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University of Southern California Dissertations and Theses
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A bridge program from jail to community behavioral health treatment
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A bridge program from jail to community behavioral health treatment [prototype high-fidelity]
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A bridge program from jail to community behavioral health treatment [prototype high-fidelity]
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Transcript (if available)
Content
J A I L T O K A I S E R
M H / S U D B R I D G E
Heather Dunn, LCSW
Kaiser member is arrested
and booked into Sonoma
county jail.
Mental Health professional
assesses Justice Involved
member and identifies their
MH/SUD need (IBC code).
Mental Health Professional
alerts discharge planner that
inmate needs discharge
planning..
Discharge planner meets with
inmates and identifies which
inmate is a KP justice
involved member.
Discharge planner tracks
release date for Justice
involved Kaiser member
Once a release date has been
scheduled, discharge planner
schedules with KP triage a
teams meeting to facilitate KP
MH screening with inmate.
Kaiser phone screening is
facilitated the day before
release.
Discharge planner facilitates
the MH screening in the jail
between Kaiser triage and
inmate via teams, and
provides inmate with written
follow up appointment
information
Kaiser books initial
appointment within in 5 days
of release with AIC who will
identify treatment needs.
Jail side of the bridge
• Kaiser IAC will
meet with Justice
Involved
member, develop
treatment plan
and identify
needs.
• Schedule follow
up appointments
with case
manager.
Intake
appointment with
Kaiser
• Justice Involved
member no
shows to first or
follow up
appointments.
• Outreach calls to
member to
identify barriers
and reschedule
appointment.
• Referrals to
resources to
address barriers
to treatment.
• Attempt 3
outreach calls
before closing
case
Non-engagement
in treatment
• Identify barriers
to engagement in
services.
• Referrals to
services and
resources
needed.
• Regular check-ins
with case
manager.
• Monitor
engagement in
services and
resources.
Engagement in
treatment
• Case manager
will continue to
monitor
treatment
engagement for 6
months.
• Regular check-ins
with Justice
Involved member
• Continue to
monitor barriers
and refer to
appropriate
resources.
Treatment at
Kaiser
Kaiser side of the bridge
Abstract (if available)
Abstract
Conventional light imaging in living tissues is limited to depths under 100um by the significant tissue scattering. Consequently, few commercial imaging devices can image tissue lesions beneath the surface, or measure their invasion depth, critical in dermatology. We present 3D-Multisite Diffused Optical Imaging (3D-mDOI) a novel approach that combines photon migration techniques from diffuse optical tomography, with automated controls and image analysis techniques for estimating lesion's depth via its optical coefficients. 3D-mDOl is a non-invasive, low-cost, fast and contact-free instrument capable of estimating subcutaneous tissue structures volumes through multisite-acquisition of reemitted light diffusion on the sample surface. It offers rapid estimation of Breslow depth, essential for staging melanoma.
Building upon 3D-mDOI, we designed an improved machine learning solution called multiplexed Diffused Optical Imaging Network (mDOI-Net) to estimate the depth of tissue lesions. mDOI-Net has an interpretable structure and provides depth information on tissue lesion depth in diverse circumstances. Its training is performed with customized synthetic dermatology datasets that we generate from publicly available datasets, ensuring data diversity and adaptability. The network reconstructs the 3D optical properties of the tissue from 2D diffuse images by introducing physical modeling of steady state diffuse optical imaging to the network. Our solution is posed to be more flexible, interpretable and predictable than current end-to-end, black-box neural network benchmarks.
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Asset Metadata
Creator
Dunn, Heather
(author)
Core Title
A bridge program from jail to community behavioral health treatment [prototype high-fidelity]
School
Suzanne Dworak-Peck School of Social Work
Degree
Doctor of Social Work
Degree Program
Social Work
Degree Conferral Date
2024-08
Publication Date
08/15/2024
Defense Date
07/31/2024
Publisher
Los Angeles, California
(original),
University of Southern California
(original),
University of Southern California. Libraries
(digital)
Tag
3D reconstruction,diffuse optical imaging,low-cost,non-contact,structured illumination
Format
theses
(aat)
Language
English
Contributor
Electronically uploaded by the author
(provenance)
Advisor
Smith-Maddox, Renee (
committee chair
), Nielsen-Jones, Shelly (
committee member
), Rank, Michael (
committee member
)
Creator Email
heatherdunnlcsw@gmail.com,lmurata@usc.edu
Unique identifier
UC1139991YZ
Identifier
etd-DunnHeathe-13400-prototype-high-fidelity.pdf (filename)
Legacy Identifier
etd-DunnHeathe-13400-prototype-high-fidelity
Document Type
Capstone project
Format
theses (aat)
Rights
Dunn, Heather
Internet Media Type
application/pdf
Type
texts
Source
20240819-usctheses-batch-1199
(batch),
University of Southern California
(contributing entity),
University of Southern California Dissertations and Theses
(collection)
Access Conditions
The author retains rights to his/her dissertation, thesis or other graduate work according to U.S. copyright law. Electronic access is being provided by the USC Libraries in agreement with the author, as the original true and official version of the work, but does not grant the reader permission to use the work if the desired use is covered by copyright. It is the author, as rights holder, who must provide use permission if such use is covered by copyright.
Repository Name
University of Southern California Digital Library
Repository Location
USC Digital Library, University of Southern California, University Park Campus MC 2810, 3434 South Grand Avenue, 2nd Floor, Los Angeles, California 90089-2810, USA
Repository Email
cisadmin@lib.usc.edu
Tags
3D reconstruction
diffuse optical imaging
low-cost
non-contact
structured illumination