What are the best movies about overcoming unfair treatment?

#glory #denzelwashington #unfairtreatment #moviepodcast

Hey all can you make posts tagging YouTube on your social media my mama’s YouTube channel got removed due to political targeting? Her channel is Knitting With Lisa. #unfair #unfairtreatment #youtube

Detecting Perceived Unfair Treatment Among US College Students Using Mobile Sensing: Pilot Machine Learning Study Background: Experiences of unfair treatment on college campuses are linked to adverse mental and physical health outcomes, highlighting the need for interventions. However, detecting such experiences relies mainly on self-reports. No prior research has examined the #feasibility of using mobile sensing via smartphones and wearables for the passive detection of these experiences. Objective: This pilot study explores the potential of using passive sensing to detect daily experiences of perceived unfair treatment (PUT) after they occur. It aims to develop and evaluate machine learning models against naive baselines and establish a benchmark for future research. Methods: We analyzed data from 201 undergraduate students collected over two 10-week academic terms in 2018. PUT was self-reported at the daily level via ecological momentary assessment (EMA) surveys, with 413 of 9629 (4.3%) total responses indicating unfair treatment. We implemented two modeling approaches with distinct training schemes: (1) supervised classification models trained in a user-independent manner using data from different individuals, and (2) anomaly detection models trained in a user-dependent manner using historical data from the same individuals. Classification performance was assessed using stratified group 5-fold cross-validation for user-independent models and a chronological train-test split for user-dependent models. Results: Of the 201 study participants, 110 reported experiencing unfair treatment at least once. On average, participants reported unfair treatment in 4.66% of their EMA responses (95% CI 3.13% to 6.19%). User-independent classification models showed mixed performance (AUC-ROC [area under the receiver operating characteristic curve]: 0.546-0.640, AUC-PR [area under the precision-recall curve]: 0.047-0.093, F1-score: 0.070-0.121). Tree-based models, particularly light gradient boosting machine (LightGBM) and Random Forest, outperformed all 3 baselines in AUC-ROC and AUC-PR; LightGBM also improved the F1-score. In comparison, user-dependent anomaly detection models performed better, with the multiday long short-term memory-AE model (50 features, 7-day window) achieving the highest recall (0.830, +73.3%, P

JMIR Formative Res: Detecting Perceived Unfair Treatment Among US College Students Using Mobile Sensing: Pilot Machine Learning Study #MentalHealth #CollegeStudents #UnfairTreatment #MobileSensing #MachineLearning

Veterans who lack citizenship fear being swept up in Trump's deportations Veterans like Julio Torres are often promised that military service will be a fast-track to U.S. citizenship for themselves and their family members.

Lame.

#Lame #DoBetter #VeteransDeserveBetter #HonorOurVeterans #StopDeportations #ImmigrationJustice #UnfairTreatment #SupportVeterans #PolicyFailure #HumanRights

apnews.com/article/vete...

I lost my archive. My fans. My songs. My captions. My legacy. All gone because an AI flagged me without context or care.
#unfairtreatment #artist

This was one of the latest pieces I was working on before Instagram suspended my account. It's unfinished-- just like the archive they erased.
#artist #art #inspiration #unfairtreatment #myartjpurney #artlife #oc #ocartist #ocarts #origionalcreator #origionalart #workinprogress

Choppies employees submit Petition Alleging Unfair Treatment Choppies employees submit Petition Alleging Unfair Treatment NBC Online Sat, 08/16/2025 - 17:44

#Choppies #UnfairTreatment #WorkersRights #Namibia #LaborIssues

Keetmanshoop temporary workers protest unfair treatment Keetmanshoop temporary workers protest unfair treatment NBC Online Wed, 05/21/2025 - 14:02

#Keetmanshoop #WorkersRights #UnfairTreatment #TemporaryWorkers #Protest

Age Discrimination in California Workplaces: Unfair Treatment for Workers Over 40 - Publicist Paper Living in California, where dreams fuel innovation and ambition, I’ve seen how age discrimination casts a shadow over workers over 40. It’s a tough reality—despite laws and growing awareness, too many...

Age Discrimination in California Workplaces: Unfair Treatment for Workers Over 40

publicistpaper.com/age-discrimi...

#AgeDiscrimination #UnfairTreatment #WorkplaceDiscrimination #WorkersOver40 #HiringDiscrimination #ADEA #FEHA

I’m the Canadian who was detained by Ice for two weeks. It felt like I had been kidnapped I was stuck in a freezing cell without explanation despite eventually having lawyers and media attention. Yet, compared with others, I was lucky

“Denied entry without warning after years of hard work and a properly approved visa. Detained, interrogated, sent away with no chance to speak to a lawyer. This is what happens when bureaucracy and bad judgment intersect #Immigration #VisaRevoked #UnfairTreatment” www.theguardian.com/us-news/2025...

Though Not that i have any right to because people kept calling me keith #UnfairTreatment

Centre Treating Punjab Unfairly: AAP Delegation Meets Guv Kataria on Chandigarh Chief Secretary Issue - Yes Punjab News AAP delegation urges Punjab Governor to address Centre’s discriminatory treatment and criticizes anti-farmer policies, particularly targeting Punjab’s mandi system.

Centre Treating Punjab Unfairly: AAP Delegation Meets Guv Kataria on Chandigarh Chief Secretary Issue yespunjab.com?p=81675

#AAPDelegation #PunjabPolitics #UnfairTreatment #GulabChandKataria #ChandigarhChief #PunjabIssues #PoliticalMeeting #PunjabRights #CentreVsPunjab #PunjabNews

American press are shit. They tear down this good man. We don’t deserve him. 🍔📰 #MediaBias #UnfairTreatment