Violeta Rodrigues Aguiar, Fabiana da Silva Cabreira, Fernando Ritter, Roger Keller Celeste
[What aspects influence the prioritization of Primary Health Care by municipal managers in Rio Grande do Sul - Brazil?]
Ciencia & saude coletiva
ecosystem state transitions ecologically devastating restoration success state transitions common within aquatic systems worldwide especially considering humanmediated changes land use water use created transferable conceptual framework enable multiscale assessments state resilience early warnings state transitions inform strategic restorations avoid ecosystem collapse conceptual framework integrated machine learning predictions ecosystem state concepts eg state classification gradients vulnerability recovery potential leading state transitions devised investigate possible environmental drivers application framework generated prediction probabilities submersed aquatic vegetation sav presence nearly 10000 sites upper mississippi river united states used interpretability method explain model predictions gain insights possible environmental drivers thresholds linear responses sav presence absence model accuracy 89 without spatial bias average water depth suspended solids substrate distance nearest sav best predictors likely environmental drivers sav habitat suitability environmental drivers exhibited nonlinear thresholdtype responses sav results also presented online dashboard explore results many spatial scales habitat suitability model outputs prediction explanations many spatial scales 4 400 km river reach inform research restoration planning