Video & Transcript Research : 'algorithmic discrimination'
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TX
Texas 89th 2nd C.S.
Senate Committee on Health and Human Services Apr 8th, 2026
Health & Human Services
Transcript Highlights:
- We would also like to see a better use somehow of the data algorithms.
- We know that the algorithms are out there.
- So we would like to see better use of those algorithms because I think all the data is there.
- And then do they have the same standards, the algorithms that y'all are looking at? What say you?
- So I think uniform data is key for scaling up and utilizing algorithms and AI. Thank you.
NH
Transcript Highlights:
- The formula is an algorithm and it lives in RSA 1984A, 1984, and 19842.
- the algorithm of the formula<01:02:14.400>
and <01:02:14.559>then <01:02:14.720>it< - So, it's an algorithmic progressive calculation. Good to know. All right.
- So, it's an algorithmic 4 + 4 is 8.
- So, it's an algorithmic progressive<02:29:40.640>
calculation.
US
US Federal 2025-2026 Regular Session
US House Floor Proceedings (Thursday, May 21, 2026)
US Federal House Floor Meeting
Transcript Highlights:
- And veterans with disabilities should not be discriminated against.
- And veterans with disabilities should not be discriminated against.
- not be discriminated against. not be discriminated against.
- It was a GOP president who gave us Title IX, which prohibited sex-based discrimination in educational
- <03:38:20.080>
in <03:38:20.319>the sex-based discrimination in the sex-based discrimination
TX
Transcript Highlights:
- Do we have an algorithm to be able to plug in all of these things we're doing?
- Is there one algorithm overall?
- So, so is there overall an algorithm?
TX
MN
Minnesota 2025-2026 Regular Session
House Workforce, Labor, and Economic Development Finance and Policy Committee 3/13/25
Workforce, Labor, and Economic Development Finance and Policy
Transcript Highlights:
- companies that government and voters and elected officials don't have insight into—whether it's the algorithm
- companies that government and voters and elected officials don't have insight into—whether it's the algorithm
- companies that government and voters and elected officials don't have insight into—whether it's the algorithm
- 01:36:55.600>
whether <01:36:55.840>it's <01:36:56.000>the <01:36:56.159>algorithm - insight into whether it's the algorithm insight into whether it's the algorithm whether<01:36:57.320
Bills:
HF1976
CO
Colorado 2026 Regular Session
Colorado Senate 2026 Legislative Day 115 May 8th, 2026
Colorado Senate Floor Meeting
Transcript Highlights:
- We want to make sure that people are treated fairly and without discrimination.
- <04:19:46.640>
So <04:19:46.760>this <04:19:46.960>is without discrimination - So this is without discrimination.
- I have done countless hours of my own research in AI models and architecture and algorithms that AI chatbots
- that AI chatbots use to and algorithms that AI chatbots use to addict<05:32:18.920>
and <05:32
Summary:
The Senate was in session with a quorum present, approved the journal, and received several committee and House messages before moving through a long third-reading calendar. The chamber also paused for multiple personal privilege recognitions, including welcoming community guests and students, and a lighthearted update that Senator Sullivan’s missing stuffed “Chip” had been found. The majority leader later moved to lay over the remaining third-reading bills until later in the day, and the Senate also laid over special-order second reading bills until after third reading.
On third reading, the Senate passed Senate Bill 185 and a series of House bills, including HB 1342 on bear-luring behavior, HB 1269 on transit access, HB 1225 on distributed energy resources, HB 1233 on property tax procedures for nonresidential property, HB 1414 on medical records held by certain health care entities, HB 1256 on release procedures from the Department of Corrections, HB 1004 on a child care income tax credit, HB 1014 extending the Colorado Job Growth Incentive Tax Credit, HB 1111 creating a pesticide product disposal and container recycling program, and HB 1287 continuing certain Division of Real Estate regulatory functions. HB 1206 was laid over to Monday, and SB 193 was laid over to the bottom of the calendar. Several of these bills passed with notable no votes from minority members, while others passed with broad support.
The Committee of the Whole then took up House Bill 1276, a bill concerning protections for immigrants in Colorado and related appropriations. Senator Weisman explained and the committee adopted two amendments: one extending the deadline for peace officer training from July 1 to December 31, 2027, and another clarifying that a certification requirement would not apply to the judicial branch’s e-filing system but would continue to apply to other judicial data systems. Senator Judah spoke strongly in support of the bill, arguing it was about government accountability, privacy, and conditions in detention facilities. The committee adopted both amendments and then adopted HB 1276.
The committee also considered House Bill 1419, dealing with the overall refund amount for state revenues above the TABOR spending limit. Senator Bridges presented the committee report, and Senator Kirkmeyer spoke in opposition, arguing the bill was an unnecessary maneuver to retroactively alter accounting and TABOR refund calculations despite prior compliance and a clean audit opinion. After debate, the committee report was adopted and the bill was taken up for further discussion, with the transcript ending amid that debate.
KY
Kentucky 2025 Regular Session
Medicaid Oversight and Advisory Board (8-27-25)
Transcript Highlights:
- are all, you know, looking at the trends and identifying providers that, um, because there are algorithms
- are all, you know, looking at the trends and identifying providers that, um, because there are algorithms
- are all, you know, looking at the trends and identifying providers that, um, because there are algorithms
- are all, you know, looking at the trends and identifying providers that, um, because there are algorithms
- because there are there are algorithms because there are there are algorithms that<01:44:06.639>
Keywords:
1. Call to Order and Roll Call – 00:00:00
2. Approval of Minutes – 00:02:10
3. Discussion of State-Based Marketplaces and the Federally-Facilitated Marketplace – 00:02:31
4. Discussion of the Role of Kynectors and Navigators – 00:27:29
5. Discussion of Presumptive Eligibility – 01:11:57
6. Discussion of Medicaid Eligibility, Enrollment, and Redeterminations – 01:20:09
7. Update on Rural Health Transformation Program Application Process – 01:47:35
8. Public Comment – 01:59:57
9. Adjournment – 02:06:10, 958, all
Summary:
The Medicaid Oversight Advisory Board met for its third meeting and approved the July 30 minutes. The chair outlined a full agenda covering the state-based marketplace versus the federally facilitated marketplace, connectors and navigators, presumptive eligibility, eligibility/enrollment/redetermination, and a rural health transformation update. Commissioner Lisa Lee and Assistant Director David Barry presented first on Kentucky’s state-based exchange, Connect, explaining that it is an integrated eligibility and enrollment system for Medicaid, CHIP, SNAP, TANF, child care, and qualified health plans. They reviewed Kentucky’s move from a state-based exchange to healthcare.gov in 2017 and back to a state-based marketplace in 2021, and said the system helps route applicants to the correct program and allows families to move more easily between Medicaid and exchange coverage as circumstances change.
The presenters said the exchange is funded by carrier assessments on qualified health plans rather than general fund dollars, with costs allocated across programs based on use. They said Kentucky’s exchange fees are lower than the federal platform’s and that the state-based system provides local assistance through DCBS offices, connectors, and licensed agents in every county. Members asked about startup and operating costs, fee-setting, and whether any general fund dollars are used; the department said it would follow up with the CFO on fee details and said it was not aware of general fund support for exchange operations. Members also raised concerns about Medicaid eligibility verification and improper enrollment, while the department emphasized that the state system uses different questions than healthcare.gov and is designed to identify the correct coverage based on monthly Medicaid income and annual tax-credit income.
The board also discussed enrollment trends, including a COVID-era spike during the public health emergency when disenrollments were largely paused, and current qualified health plan enrollment of more than 97,000 people on Connect. Commissioner Lee explained presumptive eligibility as temporary Medicaid coverage, noting it applies to pregnant women and hospital-based cases, with hospitals able to grant it and certain providers able to grant it to pregnant women. She said full eligibility is still determined within 30 days and that presumptive eligibility ends when full Medicaid eligibility is determined or at the end of the following month. The meeting then shifted to connectors, with representatives from Community Action Kentucky and the Kentucky Primary Care Association describing their statewide outreach network, local offices, and role helping residents apply for Medicaid, renew coverage, report changes, and navigate benefits; they said connectors do not determine eligibility but assist with applications, recertifications, and outreach events across the Commonwealth.
WY
Transcript Highlights:
- So, every time a new scheme pops up, there's more algorithm put into the automation to try and prevent
- 36.080>
more new a new scheme pops up, there's more new a new scheme pops up, there's more algorithm - /c><01:19:37.040>
put <01:19:37.200>into <01:19:37.360>the <01:19:37.520>algorithm - <01:19:38.000>
in algorithm more put into the algorithm in algorithm more put into the algorithm
Keywords:
gun control, Second Amendment, constitutional rights, misdemeanor, law enforcement, virtual currency, kiosk, financial institutions, regulation, Wyoming Money Transmitters Act, penalties, death benefits, retirement, survivor support, public safety, guardianship, monitoring, ward protection, financial independence, case management
CA
Transcript Highlights:
- Basically, what this bill is about is that we need to decide what decisions algorithms can make about
- Algorithms are being used to make fine decisions.
- Algorithms are being used to make firing and discipline decisions.
- Algorithmic management has, and often results in, endless speed and efficiency increases, and workers
- And no workers should have their livelihood stripped away because an algorithm is incapable of understanding
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Jun 30th, 2026
Transcript Highlights:
- Basically, what this bill is about is that we need to decide what decisions algorithms can make about
- Algorithms are being used to make firing and discipline decisions.
- Algorithms are being used to make firing and discipline decisions.
- Algorithmic management often results in endless speed and efficiency increases, and workers are likely
- No workers should have their livelihood stripped away because an algorithm is incapable of understanding
Summary:
The committee heard testimony on several bills, beginning with SB 16, which would require county behavioral health directors to create clear pathways for clinicians to be authorized to initiate 5150 involuntary holds. The author and supporters argued the bill would reduce reliance on law enforcement and create more consistent crisis response standards statewide, while county behavioral health directors opposed it as an unfunded mandate that could increase law enforcement involvement and create implementation burdens. Members raised questions about county costs and funding, but the author emphasized the bill’s role in building a more clinical response system.
SB 561 would require public guardians to acknowledge conservatorship referrals, make determinations within a reasonable time, and provide status updates on request. Supporters said the bill would reduce delays that leave vulnerable adults in limbo, while the opposition from public guardian representatives was removed after amendments. SB 381 drew extensive public testimony in support; it would allow California-born adoptees, and descendants of deceased adoptees, access to original birth certificates, with a nonbinding contact preference form for birth parents. Supporters framed the bill as a matter of dignity, identity, and health, and there was no formal opposition on the record.
The committee also discussed SB 880, which would give tenants and prospective owner-occupants notice and a first opportunity to make an offer when institutional investors sell certain homes. Supporters said it would expand homeownership opportunities and preserve neighborhood stability, while opponents warned about conflicts with federal law, bundled-sale restrictions, and impacts on build-to-rent and affordable housing projects. Members and the author discussed possible amendments to address those concerns. SB 1238 would impose a duty of care and additional transparency requirements on HOA managers and boards; supporters said it would protect homeowners from mismanagement, while the main opposition argued the duty should remain contractual and could increase litigation. Finally, SB 423 would require disclosure of emergency-service records related to private detention facilities, and SB 28 would make changes to the CARE Court process, including a statewide ombudsperson and expanded oversight; both drew support and opposition, with concerns focused on transparency, privacy, implementation, and the balance between treatment and coercion. SB 574, discussed at the end, would require disclosure and human oversight for AI use in courts and legal practice and create a complaint process for ADR providers, with the State Bar noting requested amendments related to complaint handling and confidentiality.
KY
Kentucky 2025 Regular Session
House Standing Committee BR Sub. on Health & Family Services (2-26-25)
Transcript Highlights:
- the prepayment audits, but we identify providers to audit based on some in-house data analytics algorithms
- 24.160>
analytics based on some in-house data analytics based on some in-house data analytics algorithms - 25.839>
run <00:15:26.680>uh <00:15:26.800>looking <00:15:27.040>at algorithms - that we run uh looking at algorithms that we run uh looking at high<00:15:27.560>
utilization - They identify algorithms and high utilizers across the nation and report back to each state.
Summary:
The subcommittee met to review the Department for Medicaid Services’ program integrity work. Commissioner Lisa Lee and Program Integrity Director Jennifer Dudinsky outlined Kentucky Medicaid’s structure, funding, enrollment, and spending, including FMAP rates, the size of the Medicaid and KCHIP populations, the number of providers, and 2024 expenditures. They also described the managed care and fee-for-service populations, noting that managed care serves most members while fee-for-service is concentrated in long-term care and waiver populations.
Most of the discussion focused on fraud, waste, abuse prevention, and provider oversight. The department described its provider enrollment and certification checks, revalidation requirements, site reviews, fingerprinting for some high-risk providers, and termination grounds such as false application information, Medicare actions, unreported ownership changes, and abandonment of a provider number. Members asked about nonprofit ownership reporting, MCO fraud oversight, and how the department tracks unusual CPT code utilization, especially in behavioral health. The department said it uses data analytics, audits, policy review, and collaboration with behavioral health staff to monitor those trends.
Dudinsky explained the division’s four branches: provider licensing and certification, audits and compliance, recovery, and third-party liability/estate recovery. She described prepayment and postpayment audits, referrals of credible fraud allegations to the Attorney General, monthly meetings with the AG’s office, and coordination with the Office of Inspector General, CMS, HHS OIG, MCOs, and other partners. She also explained payment suspensions, stand-downs during law enforcement investigations, and recovery efforts for overpayments, provider/member fraud, and third-party liability. The department said its recovery and avoidance efforts produced more than $251 million in savings so far in 2025. No votes or formal actions beyond approving the minutes were taken.
KY
Kentucky 2025 Regular Session
House Standing Committee BR Sub. on Health & Family Services (2-12-25)
Transcript Highlights:
- commissioner said, it's within the program integrity division that does it, but they have various algorithms
- they Integrity division that does it but they have<00:42:33.240>
various <00:42:33.800>algorithms - that<00:42:34.960>
they <00:42:35.160>run <00:42:36.000>um have various algorithms - that they run um have various algorithms that they run um daily<00:42:37.400>
weekly <00:42:37.800
Summary:
The Budget Review Subcommittee on Health and Family Services held its first meeting and received an overview from the Department for Medicaid Services on Medicaid’s behavioral health and substance use disorder services. Commissioner Lisa Lee and CFO Steve Beal said Kentucky Medicaid serves about 1.4 million members, including over half of Kentucky children, with 485,000 expansion members, more than 69,000 enrolled providers, and total fiscal year 2024 expenditures of $18.5 billion. They said Kentucky covers a broad range of behavioral health services, and behavioral health provider enrollment has grown from a little over 4,500 in 2019 to nearly 8,000 in 2024. They also described how Medicaid spending and utilization are tracked through claims and encounter data, with most members served through managed care organizations.
Members focused on sharp increases in certain behavioral health billing codes, especially peer-to-peer services, and asked about reimbursement, utilization review, and whether the growth reflected increased need or expanded coverage. DMS said the rise was partly tied to combining facility and nonfacility behavioral health fee schedules in 2023, choosing the higher reimbursement rate to avoid cuts, and that the department has seen an uptick in peer-to-peer services. In response to concerns about overutilization, DMS said it mailed a letter to behavioral health providers, is considering limits and prior authorizations for some services, and plans to create a standardized monthly behavioral health report to monitor trends consistently and identify when controls may be needed.
Lawmakers also asked whether the provider network is sufficient and whether access is adequate, especially for children. DMS said provider enrollment has expanded because behavioral health services were added to Medicaid in 2014 and because demand increased after COVID, but acknowledged studies showing children have less access than adults and said that would be an area of focus. The department said managed care organizations are required to ensure access to needed services and that current trends indicate access is available, though one member disagreed and said workforce shortages remain a major concern. Another member asked about non-emergency medical transportation spending, and DMS explained that it is handled through a capitated arrangement administered by the Transportation Cabinet rather than directly by the managed care organizations.
NM
New Mexico 2025 Regular Session
IC - Investments and Pensions Oversight Oct 8th, 2025
Investments & Pensions Oversight Committee
Transcript Highlights:
- expect a utility-scale quantum computer to do. ...be able to do, but cracking what's called Shor's algorithm
- and XAI has about 500,000 computer chips in order to try to develop their artificial intelligence algorithm
- It's very difficult to look under what's called the black box of artificial intelligence algorithms and
CO
Colorado 2026 Regular Session
Colorado House 2026 Legislative Day 116 May 9th, 2026
Colorado House Floor Meeting
Transcript Highlights:
- They tested tools to be more effective: sophisticated matching algorithms, mandatory video recording,
- How do we feel as health care providers if an algorithm is making decisions?
- What do we do if we're discriminated against or what do we do if we have a harmful diagnosis?
- providers if an algorithm is making decisions?
- What do we do if we're<02:18:11.439>
discriminated <02:18:12.080>against <02:18:12.319><
Summary:
The House opened with a quorum call, a Pledge of Allegiance, and approval of the prior day’s journal in a lighthearted exchange honoring Representative Bacon’s father. Members then announced upcoming committee meetings, including State, Civic, Military, and Veterans Affairs; Finance; and Appropriations. The chamber moved into third reading and took up a series of bills, with several laid over or moved on the calendar before votes began.
The House adopted House Bill 1433 on firefighter behavioral health benefits, House Bill 1416 on transfers from the Universal High School Scholarship Cash Fund, and House Bill 1431 on occupational licensure portability. It also adopted House Bill 1426, a Department of Law report bill, after a technical third-reading amendment correcting numbering errors. House Bill 1063, requiring an accessible list of secure transportation providers on certain department websites, also passed. In addition, the chamber adopted Senate Bill 172 on the Front Range Passenger Rail District, Senate Bill 93 on workers’ compensation coverage compliance, Senate Bill 175 on experience modification factors in workers’ compensation, Senate Bill 131 on abusive practices in sports betting, Senate Bill 165 on species conservation funding, Senate Bill 157 on a town with critical water infrastructure, Senate Bill 154 on Colorado Channel Authority Board appointments, and House Bill 1286 requiring a human present when an automated driving system operates a commercial motor vehicle.
House Bill 1422, concerning security measures for certain governmental entities, drew the most extended debate. Representative Luck opposed it, citing concerns about creating a legislative police force, language affecting online speech and constituent conduct, and what she described as a workaround for TABOR. Representative Clifford explained the bill’s security provisions and sought a technical amendment to address local records language; the amendment and the bill both passed, though with notable opposition. House Bill 1424, increasing protections for persons engaged with transportation network companies, also prompted extensive testimony from Representative Wilford, who described her own assault by a rideshare driver and argued that Uber and Lyft have minimized and obscured sexual assault data while failing to protect riders; after a technical amendment, the bill passed. The House then continued with additional third-reading votes, including House Bill 1325 on natural medicine, which passed despite some opposition.
AZ
Arizona 2026 Regular Session
03/26/2026 - House Artificial Intelligence & Innovation
Artificial Intelligence & Innovation
Transcript Highlights:
- What if we could utilize algorithms based on instruments that we're already using to test your specimens
- blood and, with those biometrics in that secure electronic health record, we're able to utilize algorithms
Bills:
SB1786
Keywords:
artificial intelligence, content verification, provenance data, transparency, digital content, 1182, all
Summary:
The committee first heard a presentation from Sonora Quest Laboratories on how the company is using artificial intelligence and innovation in clinical lab work. Testimony emphasized that AI is already being used in digital pathology, cytology, genetics, genomics, predictive analytics, and quality control, with a strong focus on human oversight, validation, and closed, secure systems that keep patient data in-house. Speakers said AI can improve accuracy, speed diagnosis, reduce repeat testing, support precision medicine and pharmacogenomics, and potentially help with rare disease management and drug selection, while also noting the need for governance and safeguards.
Members asked questions about accuracy, safeguards, data security, whether AI could reduce repeat specimen collection, expand to other hospital labs, and how AI might affect treatment decisions such as step therapy and pharmacogenomics. The presenters said AI outputs are reviewed by specialists, that the systems are validated and monitored, and that the organization uses a closed ecosystem with no external data sharing. They also discussed future possibilities such as digital twins, earlier cancer detection, and more tailored medication choices, while acknowledging that AI is still developing and must be used carefully.
The committee then took up Senate Bill 1786, as amended, which requires covered providers using generative AI to add provenance data to AI-created or significantly modified video, image, or audio content, using methods like watermarking or metadata, with exceptions for minor edits and certain interactive or non-user-generated content. The amendment clarified that identifiable individual information generally cannot be included unless the user opts in, protected trade secrets, and set an effective date of February 1, 2027. After discussion about consumer transparency, scope, and possible legal issues, the committee adopted the amendment and voted 4-2 with one absent to give SB 1786 as amended a do pass recommendation.
FL
Florida 2026 4th Special Session
January 20, 2026 - 01:00 PM
Transcript Highlights:
- But when one of your teammates is now an agent, it becomes a very different dynamic. an algorithm, this
- point out with the re-engineered degrees of freedom in the hips and legs and the improved control algorithms
TX
Transcript Highlights:
- It's a glowing screen, a digital landscape dominated by social media, driven by algorithms, and largely
- These algorithms are not neutral. They are designed to exploit developing minds.
Keywords:
social media, children, account verification, data privacy, parental control, financial crime, card fraud, motor fuel theft, law enforcement, criminal activity, skimmers, prevention, training, biological sex, government information, definitions, sex-based distinctions, public health, federal directives, state authority
AZ
Transcript Highlights:
- These EMS providers have their algorithms, they follow those, and then they call in for medical direction
- , who can sometimes then alter those algorithms or give orders to stop this or do that.
- Uniform questions do not produce uniform impacts; this kind of policy predictably fuels discrimination
Keywords:
physician assistants, licensure compact, medical services, multistate practice, patient care access, healthcare workforce, military families, adverse actions, dementia care, telementoring, healthcare education, rural communities, grant funding, HB 2233, rural health transformation, rural health transformation program, AHCCCS, Arizona Health Care Cost Containment System, Joint Legislative Budget Committee, JLBC
Summary:
The committee began with a presentation from the Alzheimer’s Association Desert Southwest Chapter and Dr. Anna Burke of Barrow Neurological Institute on the scope of Alzheimer’s disease, the shortage of specialists, low rates of timely diagnosis, and the need for caregiver support and early intervention. Speakers emphasized that Arizona is a leader in Alzheimer’s research and that lifestyle changes, new therapies, and research funding offer hope, but only if patients are diagnosed earlier and providers are better trained.
The committee then heard House Bill 2202, which would appropriate $300,000 over three years for a dementia care telemonitoring/telementoring grant program through the Department of Health Services to help providers statewide learn best practices in dementia care. Supporters, including the Alzheimer’s Association, Dr. Danny Cabral, and a patient advocate, said the bill would address major gaps in provider training and improve early diagnosis and treatment. There was no opposition, and the committee voted 11-0 to give HB 2202 a do pass recommendation.
The committee next took up House Bill 2251, the “Jordan and MacTerry Act,” which would expand licensed midwives’ authority to administer certain medications, require liability insurance disclosure and reporting, and create an Arizona Midwifery Advisory Committee. Supporters said the bill would improve safety, oversight, and access to emergency medications in home births, while opponents from ACOG and the Arizona Osteopathic Medical Association raised concerns about the adequacy of oversight, the medication list, and whether eight hours of pharmacology training is sufficient. After testimony from midwives, physicians, and stakeholders, the bill was held for further stakeholder work and anticipated floor amendments. House Bill 2252, which would allow certified nurse midwives, certified professional midwives, or licensed midwives to accompany a patient in a ground ambulance during transport if approved by medical direction, also drew support and opposition. Supporters argued it would preserve continuity of care in emergencies, while firefighters and EMS representatives objected to ambiguity and scene control concerns. That bill was likewise held for further stakeholder meetings. The committee then recessed and reconvened for later presentations on federal budget and health-related topics.
LA
Bills:
HB414, HB786, HB1041, HB1052, HB1118, HB1139, HB1182, HB1185, HB1214, HB1217, HB1231, SR63, SCR27, SB5, SB194, SB415, SB433, SB451, SB462, SB516
Keywords:
healthcare, criminal convictions, employment, background checks, prohibited offenses, Medicaid, claim payments, extrapolation, provider audits, medical freedom, discrimination, access, medical intervention, child protection, confidentiality, multidisciplinary teams, child advocacy centers, public records, investigations, hospital