Video & Transcript Research : 'ankle monitor'
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FL
Florida 2025 Regular Session
January 15, 2025 - 09:00 AM
Transcript Highlights:
- I wanted to ask you, Superintendent, regarding the monitoring on Canvas.
- I've not used Canvas, so how do you know that, or how do you monitor the Canvas program to make sure
- You know, that's probably one of the challenges: if they're on their own cell service, to monitor that
- It's really tough to monitor, but our staff does a really good job of trying to keep track of what's
- During free time, during athletics, during sports, it's really tough to monitor, but our staff does a
Summary:
The Student Academic Success Subcommittee met to review Florida’s cell phone and social media literacy law, with Representative Brad Yeager describing the 2023 policy as aimed at removing classroom distractions and teaching students how to use social media responsibly. He said the law was intended to keep phones out of classrooms unless used for instruction, require social media literacy education, and limit access to certain sites on school Wi-Fi and government devices. Yeager said feedback since passage has been mixed: many teachers support it and some have adopted inexpensive shoe-organizer or pouch systems, but implementation varies by school and administrator enforcement. He said he is not currently pursuing a broader statewide mandate.
Superintendent Dr. Maria Vazquez and Timber Creek High School Principal Mr. Wasco described Orange County’s approach as bell-to-bell phone restrictions, while Pasco County’s Dr. Zetchy described a similar policy with some flexibility during lunch or passing periods at the high school level. Both districts said the policy was implemented with parent communication, town halls, surveys, and transition periods, and that concerns about emergencies were addressed by allowing phones to be returned at the end of the day and by establishing procedures for parent contact. They reported few theft problems and said discipline issues related to phones have generally been manageable, though some teachers still struggle with enforcement or with students trying to evade the rules.
A major portion of the discussion focused on social media literacy instruction. Orange County said it uses counselor-led programs, Canvas courses, resiliency days, and curriculum materials to teach students about cyberbullying, human trafficking, privacy, and the permanence of online posts, with progress tracked through the learning platform. Pasco said it has some resiliency modules but lacks a fully built-out, pre-made social media curriculum and would welcome more guidance from DOE, especially for high school classrooms where instructional time is limited. Members also asked about student anxiety, 504/IEP accommodations, caregiver students, and parent education; the districts said exceptions are handled through school committees and that parent academies and district resources are being used to help families set boundaries and understand the risks and benefits of phones and social media. No votes were taken.
NM
New Mexico 2025 Regular Session
IC - Radioactive and Hazardous Materials Jul 11th, 2025
Radioactive & Hazardous Materials Committee
Transcript Highlights:
- So we'll be able to pay for staffing, training, equipment, medical monitoring, and safety.
- Are you monitoring and tracking that?
- Some of that is monitoring by the entity with us checking their stuff.
- That's the actual monitoring well.
- There were some monitoring wells installed back in the 90s to determine this.
NM
New Mexico 2025 Regular Session
IC - Water and Natural Resources Jul 1st, 2025
Water & Natural Resources Committee
Transcript Highlights:
- So that's one question: invest in data and monitoring.
- Data and monitoring: I know that all of New Mexico is desperate for GIS mapping.
- So, there's numerous groundwater monitoring wells at both facilities.
- We know we have inadequate downgradient monitoring in high-risk areas.
- To put it simply, we installed six new monitoring wells in high-priority areas.
TX
Transcript Highlights:
- Do you all have monitors in Burnett County currently?
- I'm not in charge of our monitoring group.
- monitoring network in the nation.
- Uh, our monitors are placed, uh, to meet specific EPA requirements to monitor and to assess compliance
- Now, we do constant monitoring, right?
Bills:
HB 1520, HB 1525, HB 1530, HB 1535, HB 2068, HB 2091, HB 2347, HB 2372, HB 2805, HB 2815, HB 2867, HB 3154, HB 3482, HB 3483, HB 3663, HB 3781, HB 3901, HB 3915, HB 4135, HB 4153, HB 4158, HB 4329, HB 4331
Keywords:
Angelina and Neches River Authority, river authority, Sunset Advisory Commission, Texas Sunset Act, Special District Local Laws Code, local government, natural resources, board of directors, director training, board governance, public testimony, open meetings, public information, conflict of interest, ethics, complaint system, general manager, board president, staggered terms, removal of director
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 2/20/25
Judiciary Finance and Civil Law
Transcript Highlights:
- This bill reaffirms that protected speech cannot be monitored or tracked by the government.
- This bill reaffirms that protected speech cannot be monitored or tracked by the government.
- This bill reaffirms that protected speech cannot be monitored or tracked by the government.
- This bill reaffirms that protected speech cannot be monitored or tracked by the government.
- We have seen past attempts to establish government-run databases to monitor so-called bias incidents.
FL
Florida 2025 Regular Session
April 7, 2025 - 12:30 PM
Transcript Highlights:
- Step seven is performance and monitoring close-out.
- Performance and monitoring close-out, the step seven.
- We monitor if they have a total project cost of $10 million or more.
- budget, monitor procurement... ...proper policy standards, monitor budget, monitor procurement, but
- We have to monitor that best product.
Summary:
The subcommittee heard a panel on Florida’s IT procurement process from the Florida Digital Service, the Department of Management Services, and the Department of Financial Services. Witnesses walked through the procurement lifecycle, including planning, market research, solicitation, evaluation, award, implementation, and closeout, and emphasized the role of budget timing, contract managers, and subject matter experts. DMS described the state’s enterprise contracting system, noting more than 1,100 active vendor agreements, over 800 involving IT services, and the statutory requirement to request 25 quotes for certain IT purchases. DFS demonstrated the Florida Accountability Contract Tracking System (FACS), explaining how agencies upload contract and payment data and how the public can search contracts and related documents online.
Members focused on accountability, transparency, and whether the state is getting the best products and vendors. Questions addressed how contracts are vetted, how technical evaluations are performed, how financial consequences are used for missed deliverables, how public records and confidential information are handled, and how the state screens vendors for foreign-concern or bad-actor issues. Witnesses said agencies rely on technical experts for evaluations, that contract terms should include measurable deliverables and meaningful financial consequences, and that agencies—not procurement staff—generally manage performance, though Florida Digital Service oversees large IT projects of $10 million or more.
The committee then shifted to broader policy discussion, including Senate Bill 7026 and proposals to reorganize state IT governance. Several members argued for stronger centralization under a state CIO or similar enterprise authority, while others cautioned against abrupt restructuring and stressed the need for a transition plan. Members also raised concerns about workforce retention, consulting services, recurring project overruns, and the need for better planning and periodic monitoring. No votes were taken; the meeting ended with the chair thanking members and staff and adjourning the subcommittee.
FL
Florida 2025 Regular Session
Appropriations Committee on Pre-K - 12 Education Mar 11th, 2025
Transcript Highlights:
- Chair and thank you for the question. >> So as you mentioned, we do have the progress monitoring and
- I think of the last 2 years we've seen great, great advancements in our progress monitoring.
- They will still be monitored by early learning coalitions.
- We think that they can that they can monitor the BP that. >> And we can honestly got it. Thank you.
- I am from a one senator asked, how do we monitor? We've got plenty of ways to monitor.
WA
Washington 2025-2026 Regular Session
JLARC I-900 Subcommittee for SAO Performance Audits Oct 8th, 2025
JLARC I-900 Subcommittee for SAO Performance Audits
Transcript Highlights:
- performance, including performance provisions in contracts and monitoring contractors.
- For practice, too, monitor progress toward plan goals and objectives and communicate results to keep
- three, ensure an agency's programs align with the agency's strategic plan goals, objectives, and monitor
- And they should monitor, manage program performance through monitoring and evaluation.
- Finally, for practice four, include performance provisions in contracts and grant agreements and monitor
Summary:
The Joint Legislative Audit and Review Committee’s Initiative 900 subcommittee held a hybrid public hearing on two State Auditor performance audits. The first audit examined efforts to reduce non-emergency use of emergency systems through CARES programs. Auditors reported that Washington has 52 fire-agency-led CARES programs in 26 counties, but many communities without programs said they need one. Major barriers included unstable funding, difficulty hiring qualified staff, volunteer-based rural departments, and lack of statewide guidance. The audit also found that only about half of programs tracked both required performance measures, and it recommended that the legislature consider private insurance reimbursement options and convene a statewide work group to develop guidance, standards, and possible changes to the role of the Department of Health. Agency representatives and fire officials largely supported the findings and emphasized that short-term grants and one-year contracts make programs hard to sustain.
Committee discussion focused heavily on financing, especially Medicaid reimbursement and accountable communities of health (ACHs). Auditors clarified that the 10% figure cited in the report referred to direct Medicaid reimbursement for treat-and-refer services, which some agencies do not pursue because the $115 rate is too low relative to the administrative effort. Several fire officials testified that their programs rely on grants and ACH support, but that funding is often year-to-year and uncertain. They also described the value of CARES programs in reducing emergency room use, jail detentions, and long ambulance wait times, while noting barriers to sharing patient records across systems. Members asked whether the new public safety sales tax authority could help, but fire district representatives said it is not a direct funding option for them.
The second audit reviewed performance management in the Department of Commerce’s Office of Economic Development and Competitiveness. Auditors found that the division does not yet have a statewide economic development strategic plan and that performance management is inconsistent across its 16 programs. In a limited review, all six sampled programs had goals, but only half clearly identified performance measures and targets, and only three tracked outcomes and published results. The audit highlighted leading practices from other states, including strategic planning, regular progress reporting, aligning program goals with agency goals, and using performance-based contracts and grant monitoring. Recommendations urged Commerce to seek stakeholder input, assess internal and external conditions, set goals and measures, align programs with the strategy, and strengthen monitoring and evaluation.
Commerce officials agreed with the audit and said the division is already working toward a strategic plan, with a new assistant director to be hired and a target of completing the work by mid-next year. Members pressed the department on how the plan would connect to workforce, higher education, housing, and other economic development systems, and asked Commerce to return to JLARC next year with progress updates. The meeting ended with instructions for submitting written public comments and notice of the next JLARC meeting schedule.
FL
Florida 2025 Regular Session
January 14, 2025 - 09:00 AM
Transcript Highlights:
- In 1994, a special monitoring process for designed IT projects was created, requiring project monitors
- We will enhance our ability to monitor for threats and respond swiftly and decisively. 5.
- were monitored, would that bring a cost savings to the state?
- were monitored, would that bring a cost savings to the state?
- to the Cybersecurity Operations Center, and that we can monitor that and respond to that.
Summary:
The subcommittee held its first meeting to examine Florida’s information technology governance, budgeting, cybersecurity, data management, and telecommunications operations. Chair Schneider and other members framed the panel as a new joint policy-and-budget forum focused on reducing jargon, improving accountability, and asking whether technology investments are feasible, aligned with state goals, cost-controlled, and secure. State Affairs Chairman Will Robinson and members emphasized that the committee should avoid buying “shiny new objects” without clear business cases and should focus on long-term value, cybersecurity, and operational efficiency.
Florida Digital Service and Department of Management Services leaders provided an overview of the state IT enterprise. Secretary Pedro Allende described DMS as the state’s business, workforce, and technology service provider, while State CIO Warren Spanholz outlined Florida Digital Service’s four core areas: cybersecurity, project success, data interoperability, and enterprise architecture. Chief Data Officer Ed Ryan said the state data catalog is about 400,000 elements and roughly half of agencies are participating, and he described efforts to identify authoritative data sources and improve interoperability. Chief Information Security Officer Jeremy Rogers discussed the state cybersecurity operations center, enterprise risk management, incident response exercises, and a recurring $35 million cybersecurity resiliency budget. Chief Technology Officer Leo Schoonover described oversight of major IT projects over $10 million, updated project management standards, and a shift toward smaller phased implementations and more flexible methodologies to reduce delays and overruns.
Other presenters covered telecommunications, data center operations, and cybersecurity workforce development. Director Denise Atkins said the Division of Telecommunications manages Suncom and MyFloridaNet, with nearly $336.9 million appropriated for fiscal year 2024-25, and is procuring the next network contract while emphasizing security controls and vendor flexibility. Tim Brown said the Northwest Regional Data Center operates on a chargeback basis, serves state and local customers, and returned surpluses to customers in recent years. Cyber Florida Director Ernie Ferraroso described training, workforce pipelines, K-12 outreach, a cyber range, and research programs aimed at building Florida’s cyber workforce and improving public-sector readiness.
Members asked about budget setting, project delays, change orders, cybersecurity reporting, data catalog participation, interoperability, and expanding cybersecurity operations centers. Officials said chargeback rates are based on actual direct and indirect costs, project delays often stem from unclear scope and insufficient upfront planning, and cybersecurity success is measured by mean time to detect, respond, and recover. They also said the state is moving toward more modular project delivery, broader agency participation in shared cybersecurity services, and expanded CSOC locations within existing staff and budget where feasible.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Advanced Information Technology, the Internet and Cybersecurity Jun 21st, 2026 at 01:00 pm
Joint Committee on Advanced Information Technology, the Internet and Cybersecurity
Transcript Highlights:
- For example, workers have described webcam biometric monitoring software that uses AI to track what is
- We've seen multiple states pass electronic monitoring laws that I know Ms.
- A teacher and corporate use of employee monitoring. We know the stakes.
- So the research confirms what workers feel: 56% of employees who know they are being monitored report
- It restricts electronic monitoring to business-essential data, prohibits It restricts electronic monitoring
Summary:
The committee held a hearing on several artificial intelligence bills, opening with remarks about the 9/11 anniversary and then broad statements from the co-chairs about AI’s promise and risks. Chair Farley-Bouvier and Senator Moore emphasized the need for guardrails, transparency, and worker and consumer protections, while Senator Finegold described Senate Bill 37, which would create a framework for AI model training with safety assessments, audits, incident reporting, Attorney General oversight, and workforce reporting. Members also discussed Massachusetts’ position relative to other states and the need for state action in the absence of federal regulation.
A large portion of the hearing focused on the Fair Act, House 77 and Senate 35, which would limit workplace surveillance, restrict collection of biometric and location data, require notice and human review for automated employment decisions, and protect workers from retaliation. Labor leaders, including AFL-CIO, AFSCME, AFT, SEIU, building trades, and other worker representatives, testified in support, describing harms from bossware, automated benefits denials, hiring and promotion screening, scheduling, and monitoring in workplaces ranging from health care and education to manufacturing and construction. They argued that AI systems are already affecting wages, benefits, safety, and job security, and that Massachusetts should act now to set clear rules.
The committee also heard testimony on House Bill 74, which would require informed consent and clear contract terms for digital replicas of voices and likenesses, with SAG-AFTRA representatives supporting the bill as a protection for performers and creators. Another major topic was Senate Bill 51 on social media algorithm accountability and transparency; child safety advocates, researchers, and a public health expert described harms from engagement-based algorithms, including exposure to harmful content, eating disorders, and youth mental health impacts, and supported independent audits and public reporting. A few industry and civil liberties witnesses supported regulation but urged balance, warning against overly burdensome rules while acknowledging the need for privacy, transparency, and accountability. No votes or final committee actions were taken in the hearing excerpt.
WA
Washington 2025-2026 Regular Session
JLARC I-900 Subcommittee for SAO Performance Audits Jun 4th, 2025
JLARC I-900 Subcommittee for SAO Performance Audits
Transcript Highlights:
- Other states can provide guidance for how monitoring and enforcement could be addressed.
- Currently, neither DCS nor OIC monitors insurance compliance with this law.
- The state has options for assigning authority for monitoring and enforcement of the law.
- Both elements—monitoring and enforcement—must be in place for increased collections to be realized.
- The state has options for assigning authority for monitoring and enforcement of the law.
Summary:
At the June 4, 2025 JLARC I-900 Subcommittee hearing, the State Auditor’s Office presented a performance audit on Washington’s child support insurance intercept law. The audit reviewed the mandatory reporting system for insurance claims tied to past-due child support, noting that collections increased after the law took effect in 2022, but that some eligible claims still are not being reported. Auditors said DCS learns about roughly 1 in 10 claims through other channels, and that insurers may miss reporting because they are unaware of the law, make administrative errors, or misunderstand the $500 threshold and timing requirements.
The audit recommended that the Office of the Insurance Commissioner help educate insurers by adding information to its website and sharing insurer contact contacts with DCS, and also recommended that the Legislature amend the law to create monitoring and enforcement authority. The auditor said neither DCS nor OIC currently has authority to monitor compliance or take action against noncompliant insurers, though other states use insurance regulators or market conduct exams for this purpose. Committee members asked about possible coordinated enforcement between DSHS and OIC, which the auditor said was beyond the scope of the audit but could be considered by the Legislature.
An OIC representative said the commissioner is willing to help educate insurers, post information on the OIC website, and share contact information with DSHS, and that the agency is open to further discussion. No public testimony was offered, and no votes or formal committee actions were taken at the hearing.
MN
Minnesota 2025-2026 Regular Session
House State Government Finance and Policy Committee 2/26/26
State Government Finance and Policy
Transcript Highlights:
- So you're saying virtual monitoring So you're saying virtual monitoring visit<01:21:01.360>
and - But a lot of times what virtual monitoring visits look like is prior to the monitoring visit, if it's
- But a lot of times what virtual monitoring visits look like is prior to the monitoring visit, if it's
- You'd walk through monitoring visit.
- the coolest parts of grant monitoring. the coolest parts of grant monitoring.
Keywords:
state grants, grant oversight, grants management, executive agencies, Minnesota Department of Administration, commissioner of administration, fraud prevention, waste prevention, grant monitoring, financial reconciliation, grant compliance, state government, public funds, grant recipients, competitive grants, grant administration, administrative oversight, monitoring visits, grant policy, legislative leave
AL
Alabama 2025 Regular Session
Alabama House Agriculture and Forestry Committee Apr 9th, 2025
Agriculture and Forestry
Transcript Highlights:
- Regarding CWD, what the bill would also do is take the tools out of their tool pouch to actually monitor
- I assume that the monitoring program.
- I assume that the Alabama Department of Agriculture developed this to actually monitor for and detect
- Postmortem and this monitoring program Postmortem and this monitoring program can continue, and the deer
- And uh, we are adequately testing and monitoring for CWD.
Bills:
HB509
Keywords:
HB509, game breeder, game breeder license, cervid, deer breeder, whitetail deer, elk, fallow deer, deer farm, captive deer, cervidae, wildlife disease, disease testing, antemortem testing, state veterinarian, Department of Conservation and Natural Resources, property rights, private property, animal transfer, breeding stock
NM
New Mexico 2025 Regular Session
IC - Indian Affairs Sep 25th, 2025
House Government, Elections & Indian Affairs
Transcript Highlights:
- not covered by any monitoring and to implement open access, consumer-grade air quality monitors to obtain
- Quality monitoring at the local level.
- But the monitoring, those EPA monitors, I believe, are probably mandated in those areas.
- I will say that on this distribution with training of these air quality monitors, while the monitors
- We discussed air quality monitoring.
FL
Florida 2025 Regular Session
February 20, 2025 - 01:00 PM
Transcript Highlights:
- The strike-all does not allow ALFs to access the room's electronic monitoring device, even if there has
- Is there a reason why the facility would not or should not have access to the live monitoring?
- And that would be by the family, because just like in nurseries, just like in our baby monitors, we have
- security, we install our cameras, we monitor them, they're password protected.
- Perspective residents should be informed of assisted living facilities position on electronic monitoring
Summary:
The subcommittee first heard HB 103, which would require hospitals and surgical centers to adopt policies using surgical smoke evacuation systems during procedures. Representative Woodson and several nurses and health care advocates testified that surgical smoke contains harmful chemicals and pathogens, poses respiratory risks to operating room staff and patients, and that the bill is needed to protect nurses and address workforce shortages. Members from both parties voiced support, and the bill was reported favorably by a 17-0 vote.
The committee then took up HB 223, as amended, which would allow residents of nursing home or assisted living rooms to use fixed cameras, with guardrails on consent, non-rotatable placement, and prohibitions on posting footage online. The sponsor said the measure is intended to help families monitor loved ones and deter abuse or neglect, while supporters from AARP and some caregivers described cameras as tools for accountability and peace of mind. Facility and industry representatives raised concerns about privacy, dignity, roommate consent, and the potential impact on personal care conversations and resident autonomy.
After questions and debate, members discussed how consent would work, who could access recordings, and how the bill would handle roommate changes and misuse of footage. The sponsor said the bill would continue to be refined in later committees. HB 223 was reported favorably as amended by a 16-2 vote, with Representatives Campbell and Franklin voting no. The meeting then adjourned.
FL
Florida 2025 Regular Session
November 18, 2025 - 01:00 PM
Transcript Highlights:
- And then we get progress monitoring from the state.
- We work with our partners of the Department of Education, with the progress monitoring data.
- And so at progress, monitoring 3 is where you can see again as defined by the Department of Education
- one and progress monitoring to.
- But we haven't been to progress monitoring to yet with the Florida tutoring advantage students.
KY
Transcript Highlights:
- A school bus with a camera monitoring system installed and maintained in accordance with this section
- shall display a warning sign notifying the public that this is a camera monitoring system.
- images produced by camera monitoring images produced by camera monitoring system.<00:07:26.800><
- :29.440>
and monitoring system installed and monitoring system installed and maintained<00:07: - <00:07:37.919>
Recorded camera monitoring system. Recorded camera monitoring system.
Keywords:
00:20 Roll Call
01:56 HB 7
13:46 HB 7 Vote
17:54 HB 226
24:05 HB 226 Vote
25:13 HB 258
27:13 HB 258 Vote, 958, all
Summary:
The House Transportation Committee met for its second meeting of the 2026 session and first took up House Bill 7, sponsored by Representative Hale, which would allow school districts to install stop-arm camera systems on school buses to enforce civil penalties against drivers who illegally pass stopped buses. Hale said the bill had passed the House before, described widespread violations and the danger to children, and outlined the bill’s provisions, including public warning signs, privacy protections, and fines of $300 for a first offense and $500 thereafter. Supporters cited child safety and personal experiences with school-bus-related incidents, while one member opposed the bill on the grounds that it relied too heavily on technology instead of a human officer. The committee then voted and reported HB 7 favorably.
The committee next considered House Bill 226, sponsored by Representative Bratcher, which would redirect the $5 fee from Kentucky National Guard specialty license plates from the Kentucky Department of Veterans Affairs to the Kentucky National Guard Association. Bratcher and National Guard representatives said the change would send roughly under $15,000 a year to support readiness, mobilization, and professional development for serving Guard members, and argued that specialty plate revenue should go to the organization tied to the plate. Representative Donworth raised concerns about taking money from the veterans trust fund and suggested a direct budget allocation instead, but the sponsor said the amount was small and that the current arrangement did not return the funds to the Guard. The committee voted to report HB 226 favorably.
Finally, the committee heard House Bill 258, sponsored by Representative Payne, as amended by a committee substitute. The bill raises the weight limit for hauling milk from 80,000 to 90,000 pounds and clarifies that the rule applies to both state and federal highways, based on federal treatment of milk as a non-divisible product. After the substitute was adopted, the committee approved the bill, and HB 258 was reported favorably with the committee substitute attached.
MN
Minnesota 2025 1st Special Session
House Fraud Prevention and State Agency Oversight Policy Committee 3/17/25
Fraud Prevention and State Agency Oversight Policy
Transcript Highlights:
- state and federal funding monitoring state and federal funding monitoring compliance<00:05:05.199
- We're setting up processes, procedures, and compliance monitoring within the new unit, with really an
- the training monitoring developing the training programs<00:19:49.440>
necessary <00:19:49.880 - extensive um or we've also monitored extensive um or we've also monitored compliance<00:40:54.800
- need to make sure they're monitoring need to make sure they're monitoring that<00:46:34.880>
CA
California 2025-2026 Regular Session
Joint Hearing Health Committee and Privacy Committee and Consumer Protection Committee May 28th, 2025
Transcript Highlights:
- So we have a very active program of ongoing monitoring. Yeah, I think I would agree with Daniel.
- My lab's experience has been that they do require monitoring, and that that monitoring is pretty challenging
- Most healthcare organizations that use AI do very little to vet it and even less to monitor it.
- And that's a problem, because to my second point, these tools really do require monitoring.
- Three: insufficient validation in real-world monitoring.
Summary:
The joint informational hearing of the Assembly Health and Privacy Committees focused on generative AI in health care, with opening remarks emphasizing both its potential to improve care and its risks around privacy, bias, liability, workforce impacts, and unequal access. Chair Bauer-Kahan and Chair Bonta framed the discussion around how California can encourage beneficial innovation while protecting patients, especially given the sensitivity of health data and the possibility that AI could worsen existing disparities if not carefully governed.
The first panel featured representatives from Cedars-Sinai, Kaiser Permanente, Penguin AI, and Google, who described current uses of AI such as ambient clinical scribes, nursing documentation tools, imaging triage, maternal-fetal risk prediction, and administrative automation. Speakers said these tools can reduce clinician burden, improve patient experience, speed treatment, and in some cases improve outcomes, including a reported mortality benefit from a Kaiser predictive model and faster thrombectomy times at Cedars-Sinai. Members raised concerns about accuracy with accents and multilingual visits, whether predictive tools could reinforce bias or lead to more interventions such as C-sections, and how to ensure a human remains in the loop for important decisions.
The second panel, including representatives from the California Health Care Foundation, UC Berkeley, and Stanford, focused on policy and governance challenges. Testimony highlighted examples of AI supporting homelessness outreach and community health work, but also warned that biased algorithms can encode inequities, especially when trained on data that reflect under-treatment of Black, rural, or low-income patients. Witnesses urged clearer standards for trustworthy AI, stronger monitoring and governance structures, better data access for accountability, and attention to the safety net’s limited resources. Several speakers argued that states should require health systems to have AI governance processes, clarify liability between developers and deployers, and regulate downstream uses of AI while preserving access to data for lifesaving research and oversight.
AL
Transcript Highlights:
- He continued, “So, but right now the only people monitoring of quality is self-monitoring.
- the calls are being monitored. the calls are being monitored.
- just want to advance the monitoring just want to advance the monitoring system<01:59:16.560>
- monitoring you on this. But I have a monitoring you on this.
- And that stuff is monitored by the AG.