperature + ovulation labels (Zenodo 20160611)}},
  year = {2026},
  howpublished = {Zenodo},
  doi = {10.5281/zenodo.20160611},
  url = {https://zenodo.org/records/20160611}
}

History

  1. Record updated