Assessing sediment organic pollution via machine learning models and resource performance

•Organically polluted sediments were an efficient catalyst precursor for SR-AOPs.•The link between catalytic performance and pollution indicators was established.•Machine learning models could predicted organic pollution indicators of sediment.•New insights into sediment assessment and resource utilization were presented.