metabolic_metabolomics · blood_test

HbA1c

Valid comparisons for this clinically grounded task are grouped by fixed information set.

Per-track results

Benchmark Tracks

hba1c/04a02d0a54c9

anthropometrics, dxa

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.1917	56
2	HPP Participant Features	Ridge	0.1857	56

hba1c/08bb5bf0603c

anthropometrics, nightingale

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.1141	519
2	HPP Participant Features	Ridge	0.1118	519

hba1c/409a1d59cb6b

anthropometrics, fundus

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabSwift	0.05862	45
2	Fundus Automorph Features	Ridge	0.03119	45

hba1c/6076121c7387

anthropometrics, cgm

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	TabSwift	0.2784	549
2	CGM Iglu	Ridge	0.2603	549
3	CGM Iglu	Gradient-boosted trees	0.2406	549
4	Participant Embedding	Ridge	0.2226	549

hba1c/63a81f0066a0

anthropometrics, sleep

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.1342	390
2	HPP Participant Features	Ridge	0.1162	390

hba1c/89460bd33c69

anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.05154	253

hba1c/89cb0b637bed

anthropometrics, nightingale

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.08483	99
2	HPP Participant Features	Ridge	-0.004869	99

hba1c/90cbd5b08d24

anthropometrics, dxa

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.1216	325
2	HPP Participant Features	Ridge	0.1207	325

hba1c/9f8bee811473

anthropometrics, fundus

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabSwift	0.1411	256
2	Fundus Automorph Features	Ridge	0.09542	256

hba1c/dcf3052e94de

anthropometrics, ecg_signal

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.04536	343

hba1c/e0a17b2945d7

anthropometrics, cgm

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	Ridge	0.2088	107
2	CGM Iglu	TabSwift	0.1994	107
3	CGM Iglu	Gradient-boosted trees	0.1574	107

hba1c/f88ba6553438

anthropometrics, sleep

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Participant Features	TabSwift	0.1256	70
2	HPP Participant Features	Ridge	0.1036	70