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Items (1-20) out of 64 results

(ATOMICS-0) Adjudicated/Annotated Telemetry Signals for Medically Important and Clinically Significant Events-0 Dataset

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Description:: Control dataset of clinician-adjudicated/-annotated "true negatives" consisting of 300 stable, 10-minute datastream segments without alarm-triggering features [~3,000 datastream minutes over 300 non-alarm segments with EKG …
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data
Collection:: PERSEUS / ATOMICS Digital Archive; Brown University Open Data Collection

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(ATOMICS-1) Adjudicated/Annotated Telemetry Signals for Medically Important and Clinically Significant Events-1 Dataset

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Description:: Derivation dataset with clinician-adjudicated red alarms [~8,530 datastream minutes over 853 adjudicated red alarms; no EKG or PPG waveform annotations]
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data
Collection:: Brown University Open Data Collection; PERSEUS / ATOMICS Digital Archive

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(ATOMICS-2) Adjudicated/Annotated Telemetry Signals for Medically Important and Clinically Significant Events-2 Dataset

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Description:: Derivation data subset with clinician-adjudicated red alarms and clinician-annotated waveforms [~12,340 datastream minutes over 1,234 adjudicated red alarms with EKG and PPG waveform annotations]
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data
Collection:: Brown University Open Data Collection; PERSEUS / ATOMICS Digital Archive

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(ATOMICS-3) Adjudicated/Annotated Telemetry Signals for Medically Important and Clinically Significant Events-3 Dataset

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Description:: Training (exploratory) data subset for potential validation testing of experimental algorithms to be derived from ATOMICS-0/-1/-2 [~2,520 datastream monitor-hours; no red alarm adjudications or EKG …
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data
Collection:: Brown University Open Data Collection; PERSEUS / ATOMICS Digital Archive

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200711 Month

Description:: Available here is the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

200808 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

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201512 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

202205 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

202605 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

202809 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

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2035 02 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

203908 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

204308 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

205306 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

205307 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

206504 Month

Description:: Available here is one month of the PERSEUS full Original .json dataset of 12 months, de-identified continuous data.
Year:: 2018
Contributor:: Kobayashi, Leo (Creator); Oyalowo, Adewole (Creator); Agrawal, Uday (Creator); Hu, Xiao (Creator); Loparo, Kenneth A. (Creator); Leary, Owen P. (Creator); Jay, Gregory D. (Creator); Merck, Derek L. (Creator)
Subject:: machine learning; alert fatigue health personnel; automatic data processing; clinical alarms; emergency medicine; medical informatics; patient generated health data

Full Record

Applying Rademacher-Like Bounds to Combinatorial Samples and Function Selection

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Description:: This thesis examines measures of sample complexity as a means to evaluate the effectiveness and reliability of machine learning algorithms. We give an overview of …
Year:: 2018
Contributor:: Sanford, Clayton Hendrick (Creator); Upfal, Eli (advisor); Kinnaird, Katherine M. Kinnaird (reader); Brown University (sponsor)
Genre:: theses
Subject:: machine learning; sample complexity; confidence bounds
Collection:: Computer Science; Theses and Dissertations

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Applying Rademacher-Like Bounds to Combinatorial Samples and Function Selection Clayton Sanford Senior Thesis May 6, 2018 Abstract This thesis examines measures of sample complexity as a means to evaluate the effectiveness and reliability of machine learning algorithms.

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ATOMICS SHARED CODE

Description:

This research was supported by the Agency for Healthcare, Research and Quality (AHRQ) under award number R18HS022860.

Year:

2018

Contributor:

Kobayashi, Leo (Creator)

Oyalowo, Adewole (Creator)

Agrawal, Uday (Creator)

Hu, Xiao (Creator)

Loparo, Kenneth A. (Creator)

Leary, Owen P. (Creator)

Jay, Gregory D. (Creator)

Merck, Derek L. (Creator)

Subject:

machine learning

alert fatigue health personnel

automatic data processing

clinical alarms

emergency medicine

medical informatics

patient generated health data

Full Record

ATOMICS SHARED CODE

Description:

This research was supported by the Agency for Healthcare, Research and Quality (AHRQ) under award number R18HS022860.

Year:

2018

Contributor:

Kobayashi, Leo (Creator)

Oyalowo, Adewole (Creator)

Agrawal, Uday (Creator)

Hu, Xiao (Creator)

Loparo, Kenneth A. (Creator)

Leary, Owen P. (Creator)

Jay, Gregory D. (Creator)

Merck, Derek L. (Creator)

Subject:

machine learning

alert fatigue health personnel

automatic data processing

clinical alarms

emergency medicine

medical informatics

patient generated health data

Full Record

ATOMICS SHARED CODE

Description:

This research was supported by the Agency for Healthcare, Research and Quality (AHRQ) under award number R18HS022860.

Year:

2018

Contributor:

Kobayashi, Leo (Creator)

Oyalowo, Adewole (Creator)

Agrawal, Uday (Creator)

Hu, Xiao (Creator)

Loparo, Kenneth A. (Creator)

Leary, Owen P. (Creator)

Jay, Gregory D. (Creator)

Merck, Derek L. (Creator)

Subject:

machine learning

alert fatigue health personnel

automatic data processing

clinical alarms

emergency medicine

medical informatics

patient generated health data

Full Record

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Items (1-20) out of 64 results

Items (1-20) out of 64 results

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