LAUSR

Beyond accuracy: a framework for evaluating algorithmic bias and performance, applied to automated sleep scoring

Sign Up to like & get
recommendations!
0 Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-06019-4

Abstract: Recent advancements in artificial intelligence (AI) have significantly improved sleep-scoring algorithms, bringing their performance close to the theoretical limit of approximately 80%, which aligns with inter-scorer agreement levels. While this suggests the problem is technically… read more here.

Keywords: performance; accuracy framework; beyond accuracy; sleep scoring ... See more keywords

Beyond accuracy: hidden motives in diagnostic testing

Sign Up to like & get
recommendations!
1 Published in 2018 at "Family Practice"

DOI: 10.1093/fampra/cmx089

Abstract: Background Diagnostic decision-making is usually disease-focussed and intended to examine the patient's medical condition accurately. But diagnostic interventions may serve further purposes that are not yet fully understood. Objective To explore GPs' diagnostic behaviour not… read more here.

Keywords: beyond accuracy; gps; motives diagnostic; decision making ... See more keywords

Beyond Accuracy: Methodological Advances for Assessing the Clinical Impact of Infectious Disease Diagnostics

Sign Up to like & get
recommendations!
0 Published in 2025 at "Open Forum Infectious Diseases"

DOI: 10.1093/ofid/ofaf489

Abstract: Abstract Evaluating the clinical impact of in vitro diagnostic tests (IVDs) for infectious diseases is complex given their effectiveness depends on context, implementation, and provider behavior. Traditional methodologies for therapy interventions do not adequately capture… read more here.

Keywords: infectious diseases; accuracy methodological; clinical impact; methodological advances ... See more keywords

Beyond Accuracy: Decision Transformers for Reward-Driven Multi-Objective Recommendations

Sign Up to like & get
recommendations!
0 Published in 2025 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2025.3582506

Abstract: Accuracy has been the primary benchmark for assessing recommenders learned from sequential interactions. To improve user experience by diverse and novel recommendation, our paper focuses on Multi-objective Sequential Recommendation (MOSR) to balance these conflicting objectives.… read more here.

Keywords: multi objective; accuracy decision; accuracy; reward driven ... See more keywords