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Machine Learning & Predictive Analytics in Hospital & Health System

Explore 70 documented Machine Learning & Predictive Analytics deployments in Hospital & Health System. These source-extracted records passed the automated evidence gate; that is not independent fact verification.

This evidence set isolates Machine Learning & Predictive Analytics deployments within Hospital & Health System. The records below identify the implementing organization, technology and vendor when reported, source-reported results, cited source, and missing evidence explicitly.

Based on 70 documented implementationsCorpus published through Source links checked through
Maintained by Peter Korpak, Founder & Chief AnalystHow evidence is checked
70
Case Studies
4
Vendors

Documented Machine Learning & Predictive Analytics implementations in Hospital & Health System

N
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
Up to 1 year in advance Disease Prediction Horizon
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: technosapien.substack.comSource link checked Automated evidence gate passed
J
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
1.85 hours Earlier Treatment Time
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.bayesianhealth.comSource link checked Automated evidence gate passed
J
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
18.2% relative reduction Mortality Reduction (Sepsis)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.bayesianhealth.comSource link checked Automated evidence gate passed
U
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
$100M+ Total Savings & Revenue Enhancements
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: healthcatalystinc.gcs-web.comSource link checked Automated evidence gate passed
O
Hospital & Health SystemMedical Coding & Revenue CycleMachine Learning & Predictive Analytics
Reported result:
70% Coding-Related Denial Reduction (Radiology)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcareitnews.comSource link checked Automated evidence gate passed
Z
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
34% → 19% (>13 percentage points) Readmission Rate Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.hcinnovationgroup.comSource link checked Automated evidence gate passed
G
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
66% Long-Stay Patient Detection Rate (Highest Risk)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.understandingpatientdata.org.ukSource link checked Automated evidence gate passed
H
Hospital & Health SystemSurgical & Perioperative CareMachine Learning & Predictive Analytics
Reported result:
124% Increase in Manually-Released Minutes
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: leantaas.comSource link checked Automated evidence gate passed
M
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
5x higher Pediatric Infection Risk vs. Adults (Prolonged Monitoring)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: mayomagazine.mayoclinic.orgSource link checked Automated evidence gate passed
M
Hospital & Health SystemSurgical & Perioperative CareMachine Learning & Predictive Analytics
Reported result:
2,200+ over 4 months GI Surgeries Screened
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: journals.lww.comSource link checked Automated evidence gate passed
M
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
$10.9M (~15x cost) ROI Since Go-Live
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: leantaas.comSource link checked Automated evidence gate passed
L
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
45% (20 hrs → 11 hrs) ED Boarding Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: leantaas.comSource link checked Automated evidence gate passed
G
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
66% Long-Stay Detection Rate (Highest Risk Categories)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.gov.ukSource link checked Automated evidence gate passed
E
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
7.8% (5.24 → 4.83 days) ALOS Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcatalyst.comSource link checked Automated evidence gate passed
J
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
18.2% relative reduction Sepsis Mortality Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.bayesianhealth.comSource link checked Automated evidence gate passed
Favicon of LeanTaaS
Hospital & Health SystemSurgical & Perioperative CareMachine Learning & Predictive Analytics
Reported result:
3,200 Additional Surgical Cases (One Year)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
LeanTaaS
Cited source: leantaas.comSource link checked Automated evidence gate passed
Z
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
14.3% 30-Day Readmission Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.epicshare.orgSource link checked Automated evidence gate passed
M
Hospital & Health SystemSurgical & Perioperative CareMachine Learning & Predictive Analytics
Reported result:
60 min → 34 min per case (43% improvement) Prediction Error Reduction (MAE)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.opmed.aiSource link checked Automated evidence gate passed
Z
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
$7.2M over 6 years At-Risk Funding Retained
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcareitnews.comSource link checked Automated evidence gate passed
U
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
52% relative reduction Heart Failure 30-Day Readmission Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcatalyst.comSource link checked Automated evidence gate passed
H
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
517 days Avoidable Days Eliminated Monthly
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: leantaas.comSource link checked Automated evidence gate passed
H
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
>12 hours Length-of-Stay Reduction (Medicine Unit)
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: innovations.bmj.comSource link checked Automated evidence gate passed
U
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
1 full day Length of Stay Reduction
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcareitnews.comSource link checked Automated evidence gate passed
U
Hospital & Health SystemPatient Flow & Hospital OperationsMachine Learning & Predictive Analytics
Reported result:
$31M over 10 years Average Annual Shared Savings
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.healthcatalyst.comSource link checked Automated evidence gate passed
O
Hospital & Health SystemClinical Decision SupportMachine Learning & Predictive Analytics
Reported result:
16.46% (vs 8.4%–12.1% system average) Alert-to-Action Ratio
Deployment timeframe:
Not reported by source
Technology:
Machine Learning & Predictive Analytics
Vendor:
Not available in record
Cited source: www.ochsnerjournal.orgSource link checked Automated evidence gate passed

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