Video & Transcript : 'algorithmic medicine' :

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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:
  • When paired with generative artificial intelligence algorithms, neural data are capable of revealing
  • And of course, you could train an algorithm on just a fraction of this, and I'll note that tech giants
  • The algorithms that are behind a lot of this data actually are put together through equations that, you
  • My location, device ID, academic performance, and search patterns are fed into a black box algorithm
  • have identified them as a child. of such child users for advertising purposes because their algorithms
Summary: The committee hearing focused on a package of Massachusetts privacy and technology bills, especially measures to ban the sale of location data, establish a comprehensive consumer data privacy law, and regulate biometric recognition and surveillance pricing. Chairs and sponsors argued that self-regulation has failed, that data brokers and large tech companies routinely collect and monetize sensitive information, and that state action is needed because federal protections are weak or absent. Several speakers tied the bills to reproductive health, gender-affirming care, domestic violence, children’s data, and other sensitive uses of location and biometric information. Supporters included legislators and advocates who backed H. 86/S. 197 (Location Shield), H. 78/S. 45/H. 104/S. 29 (comprehensive privacy bills), H. 99/S. 47 (surveillance pricing in grocery stores), and H. 36/S. 36 (biometric recognition accountability). They emphasized data minimization, bans on selling sensitive data, consumer rights to access, delete, and opt out, and in some cases a private right of action. Several witnesses said Massachusetts should lead or align with other states, while others argued that stronger protections are needed because data can be weaponized by stalkers, anti-abortion actors, abusive partners, insurers, or law enforcement. Industry and coalition witnesses urged the committee to favor a more standardized, interoperable framework modeled on laws already adopted in other states, warning that novel definitions, data-minimization rules, and private rights of action could create compliance burdens, confusion, and costs for businesses, including small businesses. They argued that entity-level exemptions for sectors already covered by federal laws like HIPAA or GLBA promote consistency, and that Attorney General enforcement is preferable to private lawsuits. Committee members questioned witnesses on patchwork concerns, the scope of exemptions, and whether the proposed bills would harm or help consumers and small businesses. No votes or final actions were taken during the hearing; written testimony was noted as due later, and the committee continued taking testimony from multiple panels and virtual witnesses.
PA

Pennsylvania 2025-2026 Regular Session

House Session (Jun 29 2026)

Pennsylvania House Floor Meeting

Transcript Highlights:
  • As more transactions move online and are increasingly driven by algorithms, it's important that our consumer
  • Consumers should not have to wonder whether an algorithm has determined that they can be charged more
  • simply because of I have to wonder whether an algorithm has determined that they can be charged more
Summary: The House convened with prayer, the Pledge of Allegiance, journal approvals, quorum call, and a series of guest recognitions, including students, interns, local officials, and advocates visiting the chamber. Members also announced caucus and committee meetings, and the House recessed before returning later in the day for floor action. After reconvening, the House adopted several committee reports and then considered a series of resolutions and bills. It adopted House Resolution 462, designating May 17, 2026, as World Neurofibromatosis Awareness Day, and House Resolution 553, designating May 19, 2026, as Pontian Greek Genocide Remembrance Day, both by 200-2 votes. The chamber also agreed to House Bill 733 on marriage ceremony law, House Bill 2529 on scheduling metatomidine as a Schedule 3 controlled substance, and Senate Bill 1294 on civil penalties for unlicensed commercial driving schools. The House then debated House Bill 2359 on data center nondisclosure agreements and related amendments. One amendment requiring hyperscale data centers to pay their own energy and infrastructure costs failed on a 101-101 tie, while another amendment to make the bill effective immediately passed 201-1 and a third amendment to protect trade secrets failed 87-115. The bill itself was agreed to after amendment. The House also approved House Bill 2455 on collective bargaining rights for Pittsburgh school administrators, House Bill 2499 on State Workers Insurance Fund investment authority, Senate Bill 604 joining the Counseling Compact, and House Bill 1006 on penalties against abusive towing practices, with one agreed-to amendment added. Several measures then passed finally by recorded vote: House Bill 2014 on opportunities for minors in emergency service organizations, House Bill 2037 on cryptocurrency-related ethics restrictions for public officials, House Bill 2512 prohibiting ride-share pricing based on certain device conditions, House Bill 2644 authorizing capital bridge projects, and House Bill 2559 on Millersville University and other conveyances. House Bill 2559 drew floor criticism from Representative Conklin over the state land conveyance process, though it still passed 154-48. Before adjournment, the House recommitted several bills to Appropriations, removed additional Senate bills from the table calendar, and adjourned until June 30, 2026, at 11 a.m.
DE

Delaware 2025-2026 Regular Session

Senate Housing & Land Use Committee Meeting Jun 24th, 2026

Housing & Land Use

Transcript Highlights:
  • It removes a provision that addressed algorithms, automated decision-making systems, and data-driven
  • Algorithms, automated screening tools, and third-party decision-making are increasingly shaping who gets
  • Algorithms, automated screening tools, and third-party decision-making are increasingly shaping who gets
Summary: The Senate Land Use Committee met in hybrid format but did not have a quorum, so it did not approve minutes or take formal votes. The committee first heard House Bill 457, which would raise the appraisal threshold for certain DELDOT real property dispositions from $10,000 to $25,000 to match federal highway standards and reduce the time and cost of selling small surplus properties. There was little discussion and no public comment on that bill, and the chair indicated it would be circulated. The committee then took up House Bill 451, which would codify a disparate impact framework under Delaware’s Fair Housing Act. The bill was described as clarifying that housing policies or practices can violate the law even without discriminatory intent if they have an unjustified discriminatory effect on a protected class, using a burden-shifting test similar to federal law. The sponsor and DHSA said the measure was intended to preserve fair housing protections amid uncertainty at the federal level, and an additional amendment was discussed that would delay implementation for 180 days and require DHSR, with DSA and stakeholders, to conduct outreach, education, and training. Public testimony was divided. Supporters, including Housing Alliance Delaware, YWCA Delaware, and the Delaware Human and Civil Rights Commission, said the bill would protect against discriminatory outcomes, align state law with longstanding fair housing principles, and preserve recourse if federal enforcement changes. Opponents and housing-provider groups, including the Delaware Association of Realtors, Greater Wilmington Housing Providers, and the Delaware Apartment Association, argued the bill could create liability for neutral policies, rely on statistical outcomes landlords cannot easily measure, and increase litigation and costs; several asked for more time, a right-to-cure process, or further amendments. The committee adjourned without taking a formal vote.
ID

Idaho 2026 Regular Session

Feb 16th, 2026

Resources and Environment

Transcript Highlights:
  • And so collecting data to match those satellites and algorithms with information here in the state.
  • And so collecting data to match those satellites and algorithms with information here in the state.
  • And so collecting data to match those satellites and algorithms with information here in the state.
NH

New Hampshire 2026 Regular Session

House Commerce and Consumer Affairs (01/29/2026)

Commerce and Consumer Affairs

Transcript Highlights:
  • :33:02.640><c> invasive</c> advanced algorithms powered by invasive advanced algorithms powered by invasive
  • </c><02:34:17.040><c> These</c> into recommendation algorithms.
  • These into recommendation algorithms.
  • :34:18.640><c> hyper</c> algorithms allow companies to hyper algorithms allow companies to hyper specifically
  • <02:35:46.640><c> surfacing</c><02:35:47.200><c> content</c> algorithmically surfacing content algorithmically
CA

California 2025-2026 Regular Session

Assembly Floor Session May 27th, 2026

California House Floor Meeting

Transcript Highlights:
  • AB 1798... ...will shape how Californians experience the future of medicine.
  • Because if you're a single mom and that algorithm knows you have the profile of being a single mom, you
  • Because if you're a single mom and that algorithm knows you have, you have to be subjected to a higher
  • Because if you're a single mom and that algorithm knows you have, you have a characteristics because
  • if you're a single mom and that algorithm knows you have the profile of being a single mom, you shouldn't
Summary: The Assembly met in session, established a quorum, approved dispensing with the previous day’s journal, and then took up a long third-reading file. Early procedural actions included moving AB 1589 to the inactive file and continuing reconsideration items. The chamber then considered a series of bills largely focused on immigration enforcement, detention, worker protections, child care, voting access, and related public services. Several immigration-related measures passed, including AB 2393 on damages for false imprisonment/arrest, AB 1994 on an immigrant victims’ rights and resources card, AB 1929 on health plan investment disclosures, AB 1633 imposing a tax on for-profit detention facilities, AB 1650 requiring decals on rental vehicles used for enforcement, AB 1655 protecting CalWORKs benefits when a child is detained, and AB 1896 disqualifying people who participated in immigration enforcement from certain public employment. AB 2230, which would bar immigration enforcement near polling places and child care facilities, also passed after extensive debate. Supporters framed these bills as accountability and protection for vulnerable communities; opponents argued they targeted federal law enforcement, were unnecessary, or raised constitutional concerns. AB 1851 on statewide school mental-health guidance also passed unanimously. After the midday recess, the Assembly returned and continued with more bills tied to immigration impacts and child welfare. AB 2379 passed with urgency, requiring child care providers to be informed of constitutional rights and trained on protections when confronted by immigration enforcement. AB 2460 passed to update school behavioral-health referral protocols for students affected by immigration enforcement trauma. AB 2495 passed to expand prohibitions on employer immigration-related threats, and AB 2662 was presented as a way for California to monitor and document federal enforcement actions and report on their community impacts. Throughout the day, the floor featured repeated exchanges over whether the bills addressed real problems or were political messaging, but the measures that came to a vote generally advanced with majority support.
HI

Hawaii 2025 Regular Session

HED/EDN Joint Info Briefing - Wed Jan 29, 2025 @ 2:00 PM HST

Hawaii House Floor Meeting

Transcript Highlights:
  • great algorithms great decision making<00:52:05.040><c> processes</c><00:52:06.040><c> so</c><00:52:
  • You might already know hallucinations is a colloquial term for when the AI algorithm returns something
  • You might already know hallucinations is a colloquial term for when the AI algorithm returns something
  • You might already know hallucinations is a colloquial term for when the AI algorithm returns something
  • You might already know hallucinations is a colloquial term for when the AI algorithm returns something
CA

California 2025-2026 Regular Session

Assembly Public Safety Committee Mar 24th, 2026

Public Safety

Transcript Highlights:
  • same autonomy in the practice of substance use disorder treatment as they have in other areas of medicine
  • Mandating an algorithm that scans for the possible printing of a ghost gun poses a similar risk.
  • Once this proposed scanning algorithm is in place, it could be abused by governments or corporations
  • But just to clarify for the record, the government does have to prove this algorithm that is then updated
  • And that's where we're getting at the ACLU is just having the government kind of approve this algorithm
Committee: House Public Safety
MO

Missouri 2026 Regular Session

Children and Families Jan 27th, 2026 at 10:00 am

Children and Families

Transcript Highlights:
  • night, updating, and even fearful of missing days of posting, because then that lowers them in the algorithm
  • night, updating, and even fearful of missing days of posting, because then that lowers them in the algorithm
  • family member who tries to get as many likes and shares because he's also monetized, and it is the algorithm
  • family member who tries to get as many likes and shares because he's also monetized, and it is the algorithm
  • If you can figure that one, because he's also monetized, and it is the algorithm.
Summary: The committee heard testimony on House Bill 2688, sponsored by Representative Chappell, which would recognize unborn children as persons entitled to due process and other constitutional protections. Chappell said the bill is intended to prompt a court ruling on personhood and to align Missouri law with his reading of the Fifth and Fourteenth Amendments, while emphasizing that it would not criminalize women for miscarriages or abortions. Supporters from Missouri Right to Life and the Missouri Catholic Conference argued the bill simply clarifies existing state law and protects human dignity; several members raised concerns about possible effects on miscarriage investigations, abortion, citizenship, and IVF, but no opposition testimony was offered. The committee also heard House Bill 1948 from Representative Gragg, a fatherhood support bill that would create a state program to help fathers overcome barriers to involvement with their children, especially in foster care and reunification cases. Gragg and supporters described the measure as a way to improve child outcomes, reduce time in foster care, and save state money by providing mentorship, navigation help, and grants to fatherhood programs. Committee members generally supported the concept but questioned the fiscal note and whether the bill duplicated existing services; a Department of Social Services witness said the department was working to revise the fiscal impact and viewed the bill as an expansion rather than duplication. In executive session, the committee adopted a substitute and passed several measures: House Committee Substitute for House Bills 1667 and 2299 by an 11-5 vote; House Bill 2498 by a 15-0 vote with one present; House Committee Substitute for House Bills 1908 and 2337 by a 16-0 vote; and House Committee Substitute for House Bills 2273, 1946, 1814, and 2551 by a 17-0 vote after adopting an amendment. The committee then returned to public hearing for House Bill 1818, sponsored by Representative Laubinger, which would regulate monetized social media content featuring minors by requiring trust accounts for earnings, record retention, removal requests, and limits on exploitative content. Laubinger said the bill is aimed at child influencers and not ordinary family posting; committee members discussed platform implementation, child protections, and how the bill would work in practice.
WA

Washington 2025-2026 Regular Session

House Early Learning & Human Services Jan 23rd, 2026 at 08:00 am

Early Learning & Human Services

Transcript Highlights:
  • would call this in another lens, a consumer protection amendment, essentially a lemon law for the algorithm
  • If we know that an algorithm fails, and it's very obvious an algorithm fails, the hotline stays open.
WA
Transcript Highlights:
  • would call this, in another lens, a consumer protection amendment, essentially a lemon law for the algorithm
  • If we know that an algorithm fails, and it's very obvious an algorithm fails, the hotline stays open.
Summary: The committee met to brief amendments and then took executive action on nine bills related to child care, DCYF oversight, and services for children and vulnerable populations. Before voting, members reviewed proposed substitutes and amendments for HB 1544, 2099, 2219, 2253, 2319, and 2350, with brief discussion on issues such as child welfare risk assessment tools, military family child care access, child care provider flexibility, licensing and monitoring requirements, and residential habilitation center terminology and notice requirements. The committee then reported HB 2099, HB 2185, HB 2219 as amended, HB 2253 as amended, HB 2317, HB 2318, HB 2319 as amended, and HB 2350 as amended out of committee with do pass recommendations. HB 2253 saw one amendment adopted to restore state monitoring and health/safety reviews at the Washington School for the Deaf, while other proposed amendments were withdrawn or rejected. HB 2319 was amended to correct technical language regarding Eastern State Hospital and Interlake School. HB 2350’s substitute changed notice procedures for residential habilitation center noncompliance to emphasize posted notices, email, preferred language, and plain-language summaries. HB 1544 drew the most debate. Amendments to add domestic violence, define “safe,” require an audit of missing safety-plan data, and prohibit use of an unvalidated risk tool to screen out referrals were considered; only the domestic-violence amendment was adopted, while the others failed. Members discussed concerns about the current DCYF risk assessment tool, cultural bias, and the need to improve validation, but also cautioned against narrowing the study too much. The committee ultimately reported the second substitute HB 1544 out with a do pass recommendation by a 9-0-2 vote, with two members voting no without recommendation.
MN

Minnesota 2025-2026 Regular Session

Committee on Commerce and Consumer Protection - 04/28/26

Commerce and Consumer Protection

Transcript Highlights:
  • So, we shouldn't allow unregulated algorithms to dictate the mental health of an entire generation.
  • Um, I use algorithms as a young person to create business.
  • And that's because of his algorithm.
  • So, um, thank you for your time. algorithm and the way that his guardians algorithm and the way that
  • ,</c> Um as far as algorithms, Um as far as algorithms, um<00:31:42.080><c> and</c><00:31:42.840><c>
FL

Florida 2026 4th Special Session

House in Special Session D Apr 29th, 2026

Florida House Floor Meeting

Transcript Highlights:
  • Representative, do you know whether this map was drawn by hand or using outside algorithms?
  • Do you know whether this map was drawn by hand or using outside algorithms?
  • Was this map drawn by hand or using outside algorithms? Oh, I'm sorry, Ms. Fields already answered.
  • Was this map drawn by hand or using outside algorithms? Oh, I'm sorry, Ms. Fields already answered.
Summary: The House convened with prayer, a moment of silence for former member Mark Weissman and local officials Donna Lou Fiala and Eric C. Brecknitz, and the Pledge of Allegiance. Members approved the journal and adopted the Rules and Ethics Committee’s special order report setting the calendar and debate times for the day. The chamber then took up House Bill 1D, establishing Florida’s congressional districts, as the main item on the special order calendar. During questioning and debate on HB 1D, sponsors and opponents focused heavily on the map’s process and legality. Supporters argued the plan was based on a viable legal theory, used the 2020 census data as required, and was within the Legislature’s discretion to consider mid-cycle redistricting. Opponents repeatedly argued the map was drawn by the governor’s office using partisan data, without meaningful legislative or public input, and that it violated the Fair Districts Amendment by favoring a party, splitting more counties and municipalities, and reducing compactness. Several members also raised concerns about taxpayer costs, the absence of a new census or court order, and the Legislature’s role versus the governor’s office. After structured debate, the House voted on final passage of HB 1D and passed it 83-28. A motion to recess for two hours to consider a recent U.S. Supreme Court decision failed. Following passage of the redistricting bill, the House adopted a motion to adjourn sine die, ending the session.
TX

Texas 89th Regular

Insurance Apr 23rd, 2025

Insurance

Transcript Highlights:
  • prohibition against the use of ... automated decision systems, including artificial intelligence-based algorithms
  • So SB 815 does the following: it defines certain key terms including algorithm and artificial intelligence
  • It clarifies that algorithms or automated systems may ... still be used for administrative support or
  • ensure that decisions about medical necessity will necessarily remain in the hands of people, not algorithms
Committee: House Insurance
US
Transcript Highlights:
  • a lot of that. information from our customers and look for trends, use artificial intelligence algorithms
  • I know we're doing data analytics as well, using AI algorithms.
  • our engineering organization in the company sits expertise in AI and we have our own internal AI algorithms
  • , so we're not. using external algorithms and data.
Summary: The meeting primarily focused on significant safety concerns surrounding Boeing and its compliance with federal aviation standards. Lawmakers expressed frustration over the Army's failure to provide requested operational transparency regarding helicopter operations near Washington, D.C., amid recent incidents indicating a strained air traffic control situation. Several members called for reform in Boeing's oversight, emphasizing the need for a robust safety culture and mandatory safety management systems to prevent future disasters like the 737 MAX crashes. The discussions were passionate, with survivors and families impacted by past accidents present, highlighting the urgency and seriousness of the issues at hand.
TX

Texas 89th Regular

Trade, Workforce & Economic Development Mar 19th, 2025

Trade, Workforce & Economic Development

Transcript Highlights:
  • after taking short pauses on and liking videos related to body image, and mental health issues, the algorithm
  • You have some of the issues I've described, where these algorithms hook these kids in. and then they
  • video slightly longer than you... you did other videos, and then boom, you're down this out, this algorithm
  • Parents don't stand a chance against these AI, machine-learned algorithms. that are grabbing a hold of
Bills: HB186 , HB517 , HB 1093 , HB 1268 , HB1395 , HB186
TX
Transcript Highlights:
  • I, too, am concerned about the utilization of AI algorithms in the declination aspect of insurance.
  • Okay, so there's a human on the back end there pressing a button based on an AI algorithm to decline
  • competitive sports and downhill skiing to the point where they decided not to decline based on an algorithm
  • the utilization of artificial intelligence algorithms that stratify individuals into decline or reject
Bills: SB388 , SB455 , SB917 , SB925 , SB1006
NH
Transcript Highlights:
  • He's a high school senior, and that's what the algorithm is showing him.
  • He's a high school senior, and that's what the algorithm is showing him.
  • He's a high school senior, and that's what the algorithm is showing him.
  • He's a high school senior, and that's what the algorithm is showing him.
  • He's a high school senior, and that's what the algorithm is showing him.
Summary: The committee first heard Senate Bill 102, which would make informational materials about type 1 diabetes available on the Department of Education website. Senator Ward said the bill is intended to help parents, teachers, and school staff recognize early symptoms such as thirst, frequent urination, fatigue, and weight loss so children can be referred for care before they develop diabetic ketoacidosis. He noted that a newer blood test can identify some children at risk earlier than in the past. Members asked how people would be directed to the website, and Ward said the information would be posted online and also distributed in handouts, with school personnel helping spread awareness. He emphasized the bill is informational only and not a diagnostic or treatment tool. Several supporters testified in favor, including representatives from the Dartmouth Diabetes Link and students with type 1 diabetes who described delayed diagnoses, emergency hospitalizations, and the difficulty of having symptoms misunderstood as stress, athletics, or normal teenage changes. They said the bill could help parents, teachers, and peers recognize warning signs earlier and reduce the risk of life-threatening ketoacidosis. One witness noted that New Hampshire ranks high in childhood type 1 diabetes, and another said even a single person seeing the information could make a difference. A retired diabetes educator and state representative also testified in support. The hearing on SB 102 was then closed. The committee then opened the hearing on Senate Bill 211, which would require school sports teams to be designated as male, female, or co-ed, bar biological males from female-designated teams and locker rooms, and create a cause of action for violations. Senator Avard said the bill responds to constituent concerns and is meant to protect fairness, safety, and privacy for biological females. In questioning, he said girls could still play on boys’ teams, but boys could not play on girls’ teams, and he said he would be open to changes. Opponents, including an attorney from LGBTQ Legal Advocates and Defenders, argued the bill is substantially the same as a law passed the previous year that was already challenged in federal court and found likely unconstitutional under equal protection and Title IX; they urged the committee to mark it inexpedient to legislate. The transcript cuts off before any committee vote or further action on SB 211.
MA

Massachusetts 2025-2026 Regular Session

Joint Committee on Transportation Jun 21st, 2026 at 01:00 pm

Joint Committee on Transportation

Transcript Highlights:
  • I'm Chief of Pediatric Emergency Medicine at Mass General... My name is Ari Cohen.
  • I'm Chief of Pediatric Emergency Medicine at Mass General Hospital.
  • I'm a father of three, and I'm a frontline emergency medicine doctor who is witnessing the exponential
  • So a state regulation of micromobility cannot override an aggressive, predatory corporate algorithm that
Summary: The Joint Committee on Transportation held a hybrid hearing on the governor’s Ride Safe Act, S. 3077, and related micromobility bills. Chairs and administration officials described the bill as a statewide, speed-based framework for e-bikes, scooters, mopeds, and similar devices, intended to replace outdated device categories with clearer rules for age limits, helmets, equipment, operating locations, registration, insurance for higher-speed devices, and restrictions on tampering. They also emphasized improved crash-data collection, a working group for future updates, and battery safety standards such as UL certification to reduce fire risk. Committee members asked about enforcement, shared-use paths, commuter rail accommodations, battery storage, and how the bill would apply to other vehicles like quads; the administration said some issues would need further study or follow-up. Testimony from advocates, municipal officials, and commission members was mixed but generally supportive of clearer statewide rules. Transportation and safety advocates backed the speed-based tier system but urged additional measures, including a default speed limit on shared-use paths, automated enforcement, and more funding for Complete Streets and Shared Streets programs. Bike shop and police representatives said current laws are confusing for riders and law enforcement and that better definitions and data reporting are needed. Several speakers stressed that enforcement and education will be critical, and that local patchwork rules are difficult to apply consistently. Medical testimony strongly supported tighter protections for young riders. Pediatric emergency and trauma doctors described a sharp rise in serious injuries and deaths involving e-bikes and scooters, including severe pediatric cases, and urged amendments adding a minimum age for faster devices and a universal helmet requirement. They argued that the force and weight of these devices make crashes more dangerous than conventional bicycles and pointed to past Massachusetts safety laws as evidence that age and equipment restrictions can reduce injuries. Some public testimony opposed the bill as written, especially from moped commuters who argued that gas-powered mopeds are being treated differently from comparable electric devices and should be included in the framework. They called for clearer rules on bike-lane access, insurance, parking, and statewide standards for mopeds as vulnerable road users. No votes were taken during the hearing; the committee heard testimony and questions only.