Stephen P Whiteside, Denis M McCarthy, Joshua D Miller
An examination of the factor structure of the Social Skills Rating System parent elementary form
Assessment
current european eu policies green deal envisage safe sustainable practices chemicals include nanoforms nfs earliest stages innovation theoretically safe sustainable design ssbd framework established eu collaborative efforts toward definition quantitative criteria ssbd dimension namely human environmental safety dimension environmental social economic sustainability dimensions study target safety dimension demonstrate journey toward quantitative intrinsic hazard criteria derived findable accessible interoperable reusable data data curated merged development new approach methodologies quantitative structureactivity relationship models based regression classification machine learning algorithms intent predict hazard class models utilize system ie hydrodynamic size polydispersity index nonsystem ie elemental composition core sizedependent nanoscale features combination biological vitro attributes experimental conditions various silver nfs functional antimicrobial textiles cosmetics applications second step interpretable rules criteria followed certainty factor obtained exploiting bayesian network structure crafted expert reasoning probabilistic model shows predictive capability 78 average accuracy across hazard classes work show shifted conceptualization ssbd framework toward realistic implementation pragmatic instances study reveals quantitative intrinsic hazard criteria considered safety aspects synthesis stage ii challenges within iii future directions generation distillation criteria feed ssbd paradigms specifically criteria guide material engineers synthesize nfs inherently safer alternative nanoformulations earliest stages innovation models enable fast costefficient silico toxicological screening previously synthesized hypothetical scenarios yettobe synthesized nfs