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: The episode highlights how public perception and sensationalized news coverage can influence a legal case before it even reaches a verdict. JioHotstar Viewing Information You can stream Criminal Justice: Adhura Sach Disney+ Hotstar

For example, the city of Chicago has implemented a predictive policing program that uses machine learning algorithms to identify areas with a high risk of gun violence. The program has been shown to reduce gun violence by 39% in targeted areas. criminaljusticeadhurasachs01e051080phind free

Riya knew revealing this would unravel careers and livelihoods. PhindFree’s contracts included indemnities and gag clauses; their sales representatives enjoyed warm relationships with court administrators who relied on quick, defensible metrics to clear backlogs. But she could not ignore the lives veering toward longer sentences because an opaque model declared them “high risk.” : The episode highlights how public perception and

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Riya and her team shifted their approach from accusation to demonstration. Rather than litigate proprietary code, they exposed outcomes. They produced transparent case studies, layered causal timelines, and counterfactual analyses: had cases been sentenced without the model, what would likely have occurred? Where did the algorithm’s inputs mirror policing practices rather than individual culpability? These studies used public records and S.A.C.H.S.’s aggregated summaries—no stolen code, just careful, replicable statistical work.