Tuo Meimei, Long Baoxin
Research on the Correlation between Multisource Big Data Virtual Assisted Preschool Education and the Development of Children's Innovative Ability
Occupational therapy international
study aims identify timescale suicidal thinking leveraging realtime monitoring data number different analytic approaches participants 105 adults past week suicidal thoughts completed 42d realtime monitoring study total number observations 20255 participants completed two forms realtime assessments traditional realtime assessments spaced hours apart day highfrequency assessments spaced 10 min apart 1 h found suicidal thinking changes rapidly descriptive statistics markovswitching models indicated elevated states suicidal thinking lasted average 1 3 h individuals exhibited heterogeneity often long reported elevated suicidal thinking analyses suggest different aspects suicidal thinking operated different timescales continuoustime autoregressive models suggest current suicidal intent predictive future intent levels 2 3 h current suicidal desire predictive future suicidal desire levels 20 h multiple models found elevated suicidal intent average shorter duration elevated suicidal desire finally inferences withinperson dynamics suicidal thinking basis statistical modeling shown depend frequency data sampled example traditional realtime assessments estimated duration severe suicidal states suicidal desire 95 h whereas highfrequency assessments shifted estimated duration 14 h