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[E12] Pooled vs clip-level echo tokens — the deferred half of the #69 ablation

Status: Open.

#77 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 13, 2026

[W08] Rebuild paper failure figures from real artifacts (currently unlabeled synthetic demo)

Status: Open.

#76 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 12, 2026

[D08] lvef_upper fallback injects LVEF=100 label artifacts into the cohort

Status: Open.

#75 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 12, 2026

[M11] Fused probe has no cross-modal interaction — one direction still dead

Status: Open.

#72 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[I08] Right-size compute for probe training and evaluation

Status: Open.

#71 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[I07] Access check for the canonical rerun (PhysioNet + HF gate)

Status: Open.

#70 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[E11] Pooling ablation — HuBERT-ECG and EchoJEPA clip pooling

help wantedExtra attention is neededExtra attention is needed

Status: Open.

#69 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[W07] Restate reported numbers from the canonical run

Status: Open.

#68 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[E10] Diagnose fused vs single-modality baseline gap

Status: Open.

#67 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[E09] EF≤40% calibration artifacts

Status: Open.

#66 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation

[E08] Fairness stratification artifacts

Status: Open.

#65 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

·  

Task A — Ejection Fraction Estimation

[E07] Canonical missing-modality rerun with bootstrap CIs

help wantedExtra attention is neededExtra attention is needed

Status: Open.

#64 In criticaldata/PRIMED-AI;

· duckyquang opened on Aug 4, 2026

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Task A — Ejection Fraction Estimation