Physiologically Informed Digital Auscultation for Pneumonia Detection in Long-term Care Residents

arXiv:2609.27222 · cs.SD, cs.CV, cs.LG, eess.AS, q-bio.TO · Submitted 2026-09-23 · Read on arXiv

cs.SD, cs.CV, cs.LG, eess.AS, q-bio.TO

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Accuracy — 15× in this paper · explained in 1 episode
• AUC — 11× in this paper · explained in 2 episodes
• Ablation — 7× in this paper · explained in 1 episode
• Alignment — 4× in this paper · explained in 1 episode
• Interpretability — 4× in this paper · explained in 15 episodes
• Aggregation — 3× in this paper · explained in 1 episode
• Consistency — 3× in this paper · explained in 3 episodes
• Generalization — 3× in this paper · explained in 13 episodes
• Multimodal Fusion — 3× in this paper · explained in 3 episodes
• Commentary — 2× in this paper · explained in 2 episodes
• Core — 2× in this paper · explained in 2 episodes
• Domain Shift — 2× in this paper · explained in 4 episodes
• External Validation — 2× in this paper · explained in 2 episodes
• F1 Score — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Diagnostic Tools — 1× in this paper · explained in 2 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Short-Time Fourier Transform — 1× in this paper

Sources

• Training Convolutional Networks with Noisy Labels
• GetNetUPAM: Ecologically Informed Nested Cross-Validation and Noise-Robust Attention for Marine Bioacoustic Monitoring

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