In this article, we present a novel multimodal feedback framework called MOSAIC-F, an acronym for a data-driven Framework that integrates Multimodal Learning Analytics (MMLA), Observations, Sensors, Artificial Intelligence (AI), and Collaborative assessments for generating personalized feedback on student learning activities. This framework consists of four key steps. First, peers and professors' assessments are conducted through standardized rubrics (that include both quantitative and qualitative evaluations). Second, multimodal data are collected during learning activities, including video recordings, audio capture, gaze tracking, physiological signals (heart rate, motion data), and behavioral interactions. Third, personalized feedback is generated using AI, synthesizing human-based evaluations and data-based multimodal insights such as posture, speech patterns, stress levels, and cognitive load, among others. Finally, students review their own performance through video recordings and engage in self-assessment and feedback visualization, comparing their own evaluations with peers and professors' assessments, class averages, and AI-generated recommendations. By combining human-based and data-based evaluation techniques, this framework enables more accurate, personalized and actionable feedback. We tested MOSAIC-F in the context of improving oral presentation skills.

A US federal judge has blocked new Trump administration regulations on birth control from applying across the entire country. The rules allow employers and insurers to decline to provide birth control if doing so violates their "religious beliefs" or "moral convictions". The rules were to come into effect nationwide from Monday. But the judge in Philadelphia granted an injunction requested by attorneys general in Pennsylvania and New Jersey. Judge Wendy Beetlestone ruled that the new rules would make it more difficult for many women to obtain free contraception and would be an undue burden on US states. Her decision follows a similar verdict by a judge in California on Sunday.

This is Essential Politics, our daily look at California political and government news. Rosey Grier, a legendary Los Angeles Rams player, says he's thinking about running for governor of California . Uber's effort to use self-driving cars on San Francisco streets without a permit inspires one legislator to take action . A former Los Angeles planning commissioner becomes the twelfth person to enter the race to replace Rep. Xavier Becerra. Rosey Grier, a legendary Los Angeles Rams player, says he's thinking about running for governor of California .

This is Essential Politics, our daily look at California political and government news. Rosey Grier, a legendary Los Angeles Rams player, says he's thinking about running for governor of California . Uber's effort to use self-driving cars on San Francisco streets without a permit inspires one legislator to take action . A former Los Angeles planning commissioner becomes the twelfth person to enter the race to replace Rep. Xavier Becerra. Rosey Grier, a legendary Los Angeles Rams player, says he's thinking about running for governor of California .