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CNN Newsroom With Jim Acosta

Not hunter biden saw himself as an addict at that time? he had just finished an 11 day rehabilitation program graham, he had been living with a sober partner for a certain period of time. they re going to look into his mind and say, was he an addict? so that s one of the primary defenses. that s going to be raised and we re likely to hear about in an opening statements, the other arguments that the defense is going to raise was that form tampered with there s a form from 2018 that s on file that is the form that was created at the time he bought the gun, but there was an annotation on a copy of that form that was written in 2021. so the defense is going to attack the veracity of that document, wasn t accurate at the time. and then the last one is this gun, the actual gun that a hunter biden had in his possession for two weeks. they re going to talk about chain of custody. it was not tested. there was cocaine residue that was found, but it was not tested for five years. so those are the ....

Hunter Biden , Day Rehabilitation Program Graham , Wasn T , Defense Themes , Cocaine Residue , Chain Of Custody ,

Mastering Spring: Synchronizing @Transactional and @Async Annotations With Various Propagation Strategies

@Transactional annotation, combined with various propagation strategies, offers granular control over transaction management, ensuring data integrity. ....

Spring Framework , Transaction Management , Asynchronous Operations , Transactional With , Async With , Async Method Calling Multiple , Spring Framework , Synchronous Method Invocation ,

"A Five-Step Workflow to Manually Annotate Unstructured Data into Train" by Yunshu Zhu, Ting Song et al.

Natural Language Processing (NLP) is a powerful technique for extracting valuable information from unstructured electronic health records (EHRs). However, a prerequisite for NLP is the availability of high-quality annotated datasets. To date, there is a lack of effective methods to guide the research effort of manually annotating unstructured datasets, which can hinder NLP performance. Therefore, this study develops a five-step workflow for manually annotating unstructured datasets, including (1) annotator training and familiarising with the text corpus, (2) vocabulary identification, (3) annotation schema development, (4) annotation execution, and (5) result validation. This framework was then applied to annotate agitation symptoms from the unstructured EHRs of 40 Australian residential aged care facilities. The annotated corpus achieved an accuracy rate of 96%. This suggests that our proposed annotation workflow can be used in manual data processing to develop annotated training corp ....

Language Processing , Nnotation Workflow , Electronic Health Records , Machine Learning , Natural Language Processing , Raining Data Development ,

Implementing Persistence With Clean Architecture

Implementing Persistence With Clean Architecture
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Robertc Martin , Clean Architecture , Clean Coder Blog , Persistence Manages Its Own , Persistence Uses , Business Classes , Defines Its Own , Define Only , Business Logic ,

Composing Custom Annotations in Spring

Spring, building custom composite annotations with @AliasFor. The mechanism allows developers to create custom composite annotations. ....

Attribute Values With , Spring Framework ,