公开(公告)号：US20160162456A1

公开(公告)日：2016-06-09

申请号：US14964517

申请日：2015-12-09

申请人： Robert J. Munro ,  Schuyler D. Erle ,  Christopher Walker ,  Sarah K. Luger ,  Jason Brenier ,  Gary C. King ,  Paul A. Tepper ,  Ross Mechanic ,  Andrew Gilchrist-Scott ,  Jessica D. Long ,  James B. Robinson ,  Brendan D. Callahan ,  Michelle Casbon ,  Ujjwal Sarin ,  Aneesh Nair ,  Veena Basavaraj ,  Tripti Saxena ,  Edgar Nunez ,  Martha G. Hinrichs ,  Haley Most ,  Tyler J. Schnoebelen

发明人： Robert J. Munro ,  Schuyler D. Erle ,  Christopher Walker ,  Sarah K. Luger ,  Jason Brenier ,  Gary C. King ,  Paul A. Tepper ,  Ross Mechanic ,  Andrew Gilchrist-Scott ,  Jessica D. Long ,  James B. Robinson ,  Brendan D. Callahan ,  Michelle Casbon ,  Ujjwal Sarin ,  Aneesh Nair ,  Veena Basavaraj ,  Tripti Saxena ,  Edgar Nunez ,  Martha G. Hinrichs ,  Haley Most ,  Tyler J. Schnoebelen

IPC分类号： G06F17/24 ,  G06F17/22 ,  G06F17/28

CPC分类号： G06F17/30598 ,  G06F3/0482 ,  G06F17/2241 ,  G06F17/241 ,  G06F17/272 ,  G06F17/2785 ,  G06F17/28 ,  G06F17/2809 ,  G06F17/30011 ,  G06F17/30401 ,  G06F17/30445 ,  G06F17/30604 ,  G06F17/30654 ,  G06F17/30705 ,  G06F17/30734 ,  G06F17/30864 ,  G06Q50/01

摘要： Methods are presented for generating a natural language model. The method may comprise: ingesting training data representative of documents to be analyzed by the natural language model, generating a hierarchical data structure comprising at least two topical nodes within which the training data is to be subdivided into by the natural language model, selecting a plurality of documents among the training data to be annotated, generating an annotation prompt for each document configured to elicit an annotation about said document indicating which node among the at least two topical nodes said document is to be classified into, receiving the annotation based on the annotation prompt; and generating the natural language model using an adaptive machine learning process configured to determine patterns among the annotations for how the documents in the training data are to be subdivided according to the at least two topical nodes of the hierarchical data structure.

摘要翻译： 提出了生成自然语言模型的方法。 该方法可以包括：摄取表示要由自然语言模型分析的文档的训练数据，生成包括至少两个主题节点的分层数据结构，训练数据将在该节点内被自然语言模型细分，选择多个 在要注释的训练数据中生成文档的注释提示，为每个文档生成关于所述文档的注释的注释提示，该注释指示所述文档中的至少两个主题节点中的哪个节点被分类，基于注释接收注释 提示; 以及使用自适应机器学习过程来生成所述自然语言模型，所述自适应机器学习过程被配置为根据所述分级数据结构的所述至少两个主题节点来确定所述注释中的模式如何根据所述训练数据中的文档被细分。

公开(公告)号：US20190243886A1

公开(公告)日：2019-08-08

申请号：US16125343

申请日：2018-09-07

申请人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Jason Brenier ,  Paul A. Tepper ,  Jessica D. Long ,  James B. Robinson ,  Aneesh Nair ,  Michelle Casbon ,  Stefan Krawczyk

发明人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Jason Brenier ,  Paul A. Tepper ,  Jessica D. Long ,  James B. Robinson ,  Aneesh Nair ,  Michelle Casbon ,  Stefan Krawczyk

IPC分类号： G06F17/24 ,  G06F16/332 ,  G06F17/28 ,  G06F16/28 ,  G06F16/93 ,  G06F16/35 ,  G06F16/2453 ,  G06F16/951 ,  G06F16/242 ,  G06F17/22 ,  G06Q50/00 ,  G06F17/27 ,  G06F3/0482 ,  G06F16/36

CPC分类号： G06F17/241 ,  G06F3/0482 ,  G06F16/243 ,  G06F16/24532 ,  G06F16/285 ,  G06F16/288 ,  G06F16/3329 ,  G06F16/35 ,  G06F16/367 ,  G06F16/93 ,  G06F16/951 ,  G06F17/2241 ,  G06F17/272 ,  G06F17/2785 ,  G06F17/28 ,  G06F17/2809 ,  G06Q50/01

摘要： Systems and methods are presented for providing improved machine performance in natural language processing. In some example embodiments, an API module is presented that is configured to drive processing of a system architecture for natural language processing. Aspects of the present disclosure allow for a natural language model to classify documents while other documents are being retrieved in real time. The natural language model and the documents are configured to be stored in a stateless format, which also allows for additional functions to be performed on the documents while the natural language model is used to continue classifying other documents.

公开(公告)号：US20160162569A1

公开(公告)日：2016-06-09

申请号：US14964510

申请日：2015-12-09

申请人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Jason Brenier ,  Paul A. Tepper ,  Jessica D. Long ,  James B. Robinson ,  Aneesh Nair ,  Michelle Casbon ,  Stefan Krawczyk

发明人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Jason Brenier ,  Paul A. Tepper ,  Jessica D. Long ,  James B. Robinson ,  Aneesh Nair ,  Michelle Casbon ,  Stefan Krawczyk

IPC分类号： G06F17/30 ,  G06F17/27 ,  G06F17/24

CPC分类号： G06F17/241 ,  G06F3/0482 ,  G06F16/243 ,  G06F16/24532 ,  G06F16/285 ,  G06F16/288 ,  G06F16/3329 ,  G06F16/35 ,  G06F16/367 ,  G06F16/93 ,  G06F16/951 ,  G06F17/2241 ,  G06F17/272 ,  G06F17/2785 ,  G06F17/28 ,  G06F17/2809 ,  G06Q50/01

摘要： Systems and methods are presented for providing improved machine performance in natural language processing. In some example embodiments, an API module is presented that is configured to drive processing of a system architecture for natural language processing. Aspects of the present disclosure allow for a natural language model to classify documents while other documents are being retrieved in real time. The natural language model and the documents are configured to be stored in a stateless format, which also allows for additional functions to be performed on the documents while the natural language model is used to continue classifying other documents.

摘要翻译： 提出了系统和方法，用于在自然语言处理中提供改进的机器性能。 在一些示例性实施例中，呈现了被配置为驱动用于自然语言处理的系统架构的处理的API模块。 本公开的方面允许自然语言模型对文档进行分类，而实时检索其他文档。 自然语言模型和文档被配置为以无状态格式存储，这也允许在文档上执行附加功能，同时使用自然语言模型继续对其他文档进行分类。

公开(公告)号：US20160162468A1

公开(公告)日：2016-06-09

申请号：US14964526

申请日：2015-12-09

申请人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Gary C. King ,  Jason Brenier ,  James B. Robinson

发明人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Gary C. King ,  Jason Brenier ,  James B. Robinson

IPC分类号： G06F17/27 ,  G06F17/24

CPC分类号： G06F17/277 ,  G06F17/241 ,  G06F17/2785

摘要： Systems, methods, and apparatuses are presented for a trained language model to be stored in an efficient manner such that the trained language model may be utilized in virtually any computing device to conduct natural language processing. Unlike other natural language processing engines that may be computationally intensive to the point of being capable of running only on high performance machines, the organization of the natural language models according to the present disclosures allows for natural language processing to be performed even on smaller devices, such as mobile devices.

摘要翻译： 为训练有素的语言模型呈现系统，方法和装置，以有效的方式存储，使得训练语言模型可以在几乎任何计算设备中用于进行自然语言处理。 与其他只能在高性能机器上运行的计算密集型的自然语言处理引擎不同，根据本发明的自然语言模型的组织允许甚至在较小的设备上执行自然语言处理， 如移动设备。

公开(公告)号：US20180137098A1

公开(公告)日：2018-05-17

申请号：US15818549

申请日：2017-11-20

申请人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Gary C. King ,  Jason Brenier ,  James B. Robinson

发明人： Schuyler D. Erle ,  Robert J. Munro ,  Brendan D. Callahan ,  Gary C. King ,  Jason Brenier ,  James B. Robinson

IPC分类号： G06F17/27 ,  G06F17/24

CPC分类号： G06F17/277 ,  G06F17/241 ,  G06F17/2785

摘要： Systems, methods, and apparatuses are presented for a trained language model to be stored in an efficient manner such that the trained language model may be utilized in virtually any computing device to conduct natural language processing. Unlike other natural language processing engines that may be computationally intensive to the point of being capable of running only on high performance machines, the organization of the natural language models according to the present disclosures allows for natural language processing to be performed even on smaller devices, such as mobile devices.

公开(公告)号：US4946319A

公开(公告)日：1990-08-07

申请号：US231792

申请日：1988-08-12

申请人： James R. Lyon ,  Gary L. Morsch ,  Gerald D. Murray ,  James B. Robinson

发明人： James R. Lyon ,  Gary L. Morsch ,  Gerald D. Murray ,  James B. Robinson

IPC分类号： B23B27/04 ,  B23B27/06 ,  B23B27/16

CPC分类号： B23B27/045 ,  B23B27/06 ,  B23B2222/16 ,  B23B2222/28 ,  B23B2226/125 ,  B23B2226/315 ,  B23B2265/34 ,  Y10T407/24 ,  Y10T407/25 ,  Y10T407/26

摘要： A cutting insert with improved chip control and metal cutting capabilities and a toolholder with an improved clamping arrangement for use in combination therewith. The insert includes a first notch disposed in the insert body extending from the cutting end to the mounting end thereof. A top wall of the insert body has a forward section with a cutting edge, a middle section with a second notch extending across substantially the entire insert body and a rearward section. In one embodiment, the forward section of the insert body includes a chipbreaker. In another embodiment, the forward portion includes an advanced cutting material which defines a cutting edge. In yet another embodiment of the insert, the insert body top wall forward section defines the cutting edge and the insert body does not include a chipbreaker.

公开(公告)号：US20130112589A1

公开(公告)日：2013-05-09

申请号：US13289401

申请日：2011-11-04

申请人： Khoa T. Lien ,  Henry L. Griesbach, III ,  James B. Robinson

发明人： Khoa T. Lien ,  Henry L. Griesbach, III ,  James B. Robinson

IPC分类号： B65D69/00 ,  B31B1/26

CPC分类号： A61M1/0019 ,  A61F17/00 ,  A61M25/002 ,  A61M2209/06

摘要： The present disclosure describes a disposal bag, kit and method for performing pleural drainage that may be used by a patient at home or away from home. The kit for drainage of a body cavity has instruments and supplies needed to drain the body cavity, a disposal bag made from two superposed, water impervious sheets sealed about a substantial portion of their perimeter using a water impervious bond. The bag is usable for disposal of the instruments and supplies after drainage of the body cavity. The superposed sheets also provide a work sheet to prepare and use the instruments and supplies.

摘要翻译： 本公开描述了用于执行胸膜引流的处置袋，套件和方法，其可由家庭或家外的患者使用。 用于排出体腔的套件具有排出体腔所需的器具和用品，一种由两个重叠的不透水片材制成的处理袋，该片材使用不透水的粘合剂围绕其周边的大部分密封。 该袋可用于在体腔引流后处置仪器和用品。 叠加的纸张还提供了一个工作表来准备和使用仪器和用品。

公开(公告)号：US5100269A

公开(公告)日：1992-03-31

申请号：US655225

申请日：1991-02-12

申请人： James R. Lyon ,  Gary L. Morsch ,  Gerald D. Murray ,  James B. Robinson

发明人： James R. Lyon ,  Gary L. Morsch ,  Gerald D. Murray ,  James B. Robinson

IPC分类号： B23B27/04 ,  B23B27/06

CPC分类号： B23B27/06 ,  B23B27/045 ,  B23B2222/16 ,  B23B2222/28 ,  B23B2226/125 ,  B23B2226/315 ,  B23B2265/34 ,  Y10T407/2282 ,  Y10T407/25

摘要： A cutting insert with improved chip control and metal cutting capabilities and a toolholder with an improved clamping arrangement for use in combination therewith. The insert includes a first notch disposed in the insert body extending from the cutting end to the mounting end thereof. A top wall of the insert body has a forward section with a cutting edge, a middle section with a second notch extending across substantially the entire insert body and a rearward section. In one embodiment, the forward section of the insert body includes a chipbreaker. In another embodiment, the forward portion includes an advanced cutting material which defines a cutting edge. In yet another embodiment of the insert, the insert body top wall forward section defines the cutting edge and the insert body does not include a chipbreaker.

摘要翻译： 具有改进的切屑控制和金属切削能力的切削刀片和具有与之组合使用的改进夹紧装置的刀架。 插入件包括设置在插入体中的从切割端延伸到其安装端的第一凹口。 插入体的顶壁具有带切削刃的前部，具有延伸穿过基本上整个插入体的第二切口的中间部分和后部。 在一个实施例中，插入物主体的前部包括破碎机。 在另一个实施例中，前部包括限定切割边缘的高级切割材料。 在插入件的另一个实施例中，插入件主体顶壁前部限定切割边缘，并且插入物主体不包括破碎机。