SlideShare uma empresa Scribd logo
1 de 1
Proposed CDS for Colorectal Diseases
CDS Type Examples
Medication dosing support Dosing advisor for antibiotics based on renal function
Order facilitators – Subsequent or corollary
orders
Order liver function tests with azathioprine
Order hemoglobin test with mesalamine
Order facilitators – Transfer order set Transfer to surgery step-down unit order set
Order facilitators – Procedure-specific order set Post-operative colectomy order set
Point of care alerts/reminders – Drug-condition
interaction checking
Alert when a provider orders flagyl for a female patient of childbearing age
Point of care alerts/reminders – Ticklers Alert a provider when colonoscopy has been ordered but not scheduled or
performed within three months
Expert systems – Prognostic tools Estimate survival for cancer patients based on tumor grade and stage
Workflow support – Order approvals Send all colonoscopy orders to CRS for approval
Workflow support – Documentation aids Structured documentation template for a CRS visit that has common findings
Allison B. McCoy, PhD and Dean F. Sittig, PhD
School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth),
UT Houston-Memorial Hermann Center for Healthcare Quality and Safety, Houston, TX
Computer-Based Clinical Decision Support for Colorectal Diseases:
An Overview of Barriers and Facilitators
Purpose
To describe the use of clinical decision support (CDS)
within healthcare information technology systems to
improve care of patients with colorectal diseases.
Conclusions
Further research is necessary to develop and optimize
CDS alerts for preventive and follow-up care, and to
identify additional patient care scenarios where new
interventions can benefit patients with colorectal
diseases.
Existing CDS for Colorectal Diseases
CDS Type Examples
Point of care alerts/reminders – Care reminders Reminder providers to order a yearly FOBT for patients between 45 and 85
McDonald C. Ann Intern Med (1984), McPhee S. Arch Intern Med (1989)
Point of care alerts/reminders – Critical
laboratory value checking
Notify providers about positive FOBT results
Singh H. Am J Gastroenterol (2009)
Expert systems – Diagnostic support Perform natural language processing to determine time and status of
colonoscopy testing
Denny J. J Am Med Inform Assoc (2010)
Workflow support – Registry functions Send a letter to all patients to recommend FOBT
Ornstein S. J Fam Pract (1991), Goldberg D. Am J Prev Med (2004), Mosen D. Med Care (2010)
Notify all patients with an expired colonoscopy order
Cameron A. Arch Int Med (2010)
Methods
The authors reviewed published literature in informatics
and medical journals, combined with expert opinion, to
summarize relevant prior work.
Results
In the setting of colorectal diseases, alerts most often
prompt primary care clinicians to order or remind patients
about cancer screening tests or to follow up with patients
after abnormal screening test results. These reminders
can increase the rate at which screenings and follow-ups
are performed, potentially decreasing the incidence and
mortality of colorectal diseases.
Noisy Alerts
Frequent Provider
Overrides
Provider Non-Adherence
Delivery to the Right
Person
Effective Workflow
Integration
High Algorithm Specificity
Informative Notifications
Complete, Accurate
Triggering Data
Methods for Overcoming Clinical Decision Support Barriers
Sittig DF, Singh H. Eight rights of safe electronic health record use. JAMA 2009;302(10).
McCoy AB, Waitman LR, Lewis JB, et al. A framework for evaluating the clinical impact of computerized medication safety alerts. J Am Med Inform Assoc (Under Review).
Wright A, Sittig DF, Ash JS, et al. Development and evaluation of a comprehensive clinical decision support taxonomy: comparison of front-end tools in commercial and
internally developed electronic health record systems. J Am Med Inform Assoc. 2011;8(3).
Irrelevant Information

Mais conteúdo relacionado

Mais procurados

CardiovaScUlar toxicity in cancer and improvement In recovery
CardiovaScUlar toxicity in cancer and improvement In recoveryCardiovaScUlar toxicity in cancer and improvement In recovery
CardiovaScUlar toxicity in cancer and improvement In recoverydirectoricos
 
PROactive evaluation of function to Avoid CardioToxicity
PROactive evaluation of function to Avoid CardioToxicityPROactive evaluation of function to Avoid CardioToxicity
PROactive evaluation of function to Avoid CardioToxicitydirectoricos
 
Cu dota igcc slides 6 2-15
Cu dota igcc slides 6 2-15Cu dota igcc slides 6 2-15
Cu dota igcc slides 6 2-15Audrey Choi, MD
 
Brian Sick, M.D.
Brian Sick, M.D.Brian Sick, M.D.
Brian Sick, M.D.smsherman
 
Understanding and Predicting Breast Cancer Events After Treatment
Understanding and Predicting Breast Cancer Events After TreatmentUnderstanding and Predicting Breast Cancer Events After Treatment
Understanding and Predicting Breast Cancer Events After Treatmentdirectoricos
 
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesFinding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesWojciech Fendler
 
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDTargeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDMelanoma Research Foundation
 
Tace vs tace + rt: china (meng)
Tace vs tace + rt: china (meng)Tace vs tace + rt: china (meng)
Tace vs tace + rt: china (meng)radonctables
 
Introducing VESPIR: a new open-source software to investigate CT ventilation ...
Introducing VESPIR: a new open-source software to investigate CT ventilation ...Introducing VESPIR: a new open-source software to investigate CT ventilation ...
Introducing VESPIR: a new open-source software to investigate CT ventilation ...Cancer Institute NSW
 
Chemotherapy in ca urinary bladder dr prasanta dash
Chemotherapy in ca urinary bladder dr prasanta dashChemotherapy in ca urinary bladder dr prasanta dash
Chemotherapy in ca urinary bladder dr prasanta dashPrasanta Dash
 
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...Ovarian Cancer Research Fund Alliance
 
Minimally Invasive Treatment Options for Clinically Localized Prostate Cancer
Minimally Invasive Treatment Options for Clinically Localized Prostate CancerMinimally Invasive Treatment Options for Clinically Localized Prostate Cancer
Minimally Invasive Treatment Options for Clinically Localized Prostate CancerNorth Memorial Health Care
 
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...Katie Fisch, Ph.D.
 
Summary of changes in prostate cancer
Summary of changes in prostate cancerSummary of changes in prostate cancer
Summary of changes in prostate cancerPablo Abad-López
 

Mais procurados (19)

CardiovaScUlar toxicity in cancer and improvement In recovery
CardiovaScUlar toxicity in cancer and improvement In recoveryCardiovaScUlar toxicity in cancer and improvement In recovery
CardiovaScUlar toxicity in cancer and improvement In recovery
 
Nrclinonc.2011.81
Nrclinonc.2011.81Nrclinonc.2011.81
Nrclinonc.2011.81
 
PROactive evaluation of function to Avoid CardioToxicity
PROactive evaluation of function to Avoid CardioToxicityPROactive evaluation of function to Avoid CardioToxicity
PROactive evaluation of function to Avoid CardioToxicity
 
Cu dota igcc slides 6 2-15
Cu dota igcc slides 6 2-15Cu dota igcc slides 6 2-15
Cu dota igcc slides 6 2-15
 
Brian Sick, M.D.
Brian Sick, M.D.Brian Sick, M.D.
Brian Sick, M.D.
 
Understanding and Predicting Breast Cancer Events After Treatment
Understanding and Predicting Breast Cancer Events After TreatmentUnderstanding and Predicting Breast Cancer Events After Treatment
Understanding and Predicting Breast Cancer Events After Treatment
 
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesFinding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
 
Git j club covid endoscopy21
Git j club covid endoscopy21Git j club covid endoscopy21
Git j club covid endoscopy21
 
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDTargeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
 
CV
CVCV
CV
 
Tace vs tace + rt: china (meng)
Tace vs tace + rt: china (meng)Tace vs tace + rt: china (meng)
Tace vs tace + rt: china (meng)
 
Introducing VESPIR: a new open-source software to investigate CT ventilation ...
Introducing VESPIR: a new open-source software to investigate CT ventilation ...Introducing VESPIR: a new open-source software to investigate CT ventilation ...
Introducing VESPIR: a new open-source software to investigate CT ventilation ...
 
Adjuvant therapy - Dr. Roda Amaria
Adjuvant therapy - Dr. Roda AmariaAdjuvant therapy - Dr. Roda Amaria
Adjuvant therapy - Dr. Roda Amaria
 
Chemotherapy in ca urinary bladder dr prasanta dash
Chemotherapy in ca urinary bladder dr prasanta dashChemotherapy in ca urinary bladder dr prasanta dash
Chemotherapy in ca urinary bladder dr prasanta dash
 
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...
Clinical Trials: Fact vs. Fiction, Courtney Hudson, CEO & Co-Founder, Emergin...
 
Minimally Invasive Treatment Options for Clinically Localized Prostate Cancer
Minimally Invasive Treatment Options for Clinically Localized Prostate CancerMinimally Invasive Treatment Options for Clinically Localized Prostate Cancer
Minimally Invasive Treatment Options for Clinically Localized Prostate Cancer
 
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...
ISMB Translational Medicine SIG 2016: Reproducible Genomic Interpretation Too...
 
Liver Directed Therapy - Marlana Orloff, MD
Liver Directed Therapy - Marlana Orloff, MDLiver Directed Therapy - Marlana Orloff, MD
Liver Directed Therapy - Marlana Orloff, MD
 
Summary of changes in prostate cancer
Summary of changes in prostate cancerSummary of changes in prostate cancer
Summary of changes in prostate cancer
 

Semelhante a Computer-Based Clinical Decision Support for Colorectal Diseases: An Overview of Barriers and Facilitators

ERAS and regional anesthesia at PGA 2015
ERAS and regional anesthesia at PGA 2015ERAS and regional anesthesia at PGA 2015
ERAS and regional anesthesia at PGA 2015Colin McCartney
 
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...u.surgery
 
Bladder Cancer Diagnostic-Initial Team Project
Bladder Cancer Diagnostic-Initial Team ProjectBladder Cancer Diagnostic-Initial Team Project
Bladder Cancer Diagnostic-Initial Team ProjectSagar Desai
 
Ispor2009: Innovations In Physiologic And Pro Data Capture
Ispor2009: Innovations In Physiologic And Pro Data CaptureIspor2009: Innovations In Physiologic And Pro Data Capture
Ispor2009: Innovations In Physiologic And Pro Data CapturechallPHT
 
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...European School of Oncology
 
Screening for colorectal cancer AAU.pptx
Screening for colorectal cancer AAU.pptxScreening for colorectal cancer AAU.pptx
Screening for colorectal cancer AAU.pptxtadehabte
 
Specimen Handling IOMC.pptx
Specimen Handling IOMC.pptxSpecimen Handling IOMC.pptx
Specimen Handling IOMC.pptxaguseriawan1
 
'Use of linked health care data for research: experiences with the Hampshire ...
'Use of linked health care data for research: experiences with the Hampshire ...'Use of linked health care data for research: experiences with the Hampshire ...
'Use of linked health care data for research: experiences with the Hampshire ...Health Innovation Wessex
 
Long term survival radiofrequency ablation for primary and metastatic liver t...
Long term survival radiofrequency ablation for primary and metastatic liver t...Long term survival radiofrequency ablation for primary and metastatic liver t...
Long term survival radiofrequency ablation for primary and metastatic liver t...ISWANTO SUCANDY, M.D, F.A.C.S
 
Long Term Survival RF Ablation for Primary and Metastatic Liver Tumors
Long Term Survival RF Ablation for Primary and Metastatic Liver TumorsLong Term Survival RF Ablation for Primary and Metastatic Liver Tumors
Long Term Survival RF Ablation for Primary and Metastatic Liver TumorsISWANTO SUCANDY, M.D, F.A.C.S
 
C2 Reimbursement Perspectives on Precision Medicine
C2 Reimbursement Perspectives  on Precision MedicineC2 Reimbursement Perspectives  on Precision Medicine
C2 Reimbursement Perspectives on Precision MedicineEmilie Adams
 
Overview of the, clinicianb
Overview of the, clinicianbOverview of the, clinicianb
Overview of the, clinicianbNwankwo Henry
 
Electronic Medical Records: From Clinical Decision Support to Precision Medicine
Electronic Medical Records: From Clinical Decision Support to Precision MedicineElectronic Medical Records: From Clinical Decision Support to Precision Medicine
Electronic Medical Records: From Clinical Decision Support to Precision MedicineKent State University
 

Semelhante a Computer-Based Clinical Decision Support for Colorectal Diseases: An Overview of Barriers and Facilitators (20)

Dalton
DaltonDalton
Dalton
 
Dalton presentation
Dalton presentationDalton presentation
Dalton presentation
 
ERAS and regional anesthesia at PGA 2015
ERAS and regional anesthesia at PGA 2015ERAS and regional anesthesia at PGA 2015
ERAS and regional anesthesia at PGA 2015
 
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...
Primary Care direct access to thyroid ultrasound: Audit of clinical efficienc...
 
Bladder Cancer Diagnostic-Initial Team Project
Bladder Cancer Diagnostic-Initial Team ProjectBladder Cancer Diagnostic-Initial Team Project
Bladder Cancer Diagnostic-Initial Team Project
 
Ispor2009: Innovations In Physiologic And Pro Data Capture
Ispor2009: Innovations In Physiologic And Pro Data CaptureIspor2009: Innovations In Physiologic And Pro Data Capture
Ispor2009: Innovations In Physiologic And Pro Data Capture
 
MCC 2011 - Slide 22
MCC 2011 - Slide 22MCC 2011 - Slide 22
MCC 2011 - Slide 22
 
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...
Endoscopy in Gastrointestinal Oncology - Slide 15 - D. Fisher - Colorectal ca...
 
27.SAR 2014
27.SAR 201427.SAR 2014
27.SAR 2014
 
Screening for colorectal cancer AAU.pptx
Screening for colorectal cancer AAU.pptxScreening for colorectal cancer AAU.pptx
Screening for colorectal cancer AAU.pptx
 
Specimen Handling IOMC.pptx
Specimen Handling IOMC.pptxSpecimen Handling IOMC.pptx
Specimen Handling IOMC.pptx
 
'Use of linked health care data for research: experiences with the Hampshire ...
'Use of linked health care data for research: experiences with the Hampshire ...'Use of linked health care data for research: experiences with the Hampshire ...
'Use of linked health care data for research: experiences with the Hampshire ...
 
Long term survival radiofrequency ablation for primary and metastatic liver t...
Long term survival radiofrequency ablation for primary and metastatic liver t...Long term survival radiofrequency ablation for primary and metastatic liver t...
Long term survival radiofrequency ablation for primary and metastatic liver t...
 
Long Term Survival RF Ablation for Primary and Metastatic Liver Tumors
Long Term Survival RF Ablation for Primary and Metastatic Liver TumorsLong Term Survival RF Ablation for Primary and Metastatic Liver Tumors
Long Term Survival RF Ablation for Primary and Metastatic Liver Tumors
 
C2 Reimbursement Perspectives on Precision Medicine
C2 Reimbursement Perspectives  on Precision MedicineC2 Reimbursement Perspectives  on Precision Medicine
C2 Reimbursement Perspectives on Precision Medicine
 
Overview of the, clinicianb
Overview of the, clinicianbOverview of the, clinicianb
Overview of the, clinicianb
 
Prostate Cancer Navigation
Prostate Cancer NavigationProstate Cancer Navigation
Prostate Cancer Navigation
 
Final FRD
Final FRDFinal FRD
Final FRD
 
Open Journal of Surgery
Open Journal of SurgeryOpen Journal of Surgery
Open Journal of Surgery
 
Electronic Medical Records: From Clinical Decision Support to Precision Medicine
Electronic Medical Records: From Clinical Decision Support to Precision MedicineElectronic Medical Records: From Clinical Decision Support to Precision Medicine
Electronic Medical Records: From Clinical Decision Support to Precision Medicine
 

Mais de Allison McCoy

Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...
Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...
Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...Allison McCoy
 
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...Allison McCoy
 
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...Allison McCoy
 
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...Allison McCoy
 
Improving Lab Order, Verification, and Follow-up Processes at UT Physicians
Improving Lab Order, Verification, and Follow-up Processes at UT PhysiciansImproving Lab Order, Verification, and Follow-up Processes at UT Physicians
Improving Lab Order, Verification, and Follow-up Processes at UT PhysiciansAllison McCoy
 
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...Allison McCoy
 
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...Allison McCoy
 
Automated Inference of Patient Problems from Medications using NDF-RT and the...
Automated Inference of Patient Problems from Medications using NDF-RT and the...Automated Inference of Patient Problems from Medications using NDF-RT and the...
Automated Inference of Patient Problems from Medications using NDF-RT and the...Allison McCoy
 
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...Allison McCoy
 
A System to Improve Medication Safety in the Setting of Acute Kidney Injury
A System to Improve Medication Safety in the Setting of Acute Kidney InjuryA System to Improve Medication Safety in the Setting of Acute Kidney Injury
A System to Improve Medication Safety in the Setting of Acute Kidney InjuryAllison McCoy
 
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...Allison McCoy
 

Mais de Allison McCoy (11)

Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...
Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...
Clinicians Satisfaction Before and After Transition from a Basic to a Compreh...
 
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
 
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...
Evaluation of Clinical Decision Support Alerts for Medications Contraindicate...
 
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...
Comparative Analysis of Association Rule Mining, Crowdsourcing, and NDF-RT Kn...
 
Improving Lab Order, Verification, and Follow-up Processes at UT Physicians
Improving Lab Order, Verification, and Follow-up Processes at UT PhysiciansImproving Lab Order, Verification, and Follow-up Processes at UT Physicians
Improving Lab Order, Verification, and Follow-up Processes at UT Physicians
 
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...
Use of the Crowdsourcing Methodology to Generate a Problem-Laboratory Test Kn...
 
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...
A Prototype Knowledge Base and SMART App to Facilitate Organization of Patien...
 
Automated Inference of Patient Problems from Medications using NDF-RT and the...
Automated Inference of Patient Problems from Medications using NDF-RT and the...Automated Inference of Patient Problems from Medications using NDF-RT and the...
Automated Inference of Patient Problems from Medications using NDF-RT and the...
 
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...
The Greasemonkey Firefox Add-On for Altering Display of Data in a Web-Based E...
 
A System to Improve Medication Safety in the Setting of Acute Kidney Injury
A System to Improve Medication Safety in the Setting of Acute Kidney InjuryA System to Improve Medication Safety in the Setting of Acute Kidney Injury
A System to Improve Medication Safety in the Setting of Acute Kidney Injury
 
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...
Real-Time Surveillance for Rapid Correction of Clinical Decision Support Fail...
 

Último

Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...chennailover
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...tanya dube
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426jennyeacort
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...chennailover
 
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...hotbabesbook
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...parulsinha
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Anamika Rawat
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...parulsinha
 
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...Anamika Rawat
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...parulsinha
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...GENUINE ESCORT AGENCY
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 

Último (20)

Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
 
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...
Model Call Girls In Chennai WhatsApp Booking 7427069034 call girl service 24 ...
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
 
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...
Jogeshwari ! Call Girls Service Mumbai - 450+ Call Girl Cash Payment 90042684...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 

Computer-Based Clinical Decision Support for Colorectal Diseases: An Overview of Barriers and Facilitators

  • 1. Proposed CDS for Colorectal Diseases CDS Type Examples Medication dosing support Dosing advisor for antibiotics based on renal function Order facilitators – Subsequent or corollary orders Order liver function tests with azathioprine Order hemoglobin test with mesalamine Order facilitators – Transfer order set Transfer to surgery step-down unit order set Order facilitators – Procedure-specific order set Post-operative colectomy order set Point of care alerts/reminders – Drug-condition interaction checking Alert when a provider orders flagyl for a female patient of childbearing age Point of care alerts/reminders – Ticklers Alert a provider when colonoscopy has been ordered but not scheduled or performed within three months Expert systems – Prognostic tools Estimate survival for cancer patients based on tumor grade and stage Workflow support – Order approvals Send all colonoscopy orders to CRS for approval Workflow support – Documentation aids Structured documentation template for a CRS visit that has common findings Allison B. McCoy, PhD and Dean F. Sittig, PhD School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth), UT Houston-Memorial Hermann Center for Healthcare Quality and Safety, Houston, TX Computer-Based Clinical Decision Support for Colorectal Diseases: An Overview of Barriers and Facilitators Purpose To describe the use of clinical decision support (CDS) within healthcare information technology systems to improve care of patients with colorectal diseases. Conclusions Further research is necessary to develop and optimize CDS alerts for preventive and follow-up care, and to identify additional patient care scenarios where new interventions can benefit patients with colorectal diseases. Existing CDS for Colorectal Diseases CDS Type Examples Point of care alerts/reminders – Care reminders Reminder providers to order a yearly FOBT for patients between 45 and 85 McDonald C. Ann Intern Med (1984), McPhee S. Arch Intern Med (1989) Point of care alerts/reminders – Critical laboratory value checking Notify providers about positive FOBT results Singh H. Am J Gastroenterol (2009) Expert systems – Diagnostic support Perform natural language processing to determine time and status of colonoscopy testing Denny J. J Am Med Inform Assoc (2010) Workflow support – Registry functions Send a letter to all patients to recommend FOBT Ornstein S. J Fam Pract (1991), Goldberg D. Am J Prev Med (2004), Mosen D. Med Care (2010) Notify all patients with an expired colonoscopy order Cameron A. Arch Int Med (2010) Methods The authors reviewed published literature in informatics and medical journals, combined with expert opinion, to summarize relevant prior work. Results In the setting of colorectal diseases, alerts most often prompt primary care clinicians to order or remind patients about cancer screening tests or to follow up with patients after abnormal screening test results. These reminders can increase the rate at which screenings and follow-ups are performed, potentially decreasing the incidence and mortality of colorectal diseases. Noisy Alerts Frequent Provider Overrides Provider Non-Adherence Delivery to the Right Person Effective Workflow Integration High Algorithm Specificity Informative Notifications Complete, Accurate Triggering Data Methods for Overcoming Clinical Decision Support Barriers Sittig DF, Singh H. Eight rights of safe electronic health record use. JAMA 2009;302(10). McCoy AB, Waitman LR, Lewis JB, et al. A framework for evaluating the clinical impact of computerized medication safety alerts. J Am Med Inform Assoc (Under Review). Wright A, Sittig DF, Ash JS, et al. Development and evaluation of a comprehensive clinical decision support taxonomy: comparison of front-end tools in commercial and internally developed electronic health record systems. J Am Med Inform Assoc. 2011;8(3). Irrelevant Information