Video & Transcript Research : 'predictive models'
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MN
Transcript Highlights:
- The CARMA model. It will serve our citizens well.
- Virginia passed an SPBM Drug Benefit Management Model early in February of 2025.
- The Kentucky model switched to a transparent model with a single PBM.
- reimbursement rates under a drug cost-plus model.
- So you got in the fee-for-service model over here, you can take rebates in the 340B claims.
NH
New Hampshire 2026 Regular Session
House Labor, Industrial and Rehabilitative Services (01/27/2026)
Labor, Industrial and Rehabilitative Services
Transcript Highlights:
- <05:30:35.680>
House predictable dispute resolutions. - House predictable dispute resolutions.
- The carveouts themselves acknowledge that the model is unworkable.
- The carveouts themselves acknowledge that the model is unworkable.
- I know that there was some discussion about this being a model bill.
ND
North Dakota 2026 1st Special Session
Advanced Nuclear Energy Committee Jun 16th, 2026
Advanced Nuclear Energy Committee
Transcript Highlights:
- General Electric, BWX-300 is one model. Westinghouse AP 300 is another. There's others.
- We did model it in the previous integrated resource plan, but again, we're doing an updated one here
- That's all modeled as part of the resource plan.
- But there's a bit of quality control around that activity that's hard to predict.
- But there's a bit of quality control around that activity that's hard to predict.
Summary:
The committee met to review advanced nuclear energy issues in North Dakota, beginning with approval of the April 21, 2022 minutes. Nucleon presented an overview of the advanced reactor landscape, distinguishing light-water SMRs, advanced Gen 4 reactors, and microreactors. The presentation emphasized that light-water SMRs are the most near-term deployable and use familiar low-enriched uranium fuel, while many Gen 4 designs may require high-assay low-enriched uranium (HALU), which is not yet supported by a mature U.S. supply chain. Nucleon also noted that advanced reactors are being developed primarily for industrial heat applications, while microreactors are niche, higher-cost systems for remote or mission-critical uses. Committee members asked about fuel availability, safety, recycling, and whether large reactors such as AP-1000s were evaluated; the presenter said fuel development is proceeding in parallel but remains a bottleneck, and that siting and grid capacity often make SMRs more practical than gigawatt-scale plants in North Dakota.
Representatives from the National Association of State Energy Officials described how other states are supporting advanced nuclear through task forces, roadmaps, regional coordination, grants, tax incentives, workforce and supply-chain efforts, and pilot programs. They highlighted the Advanced Nuclear First Mover Initiative and said states are focusing on multi-state coordination, demand aggregation, regulatory coordination, waste management, workforce readiness, and community engagement. They also discussed affordability tools such as construction work in progress (CWIP), financing incentives, and consumer protections, citing examples from Kentucky, Texas, Virginia, Illinois, Missouri, Utah, Tennessee, and others. In response to questions, they explained that pilot programs often involve site-readiness and feasibility studies, and that the federal Nuclear Innovation Campus process is moving forward with multiple submissions while broader waste and recycling policy may require congressional action.
The Public Service Commission said it would likely have a major role in any North Dakota nuclear project through certificate-of-public-convenience-and-necessity review, siting, and rate regulation, but noted gaps in current law for small reactors, co-located facilities, NRC coordination, and long-term site stewardship. The commissioner said the commission has no authority over a private, self-contained reactor not connected to the grid. The Department of Environmental Quality explained that the state regulates radioactive materials under its agreement-state authority, but NRC retains primacy over fission reactors; DEQ would likely assist with emergency planning and could have a larger role if fusion reactors emerge. The Department of Emergency Services said it would serve as the lead off-site preparedness agency, requiring a dedicated radiological emergency preparedness program, training, drills, public outreach, and likely additional funding and staffing, with industry expected to bear much of the cost. The Department of Water Resources said North Dakota’s water laws and prior-appropriation system are adequate for nuclear siting, that the Missouri River is the best likely source, and that no statutory or budget changes are currently needed from a water perspective. The committee recessed for lunch after these agency presentations.
TX
Transcript Highlights:
- Growing up, my older brother was my role model. He was bright, kind, and full of dreams.
- Growing up, my older brother was my role model. He was bright, kind, and full of dreams.
- And exactly, unfortunately, what was somewhat predictable is where we're at.
- And exactly, unfortunately, what was somewhat predictable is where we're at.
- So I would—I can't predict with certainty because I don't go into the hemp shops.
Keywords:
disaster relief, flood preparedness, emergency funding, local government support, meteorological forecasting, human trafficking, trafficking victim, compelling prostitution, affirmative defense, criminal defense, coercion, force fraud or coercion, sexual exploitation, victim protection, Penal Code, Texas criminal law, prosecution, party liability, affirmative defense statute, survivor rights
Summary:
The Senate Committee on State Affairs took up Senate Bill 5, which Senator Perry described as a ban on intoxicating THC consumer products while preserving legal CBD, CBG, hemp seed, hemp seed protein powder, and hemp seed oil products. Perry argued that most retail THC products are already illegal under federal law, that the industry has used loopholes and misleading labeling to sell high-potency products, and that regulation would be ineffective because chemists can quickly alter formulations. He also said the bill would steer people with medical needs toward the Texas Compassionate Use Program (T-Cup), which he and other supporters described as the proper physician-guided alternative. Committee members and witnesses repeatedly discussed the distinction between legal hemp-derived products and intoxicating THC products, and Perry said the bill would not touch non-consumable hemp uses such as fiber and clothing.
Invited testimony came from law enforcement and medical witnesses who supported the bill. Texas Police Chiefs Association representative Steve Dye, Kaufman County District Attorney Early Wiley, and Chambers County Sheriff Brian Hawthorne all said regulation would be too costly, too complex, and ultimately unenforceable, while a ban would be clearer and easier to enforce. They cited overloaded DPS labs, the need for expensive private testing, limited police and prosecutor resources, and the difficulty of keeping up with constantly changing cannabinoids and out-of-state products. Hawthorne and Wiley described raids and investigations involving warehouses, retail stores, cash seizures, and products they said were marketed to young people and often mislabeled or imported from other states. They also said the bill would help law enforcement by creating a clearer legal line and protecting legitimate CBD/CBG businesses.
Dr. Lindy McGee, speaking for the Texas Medical Association and Texas Pediatric Society, testified that retail THC products pose serious risks to children and adolescents, including addiction, impaired brain development, psychosis, suicide attempts, self-harm, accidental toddler ingestions, and possible long-term cognitive effects. She said there is no effective medication treatment for THC addiction comparable to nicotine cessation tools, and she supported restrictions such as child-resistant packaging, no marketing to minors, and age limits, while opposing criminal penalties for possession by minors. Senators asked follow-up questions about brain development, memory, dementia risk, pregnancy, and cardiovascular effects. No vote was taken during the portion provided, and the committee continued with invited testimony and questions.
US
US Federal 2025-2026 Regular Session
Closed hearings to examine United States Cyber Command in review of the Defense Authorization Request for Fiscal Year 2026 and the Future Years Defense Program; to be immediately followed by an open hearing at 3:30 p.m. in SD-G50.
Cybersecurity Subcommittee
Transcript Highlights:
- And so we are excited about what this new model can bring.
- It does not have an impact on your obligation to update your compensation model.
- You're supposed to do the modeling with the money you got.
- So when can I expect to see your updated model?
- Okay, it's an updated compensation model, is what you're required to do under the law, okay?
Summary:
The committee meeting focused on pressing issues related to the U.S. military's recruitment and personnel strategies, especially in light of the upcoming NDAA for fiscal year 2026. Chairperson expressed appreciation for the service of witnesses including senior military leaders from different branches, emphasizing the importance of personnel as the backbone of national defense. Discussions revealed concerns regarding the recent lowering of recruitment standards across military branches, which could potentially affect the quality of service members and long-term military readiness. Witnesses were asked to address the implications of these changes on military health and efficiency.
MN
Transcript Highlights:
- We have concerns over what we'd be able to predict in terms of revenues that we'd be able to plan on
- <00:33:44.720>
in over what we'd be able to predict in over what we'd be able to predict in - part of is our um program and our model part of is our um program and our model with<01:12:16.560
- <01:12:53.680>
that <01:12:53.880>delivers <01:12:54.280>that the best model - So part of our work as we partner model.
Keywords:
Hennepin County, sales tax, health care facilities, ballpark improvements, tax revenue, HF4234, Minnesota private activity bonds, tax-exempt bonds, bond cap, aggregate bond limitation, residential rental projects, multifamily housing, affordable housing finance, housing bonds, public finance, bond allocation, private activity bond cap, Minnesota Statutes 474A.02, tax committee, tax refund
MN
Transcript Highlights:
- And so that is going to compress our health care model.
- And so that is going to compress our health care model.
- to establish a provider impact task force charged with working alongside DHS in a true partnership model
- Susan Rosette continued: Number three, provide immediate relief measures that bring predictability to
- We also heard clearly that communication, consistency, and predictability matter.
MN
Minnesota 2025-2026 Regular Session
Conference Committee on S.F. 4760 - Omnibus Public Safety policy provisions - 05/08/26
Transcript Highlights:
- . >> Next item addresses prediction markets.
- Uh next item uh addresses uh prediction Uh next item uh addresses uh prediction markets.<00:15:55.400
- Chair, members, this is the provision related to prediction markets.
- As a brief reminder, prediction markets are an opportunity for individuals to purchase futures securities
- As a brief reminder, prediction markets As a brief reminder, prediction markets are<00:16:21.040>
Summary:
The Public Safety Policy Conference Committee met on May 8, 2026, with all conferees present. The chair opened with decorum instructions, explained that the meeting was policy-only, and noted that no public testimony had been signed up. Members then introduced themselves, with several noting they were retiring at the end of the session or year.
The committee adopted a series of provisions, mostly by unanimous voice vote, including House language on identity theft and financial crimes updates, supervision abatement and restitution considerations for corrections, protective-order enhancements for murder penalties, prediction markets, victim-notification requirements for plea and sentencing hearings, research data privacy, ignition interlock and impaired-driving license changes, DOC licensing and sanctions for juvenile/adult community-based residential facilities, criminal-conviction employment and licensing standards, jail medication procedures, domestic abuse law changes, and a grant-use extension for dual-status/crossover youth funding. Several items were described as technical or clarifying changes, while others updated law to address AI-related identity theft, foreign protective orders, victim privacy, and corrections oversight.
The committee also heard discussion on a Senate provision allowing victims of domestic violence to petition for wireless account and phone-number transfers. A witness supported the concept but urged changes to better align the state language with existing federal law; members noted the issue might need another vehicle or further work. For the domestic abuse item, staff explained that an A15 amendment would later adjust the warrantless-arrest window from 28 days to 14 days. On the jail-medication item, a member emphasized the changes were clarifying and not an admission that last year’s law was flawed. All adopted provisions passed by voice vote without opposition.
OK
Transcript Highlights:
- clients, is we want preservation of capital, diversification, of course, long Term stability and predictive
- The first benefit of this resolution's greater predictability and fairness for taxpayers across Oklahoma
- What this does is this piece of legislation predicts the taxpayers from you unintended rises in their
- Within that question, it sounds like a static model.
NM
New Mexico 2025 Regular Session
IC - Economic and Rural Development Aug 12th, 2025
Economic & Rural Development & Policy Committee
Transcript Highlights:
- House Bill 228 (HB 228) from the 2025 session sought to provide a consistent, predictable level across
- So that's kind of like what went into the model.
- Rose twice as fast in New Mexico as in the rest of the U.S., highly predictable, even though homelessness
- Usually, as policymakers, we make assumptions and predictions as to what the bill will do and what's
NM
Transcript Highlights:
- really around the success rate of those companies versus what you see in your industry or what is predictable
- , predicted on a similar model to what you're trying to propose here.
- So there's really not a way to predict then? Well, I guess seasonality would be a factor.
FL
Florida 2025 Regular Session
Transportation Jan 14th, 2025
Transcript Highlights:
- The most utilize service delivery model in the coordinated system is demand response paired transit?
- , practices and technology and enhance for forest management and overall delivery model.
- There are several areas where existing delivery models practices and technology can we better utilize
- Some context that I think adds to the model practice a lot of graduate students.
- It's a model that runs vents that are coming in that could be taken a look at.
KY
Transcript Highlights:
- the location of your vehicle anywhere in America and create a history over time and, using AI, can predict
- and<00:05:37.520>
using <00:05:37.840>AI <00:05:38.320>can <00:05:38.560>predict - <00:05:38.880>
where <00:05:39.120>you're And using AI can predict where you're going - At its core, this bill is about preventing tragedies before they happen and creating predictable, consistent
- So the one we modeled after was Maryland. So there is no documentation needed.
NJ
New Jersey 2026-2027 Regular Session
Senate Budget and Appropriations Jun 28th, 2026
Senate Budget and Appropriations
Transcript Highlights:
- We want their investments; we want them to be understanding and predictable, and that's not always the
- One final thing I'll mention: I think Chris maybe mentioned that this was modeled after a Massachusetts
- S-447 on 4447 on page 447 establishes a regulatory framework for prediction markets and authorizes licensed
- I understand this would be a first step, and a lot more to come on prediction markets.
- Just want to even up the territory with all. ...prediction markets.
HI
Transcript Highlights:
- Doing so would also allow us as a state to be role models for other states in the country to follow.
- Doing so would also allow us as a state to be role models for other states in the country to follow.
- <01:12:09.840>
to analyze climate systems, use models to analyze climate systems, use models - , we've had some challenges over the years with predictable funding.
- So we do have challenges in particular around predictability, and that is why we have testimony and,
Summary:
The joint Education and Higher Education committees met on February 10, 2026, first hearing HB 1676, which would create an AI and education task force, require documentation from AI vendors before procurement or use, and appropriate funds. The Department of Education, Public Charter School Commission, and University of Hawaii all supported the bill’s intent and described existing AI literacy efforts, teacher training, guidance for students and staff, and privacy/monitoring safeguards. DOE said it had already convened an AI task force, produced a report, trained over 10,000 educators, and embedded AI into computer science and broader curricular guidance. Members questioned DOE about student privacy, harmful content monitoring, personal devices, cell phone policy, teacher training, and whether AI literacy should extend beyond computer science into all subjects and across rural schools.
After discussion, the chair announced HB 1676 would be deferred to Friday, February 13, and that a HD1 draft would be prepared. The chair said the committee would revisit the task force composition and procurement standards, with possible elimination of the procurement section, and circulate the revised draft before the next hearing. The committee then recessed and later reconvened for HB 1811, a student loan repayment program for educators. Testimony from the Department of Education, Public Charter School Commission, University of Hawaii, Hawaii Teacher Standards Board, HSTA, and the Democratic Party of Hawaii Education Caucus was generally supportive, with HSTA and the Teacher Standards Board emphasizing teacher recruitment and retention, student loan burden, and the need to address the teacher shortage.
In decision-making on HB 1811, the committees adopted the chair’s recommendation to pass the bill with amendments. The main amendment collapsed the repayment structure into a single disbursement of up to $25,000 after five years of service, with technical/non-substantive changes and a corrected effective date. Both the Education and Higher Education committees voted unanimously in favor. Later in the meeting, the Education Committee began hearing HB 1561 on student meals, which drew broad support from the Public Charter School Commission, Department of Health, HSTA, Hawaii Appleseed, Hawaii Children’s Action Network, and many individuals. Appleseed requested amendments to ensure charter schools are treated the same as other public schools if eligibility expands and to address reimbursement issues for schools already participating in the federal Community Eligibility Provision; members discussed those concerns but no action was taken in the portion of the transcript provided. The committee then moved on to HB 779, on expanding student meal coverage, where DOE supported the intent but said it could not support the bill in its current form because of fiscal constraints.
NH
Transcript Highlights:
- It's the resident-owned community model.
- That model started here.
- 58:42.319>
and We need stability, predictability, and We need stability, predictability, and incentives - you agree that uh more predictability you agree that uh more predictability and<02:59:38.880>
stability - , even when the outcome is predictable, even when the outcome is predictable, preventable<03:27:31.040
HI
Hawaii 2026 Regular Session
JHA Public Hearing - Fri Feb 13, 2026 @ 2:00 PM HST
Judiciary & Hawaiian Affairs
Transcript Highlights:
- after other programs on the modeled after other programs on the continent<01:51:33.679>
that < - We feel there is a need for this<02:03:38.159>
predictable <02:03:38.880>ongoing <02:03: - >
Hawaii, <02:05:52.000>taking successful model in Hawaii, taking successful model in Hawaii - <02:06:14.880>
And <02:06:15.119>so have predictable ongoing funding. - And so have predictable ongoing funding.
Summary:
The committee heard testimony on House Bill 1768, which would prohibit state and county law enforcement agencies and officials from entering into federal immigration-enforcement agreements under 8 U.S.C. 1357(g) and from assisting in certain immigration enforcement actions except in limited circumstances. The Office of the Public Defender, Hawaii Coalition for Immigrant Rights, the Legal Clinic, and the ACLU of Hawaiʻi all testified in strong support, arguing the bill would protect due process, reduce fear in immigrant communities, preserve trust in local police, and keep local resources focused on public safety. Testifiers said cooperation with immigration enforcement can chill court attendance, crime reporting, and cooperation with police, and they emphasized that the bill would not stop federal enforcement or affect other deputization agreements for environmental or other criminal matters. Committee members asked whether any 287(g) agreements currently exist in Hawaiʻi; testifiers said they were unaware of any and believed the bill would maintain the status quo. No vote was taken in the portion provided.
The committee then took up House Bill 1548, which would reduce the maximum sentence for misdemeanors from one year to 364 days and allow people previously sentenced to one year to seek sentence modification. The Office of the Public Defender, Office of Hawaiian Affairs, the Legal Clinic, the Hawaii Coalition for Immigrant Rights, the ACLU of Hawaiʻi, and the William S. Richardson School of Law immigration clinic all supported the measure, saying the one-day change could prevent severe immigration consequences such as detention, removal, and bars to relief that can be triggered by a sentence of 365 days or more. Testifiers stressed that the bill would not change criminal liability or public safety, but would align Hawaiʻi law with similar reforms adopted in other states. Members questioned whether the change would affect citizens or create an automatic immigration process; witnesses responded that the issue is the federal immigration consequence tied to the maximum sentence, not actual time served, and that citizens would not face that consequence. The transcript ends during continued discussion of HB 1548, with no final vote shown.
MN
Minnesota 2025-2026 Regular Session
House Human Services Finance and Policy Committee 3/17/26
Human Services Finance and Policy
Transcript Highlights:
- Um resident needs predictable schedule.
- In the home care model and in a disability group home model, they're shopping together.
- In the home care model and in a disability group home model, they're shopping together.
- group home model, a in a disability group home model, they're<00:13:07.880>
shopping <00:13:08.360 - And today we are allowing that model to be replaced by a for-profit business model where corporations
Keywords:
workplace regulations, employee rights, meal breaks, rest breaks, exemptions, medical assistance, data matching, eligibility, reporting, human services, assisted living, health regulations, inspection authority, vulnerable adults, local government, program integrity, high-risk providers, enrollment requirements, fraud prevention, compliance
NH
New Hampshire 2025 Regular Session
House Finance Division III (02/26/2025)
Transcript Highlights:
- We're putting forth a trauma-informed model.
- So it's a coaching model and a quality improvement model, so you'll see that contract sits in here.
- So it's a coaching model and a quality improvement model, so you'll see that contract sits in here.
- So it's a coaching model and a quality improvement model, so you'll see that contract sits in here.
- and a quality improvement mod model and a quality improvement model<02:07:19.520>
so <02:07:19.679
Summary:
The Division 3 House Finance Committee opened a work session and announced scheduling updates, including a second Medicaid work session on March 5 at 9:00 a.m. and a reminder that recommendations or budget amendments must be moved to the full finance committee by the end of March. Members were told no motions, roll calls, or votes would be taken, and the chair also reviewed upcoming meeting dates and weather-related cancellation procedures. The day’s presentation was a budget work session on the Division for Children, Youth and Families (DCYF), with officials Marie Nunan and Nathan White introducing the agency’s budget materials and mission.
DCYF’s presentation focused on its core mandates and recent operational changes. Officials described child protective services, juvenile justice services, and the Sununu Youth Services Center, then highlighted workforce improvements, including reduced vacancy rates for assessment caseworkers, juvenile justice officers, and youth counselors. They attributed the staffing gains to legislative pay raises, mass recruitment posting changes, a more stable and trauma-informed model at SYC, and broader flexibility after prior budget cuts and hiring freezes. Members asked about full-time versus part-time staffing, and DCYF said most positions discussed were full-time, with some harder-to-fill part-time youth counselor roles at SYC.
The committee also discussed DCYF’s emphasis on serving families earlier through its Community Navigator hotline referrals and community-based voluntary services, which are intended to connect families to supports before abuse or neglect escalates. Officials said the Community Navigator program had received 807 referrals since August 2023. On juvenile justice, DCYF described its assessment and diversion process and said it had reduced juvenile probation involvement by 30% from 2019 to 2023; members were directed to slide 17 for 2024 data, and officials said the trend continued toward fewer in-home juvenile justice cases. The agency also reported progress in kinship care, saying initial out-of-home placements with kin now occur 74% of the time and that kinship placements are associated with more reunification. Officials said kinship caregivers are being licensed and paid similarly to foster parents, and that the legislature’s kinship law has helped. Finally, DCYF outlined transition-age youth supports, including the HOPE program, Youth Villages LifeSet, and housing vouchers. No votes or formal actions were taken.
MO
Missouri 2026 Regular Session
Substance Abuse Prevention and Treatment Task Force Jun 25th, 2026
Transcript Highlights:
- I think we need to look at funding models.
- But we don't have that model. We have a discharge model for substance use disorder.
- But we don't have that model. We have a discharge model for substance use disorder.
- Nothing wrong with the capitated model, but be sensitive to performance.
- Nothing wrong with the capitated model, but be sensitive to performance.
Summary:
The meeting focused on Missouri’s substance use prevention and treatment system, with repeated emphasis on recovery support services, peer support, recovery housing, transportation, and harm reduction. Dan Haniken of Into Action described his own recovery from addiction and incarceration and argued that treatment alone is not enough; he urged greater investment in recovery housing, peer support, employment, and community-based supports that help people stay sober and avoid relapse. Members asked about funding sources, program capacity, referrals, treatment court, transportation, and how Into Action supports people on medication-assisted treatment (MAT). Haniken said the organization is funded through a mix of federal, state, county, city, foundation, and private donations, and that housing and transportation remain major barriers, especially because support is often funded for too short a period compared with the longer time people need to stabilize.
Matt Cushman of the Raytown Fire Protection District gave a strong endorsement of harm reduction, including naloxone distribution, syringe service programs, and broader decriminalization of harm reduction tools. He argued that stigma is a major barrier to care and that Missouri should expand access to clean needles, test strips, and other services, while also improving access to MAT in jails and communities. Committee members questioned the evidence base, the role of faith-based providers, and whether safe consumption sites should be pursued; Cushman said syringe exchange decriminalization should be the immediate priority, while safe consumption sites are a longer-term issue. He also described community paramedicine and mobile integrated health as valuable but funding-dependent, and said naloxone distribution is improving but still uneven, especially in rural and minority communities.
Representatives from Central Ozarks Medical Center and Four Rivers Community Health Center highlighted the importance of peer support specialists, community health workers, care coordinators, and wraparound services in rural health centers. COMC’s Morgan McClure and Monet Lehman described a jail reentry program in Pulaski County, with Lehman sharing her trauma and recovery story and explaining how she helps incarcerated people prepare for release with housing, employment, benefits, transportation, and treatment connections. Four Rivers’ Devon Polarys and Cassandra Trout said their CEO would change Missouri policy to allow FQHCs to receive reimbursement for peer support and community health worker services similar to CCBHCs, arguing that these roles are essential for addressing barriers like transportation, housing, food insecurity, and insurance. Members discussed confusion over reimbursement rules, the differences between FQHCs and CCBHCs, and the need for better funding and clearer policy for peer and community health worker services. No votes were taken; the discussion ended with a suggestion to bring in a subject matter expert on community health workers for a future session.