Juq-158 __full__ Jun 2026

The authors formalize three notions of fairness (demographic parity, equalized odds, and predictive parity) and prove that any non‑trivial classifier that satisfies two of them simultaneously must sacrifice some predictive power unless the underlying data distribution already satisfies certain symmetry properties. They also show that, under a “group‑wise calibrated” assumption, one can achieve a Pareto‑optimal frontier where small fairness gains come at negligible accuracy loss. The paper ends with a “design checklist” for practitioners: (1) Diagnose the data‑generation process, (2) Choose fairness metrics aligned with the decision context, (3) Run a sensitivity analysis on the accuracy–fairness curve.

| Technique | Performance | |-----------|-------------| | | Retention time ~ 12.3 min on DB‑5; major fragment m/z = 91 (tropylium ion), 149, 197. | | LC‑HRMS (ESI‑+ ) | Accurate mass m/z = 312.1642 ([M+H]⁺); typical product ions: m/z = 197.0915 (pyrrolidine fragment) and 150.0652 (fluorophenyl). | | Immunoassay | No cross‑reactivity with standard drug panels (opioid, amphetamine, cannabinoid). | | Portable Raman | Peaks at 1,025 cm⁻¹ (C‑F stretch) and 1,640 cm⁻¹ (C=C aromatic). | JUQ-158

In the Japanese adult entertainment market, production companies use alphanumeric codes to organize their extensive libraries. "JUQ" is the label identifier, while "158" refers to the specific volume or release number. These codes are essential for: The authors formalize three notions of fairness (demographic

A Global Atlas of Urban Heat Islands and Their Implications for Public Health Authors: Y. Zhou, A. P. G. P. Zeng, et al. Journal / Pre‑print: Nature Climate Change 13, 1099–1108 (2023) – Open‑access via the Nature Portfolio “Read & Cite” platform: https://doi.org/10.1038/s41558-023-01456‑x Why it’s interesting: | Technique | Performance | |-----------|-------------| | |