Video & Transcript Research : 'predictive models'

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FL

Florida 2025 Regular Session

December 9, 2025 - 09:30 AM

Transcript Highlights:
  • Is it training the model now? Is it an open model and it's accessible to other users of the model?
  • And when you use these different AI models, whether And when you use these different AI models, whether
  • And that's where models can drift because large language models will try to give you an answer.
  • So you guys could do predictive modeling against conditions and is the state's Mr. Miller?
  • So our models transcend criticality out their specific models that will use your data to train your model
US

US Federal 2025-2026 Regular Session

US House Floor Proceedings (Tuesday, January 14, 2025)

US Federal House Floor Meeting

Transcript Highlights:
  • She serves as a role model not just in her community, but for young athletes across our nation.
  • She serves as a role model not just in her community, but for young athletes across our nation.
  • We'll see how close my math got to what their prediction is. Half of it's interest.
  • <05:18:36.080> is math got to what their prediction is math got to what their prediction is
  • You’re going to have to change your business models, and they’re going to be mean to us.
NH

New Hampshire 2025 Regular Session

House Science, Technology and Energy (04/07/2025)

Science, Technology and Energy

Transcript Highlights:
  • ><00:11:20.240> the<00:11:20.399> rain<00:11:20.959> the models uh to predict how
  • the rain the models uh to predict how the rain the runoff<00:11:21.680> is<00:11:21.920> going
  • <00:13:55.680> how 50s. uh that we use to to predict how 50s. uh that we use to to predict
  • indexing storage credit model? indexing storage credit model?
  • an indexing storage credit model. here? an indexing storage credit model.
Keywords: 1189, house, all
MN

Minnesota 2025-2026 Regular Session

House Taxes Committee 4/15/26

Taxes

Transcript Highlights:
  • The fiscal note of this bill predicts a small but manageable increase in refund claims and an overall
  • The fiscal note of this bill predicts a small but manageable increase in refund claims and an overall
  • And it makes it harder for us to go after that business model of fraud.
  • after that business model of fraud. after that business model of fraud.
  • Employers often make location and expansion decisions based on predictability.
Summary: The committee first adopted the April 14, 2026 minutes as amended, correcting a misspelling in the reference to Chair Davids. It then heard House File 4234, a tax-exempt bonding/affordable housing bill from Representative Rey Rower, and adopted a technical A1 amendment before laying the bill over for possible inclusion in the 2026 tax bill. The bill would conform Minnesota law to recent federal changes to low-income housing tax credit rules by lowering the amount of tax-exempt bonds needed for projects to qualify, with the stated goal of spreading bond allocations across more projects and increasing affordable housing production without additional state funds. Testimony in support came from the bill author, the Greater Minnesota Housing Fund, and Mary Tingerthal, who said the change would increase efficiency in the use of federal bond authority and could raise the number of funded housing projects from about 16 to 25 per year, bringing in roughly $120 million more annually for housing. Members discussed where the benefits would be felt statewide, including greater Minnesota and larger metro areas, and the author said the bill would help address shortages in affordable and senior housing. The committee took no final vote on the bill, instead laying it over. The committee next heard House File 3697 from Vice Chair Norris, which would change Minnesota’s tax refund claim timelines to better align with federal law and most other states. The author and a tax attorney testifier said the bill would reduce confusion and help taxpayers, especially vulnerable individuals who may overpay or be overassessed and then miss the current deadline to seek refunds. The Department of Revenue said it had no concerns with the language and did not oppose the bill, and the committee laid the bill over for possible inclusion in the 2026 tax bill. Finally, the committee began hearing House File 4738 from Representative Keeler, a Safe Harbor funding proposal for victims of sex trafficking and sexually exploited youth. The author described Safe Harbor as a statewide program serving youth across Minnesota and said the committee should consider creative funding options, but Chair Davids stated the proposed funding source would not work because it would take money from women’s sports scholarships. Testifiers from Lake House in Duluth and a former Safe Harbor youth described the program’s impact on homeless and trafficked youth, including shelter, mental health services, education, and transition to adulthood. The hearing continued with testimony, but no action was taken in the portion provided.
MA

Massachusetts 2025-2026 Regular Session

Joint Committee on State Administration and Regulatory Oversight Jun 21st, 2026 at 10:00 am

Joint Committee on State Administration and Regulatory Oversight

Transcript Highlights:
  • This model has worked. It has been going well. Thank you. Thank you. No, this model has worked.
  • Therefore, animal tests are an unreliable way to predict effects in humans.
  • methods to benefit people, such as sophisticated analytical techniques, databases, organ-on-a-chip models
  • , microdosing, computer simulations in modeling, human tissue, and 3D cell cultures.
Keywords: 995, all
Summary: The joint committee held a public hearing on several bills covering state administration, land/public housing redevelopment, construction safety, memorialization, records management, rural grant equity, and animal research. Testimony in support of H. 3329 described an inequity in the Governor’s Council reimbursement statute, which currently cuts off travel, meals, and lodging reimbursement after four terms; the witnesses argued this disproportionately burdens members from western Massachusetts and creates geographic and economic barriers to service. The Boston Housing Authority supported legislation for the Brighton/Faneuil Gardens area, saying it would allow a mixed-use redevelopment that replaces all existing public housing units one-for-one, adds new affordable housing, creates replacement rehearsal space for displaced musicians, and preserves prevailing wage standards. A major portion of the hearing focused on S. 2112, a construction safety bill. Suffolk Construction, Boston building trade representatives, and local inspectors testified that the measure would strengthen training, site safety standards, oversight of high-risk work, and enforcement, while helping protect workers and the public and improving retention and recruitment of inspectors. Witnesses said the bill would align Massachusetts more closely with higher safety standards in other states and build on lessons from past construction-related incidents. The committee also heard support for S. 2162, which would create a COVID-19 memorial; the witness emphasized the scale of pandemic deaths in Massachusetts and the educational value of public memorials. Other testimony addressed H. 3321, which would modernize records preservation for registers of deeds by reducing reliance on costly microfilm in an increasingly electronic system; the witness said current law is outdated and expensive. H. 3311, aimed at advancing equity for rural communities receiving state grants, drew support from town officials in Leyden and Ashfield, who said small towns lack staff for grant writing and should be evaluated more on need and regional impact, especially for climate and public safety projects. Finally, S. 2117, concerning animal research, was supported by an animal welfare advocate who urged prohibiting state funds for animal experiments and shifting to non-animal research methods. After the hearing concluded, the chairs noted that additional hearings and polling votes would follow, and the committee then adjourned.
TX

Texas 89th Regular

State Affairs Mar 5th, 2025

State Affairs

Transcript Highlights:
  • mechanisms behind interpreting forecasted load solutions, whether we're thinking about the production model
  • energy performance, emissions, operating problems. is changing at a rapid pace and with more efficient models
  • Much more, much harder to predict and a lot more moving parts than what we've had. in the past.
Keywords: 1184, house, all
NH

New Hampshire 2026 Regular Session

House Commerce and Consumer Affairs (01/22/2026)

Commerce and Consumer Affairs

Transcript Highlights:
  • 40.959> concept<00:12:42.079> and modeling after the nano concept and modeling after the
  • Um, but basically this is modeled on the Oregon model, which is the most successful program in the country
  • I'm—I can't predict the future.
  • I'm I'm I can't predict the future. I'm I'm I can't predict the future.
  • We couldn't predict the future, so we had to just adjust.
Keywords: 1189, house, all
ND

North Dakota 2026 1st Special Session

Agriculture and Water Management Committee Mar 31st, 2026 at 09:30 am

Agriculture and Water Management Committee

Transcript Highlights:
  • So there's different things to consider, and that's what that model zoning ordinance or that model odor
  • Economic development model.
  • And our model has pages upon pages of potential areas to input data into this model.
  • It may go above, and we're just trying to, you know, we're looking at predictions and modeling of Mother
  • You know... ...predictions and modeling of Mother Nature and be like, hey, is Devil's Lake going to get
Keywords: 908, all
ND
Transcript Highlights:
  • It increases overall economic predictability.
  • So there's different things to consider, and that's what that model zoning ordinance or that model odor
  • And our model has pages upon pages of potential areas to input data into this model.
  • And our model has pages upon pages of potential areas to input data into this model.
  • You know, it may go above and we're just trying to, you know, we're looking at predictions and modeling
Summary: The committee opened its third interim meeting with roll call, approved the November 13, 2025 minutes, and the chair reviewed prior committee work, including a denied request for a fertilizer-capacity study and a planned later discussion of the Union Pacific/Norfolk Southern merger issue. Commissioner Doug Goring then presented Department of Agriculture updates on uncrewed aerial systems grants to detect noxious weeds, the state’s irrigation potential, the low-carbon fuels program for ethanol plants, the Environmental Impact Mitigation Fund, model zoning ordinances for animal feeding operations, and fertilizer production and supply in North Dakota. Members asked about funding sources, fertilizer storage and availability, natural gas and water needs for future fertilizer plants, and how the model zoning website would help counties and townships apply setback and odor tools. A substantial portion of the meeting focused on the Department of Water Resources’ economic analysis tool for water conveyance and flood-related projects. Dr. Dwayne Poole explained that the department is proposing changes to better account for end-of-useful-life conditions and updated hydrologic data, while still limiting the model to direct, demonstrable costs and benefits. He said the goal is to make the analysis more realistic and consistent without changing statute, and he provided examples of how project benefits could change as drains age or as rainfall and flood data evolve. Committee members and water-user representatives generally supported continued work on the proposal, while raising concerns about downstream impacts, closed-basin projects, and whether the changes would meaningfully affect project approvals. The committee then heard from John Paskowski, state engineer, on Devil’s Lake, the West End and East End outlets, and the Tolna Coulee control structure. He reviewed lake history, outlet capacities, sulfate and downstream flow limits, and explained that the control structure is intended to prevent a catastrophic uncontrolled release by slowing erosion and head cutting. Members asked about water quality trends, the length of the downstream flow constraint, and whether the Tolna Coulee area had been studied for possible natural overflow or silt buildup. The discussion emphasized ongoing flooding concerns, mitigation for affected landowners, and the need to balance outlet operations with downstream water quality and infrastructure protection.
FL
Transcript Highlights:
  • But we were going to use that model any longer.
  • That's the biggest advantage of the model, the transparency, That's the biggest advantage of the model
  • And the big one as we look at the funding models and we are really seriously addressing funding models
  • How would you divide devise a funding model?
  • model.
Keywords: 999, senate, all
CA
Transcript Highlights:
  • snapshot in time to really have this hearing and really lay out what is going on right now, what we predict
  • The model was a first of its kind in the nation, actually, and fashioned after California's agricultural
  • The assessment model has created a reliable source of funding for statewide tourism marketing that maintains
  • And in your background that we have for the committee record, you are hoping and predicting in 2026 a
  • They've done tax-sharing models where they look at that additional tax base that comes in when they get
Summary: The Assembly Committee on Arts, Entertainment, Sports, and Tourism held an informational hearing on the state of California tourism amid declining international visitation and broader economic and political headwinds. Visit California CEO Caroline Betetta said the industry remains a major economic driver, with 2024 visitor spending of $157 billion, 1.2 million jobs supported, and $12.7 billion in state and local tax revenue, but warned that 2025 forecasts show the first post-pandemic decline in visitation, driven largely by a projected 9.2% drop in international travel. She cited concerns about the strong dollar, visa wait times, border and immigration rhetoric, and a proposed federal visa integrity fee, while emphasizing Visit California’s marketing campaigns and the importance of upcoming mega-events like the World Cup and 2028 Olympics. A second panel of destination leaders described local impacts and strategies. Visit Sacramento’s Mike Testa said the city has diversified beyond conventions into music festivals, sports, and food events, but noted that international apprehension is affecting events like Terra Madre Americas and that California should do more to incentivize major festivals to stay in-state. Santa Monica Travel and Tourism’s Lauren Salisbury said the city is seeing lower international visitation, especially from Canada, Australia, and Europe, and that wildfire coverage and later federal troop presence in Los Angeles hurt local sentiment and caused cancellations. Yosemite Sierra Visitors Bureau’s Rhonda Salisbury reported steep drops in international visitation to the gateway region, ongoing concerns about wildfire, reservations, insurance costs, and park access, and praised a new federal requirement for quarterly meetings between national parks and gateway communities. San Diego Tourism Authority COO Carrie Verbeck-Cappich said tourism is the region’s second-largest sector, but 2025 is softer than 2024, with spending down despite modest visitation growth. She pointed to weaker Canadian and Asian travel, government-related meeting cancellations, and the need for more support to bid on and host major events; she also highlighted border-crossing delays, insufficient federal staffing at ports of entry, and the Tijuana River sewage crisis as major regional issues. Committee members discussed the effects of federal rhetoric, infrastructure, and cross-border conditions on tourism, and several witnesses urged continued support for Visit California, Brand USA, event incentives, and efforts to present California as welcoming and open. Public comment then opened, beginning with testimony from the California Attractions and Parks Association.
TX

Texas 89th 2nd C.S.

Natural Resources Apr 23rd, 2025

Natural Resources

Transcript Highlights:
  • The reservoir model is broken, and reservoirs that have been proposed for decades and even half a century
  • And we have a model on such as this, and these frightening models are in California.
  • But ASR is very specific to the geology in a location, and it's not something that's easy to predict.
  • It's not something you can predict easily, the success of it.
Summary: The Committee on Natural Resources heard House Bill 2109, which would remove certain long-proposed reservoir projects from the state water plan after 50 years without progress. Chairman Van Deaver and many landowners, local officials, timber interests, and conservation advocates testified in support, arguing that the Marvin Nichols Reservoir has burdened Northeast Texas landowners for decades with the threat of eminent domain, depressed property values, and uncertainty over homes, farms, ranches, schools, churches, and cemeteries. Supporters also said the project would flood tens of thousands of acres, require extensive mitigation, harm timber and agriculture, and that Texas now has better alternatives such as conservation, reuse, aquifer storage and recovery, and desalination. Several members expressed sympathy for the affected families and questioned whether a project could remain in the plan indefinitely without progress. Opposition came from North Texas water interests, including the North Texas Commission, Tarrant Regional Water District, and the Texas Water Association, who argued that the bill would interfere with the state’s long-term water planning process and remove needed future supply options for a fast-growing region. They said Region C faces major projected shortages by 2070, that conservation and reuse have already delayed the need for new supplies, and that reservoirs remain one tool in the state’s water-planning toolbox. TWDB staff explained the existing inter-regional conflict process and noted that the substitute would affect several unique reservoir sites, not just Marvin Nichols. After testimony, Chairman Van Deaver closed by urging passage of the bill, but the committee withdrew the substitute and left HB 2109 pending. The committee then took up House Bill 5188, a brackish groundwater bill. The author said the bill would reduce permitting burdens for wells in designated brackish groundwater production zones, and the committee substitute added requirements on monitoring, groundwater-rights ownership, and allocation of pumpage limits while removing some exclusions and export-fee provisions. Texas Wildlife Association testified against the bill, warning that the exemptions could weaken groundwater conservation districts’ ability to protect freshwater resources and surface-owner rights. San Antonio Water System testified in favor, saying brackish groundwater is a key future supply and that the substitute would help speed development of desalination and brackish projects. The Texas Alliance of Groundwater Districts testified neutrally but raised concerns about reduced district oversight, especially around injection-well exclusions and the loss of export fees, and said discussions on the bill were ongoing.
NM

New Mexico 2026 Regular Session

House - Energy, Environment and Natural Resources Jan 27th, 2026 at 08:32 am

House Energy, Environment & Natural Resources

Transcript Highlights:
  • It's really modeled after a similar renewable credit.
  • First to answer that is, like Representative Murphy said, this is modeled after the previous solar production
  • From the Chamber's perspective, a well-funded and predictable reclamation program provides certainty
  • concept to a rapidly growing segment of energy production in a way that is an administrable and predictable
Keywords: 996, all
CA
Transcript Highlights:
  • The California model is really about the culture change and with that type of change.
  • momentum to keep going and this will serve as a beacon for how we implement the rest of California. model
  • However, last year's prediction of what the population would be is off by 2,000 inmates already.
  • You can probably predict where my position is on that, but nonetheless...
Keywords: 988, house, all
WY

Wyoming 2026 Regular Session

Senate Travel, Recreation, Wildlife & Cultural Resources Committee, February 17, 2026 - PM

Travel, Recreation, Wildlife & Cultural Resources

Transcript Highlights:
  • And I think we can predict it's going to continue no matter who wins future elections.
  • And I think we can predict it's going to continue no matter who wins future elections.
  • And I think we can<00:01:58.320> predict<00:01:58.719> it's<00:01:58.960> going<
  • I wondered, did you give any thought to this appropriation going into a model like that?
  • this appropriation going into a model this appropriation going into a model like<00:08:39.599>
OK

Oklahoma 2026 Regular Session

Agriculture Oct 28th, 2025

Agriculture

Transcript Highlights:
  • And the National Cooperative Soil Survey, part of the USDA, is In the process of developing risk models
  • for biosolids and for PFAS, but those models are not really released yet.
  • So being a resident of Lincoln in the process of developing risk models. for biosolids and for PFAS.
  • but those models are not really released yet.
  • Predicted to reach capacity in 3 years or less.
Summary: The meeting focused on the use of biosolids on farm and ranch land, with testimony from Oklahoma State University experts, a conservation official, and an engineering representative about the benefits, risks, and regulatory implications. Dr. Lusk described OSU’s long history of soil fertility research and said biosolids can provide nutrients and organic matter, but also may carry contaminants such as PFAS, heavy metals, pharmaceuticals, microplastics, and pathogens. He emphasized that many questions remain unanswered, especially about contaminant uptake into soil, crops, livestock, and humans, and said existing EPA and Oklahoma DEQ regulations address some treatment and application standards but may not fully cover PFAS. Dr. Arnell expanded on nutrient management, explaining that biosolids can function similarly to manure as a fertilizer source, especially for nitrogen and phosphorus, but should be tested, incorporated into soil, and applied under permit conditions to reduce runoff and other losses. He said PFAS testing methods are not yet standardized and that more research is needed to determine sampling protocols, movement in soil, and long-term effects. Committee members asked whether farmers and ranchers should be notified of risks, whether PFAS is currently tested, how many counties use biosolids, and what research would be needed for a dissertation-level study. The witnesses generally agreed that landowners should be informed of known risks and uncertainties, but said the science is still developing. Dr. Arnell said a unified testing method is needed before reliable PFAS monitoring can be done, and suggested that a multi-year study would be required to understand soil movement, crop uptake, and livestock impacts. Greg Scott of the Oklahoma Conservation Commission framed the issue as a waste-management problem, noting that human waste streams contain contaminants and that soil type affects how pollutants move; he said sandy soils pose greater movement risks than clay soils and that current best practice is incorporation, careful timing, and avoiding steep or sensitive sites. He also said PFAS are widespread and not naturally occurring in the way some other compounds are, and that liability and cleanup costs are major concerns. Mary Elizabeth Mock of Garver Engineering focused on the practical and financial consequences of a possible moratorium on land application, saying most of Oklahoma’s biosolids are currently land applied and would otherwise have to go to landfills. She warned that many landfills are nearing capacity, tipping fees could rise sharply, and cities such as Tulsa and Norman could face large increases in disposal costs, which would ultimately be borne by ratepayers and taxpayers. She also said septic system maintenance costs could rise if land application options shrink, potentially leading to deferred maintenance and system failures. Mock urged a tiered, data-driven approach to PFAS regulation and said advanced treatment technologies may help in the future, but they are still emerging and expensive. No votes were taken; the session consisted of presentations and member questions.
WV
Transcript Highlights:
  • The model comes from Texas, where they did have some success with a similar program and scaled it up
  • This is modeled after a very successful program that was enacted in Texas.
  • But again, ultimately, what will happen is if this model succeeds here the way it has in Texas, the kids
  • well, again, can't plan for all eventualities, but they think that may be a reasonable number to predict
Keywords: 994, senate, all
Summary: The committee first considered House Bill 4893, which would increase penalties for contempt of magistrate court and raise the maximum fine a court may impose without a jury trial. Counsel explained that the bill would raise fines for first, second, and third offenses, add community service, and allow weekend jail or work release for a third offense. The committee adopted the strike-and-insert amendment, reported the bill to the full Senate with a recommendation that it do pass, and adopted a title amendment. The committee then took up House Bill 5684, a pilot program creating child protection commissioners to help handle abuse and neglect cases. Counsel and the sponsor described the proposal as a way to reduce circuit court backlog, improve the frequency and consistency of hearings, and provide more focused attention to children and families while leaving final decision-making authority with circuit judges. Supporters cited the heavy caseloads, shortages of guardians ad litem, and a Texas model that reportedly improved efficiency; one senator criticized the bill as adding bureaucracy, while others said the system needs a new approach. Members discussed funding through a companion bill tied to the medical cannabis fund, with an initial startup amount and ongoing annual support. Several senators raised concerns about the lack of a sunset date and the need for measurable outcomes. The committee adopted an amendment requiring the Supreme Court’s Administrative Director to identify measurable outcomes, establish a pre-implementation baseline, and provide annual reporting to the Joint Committee on Government and Finance, including costs and projected costs. House Bill 5684, as amended, was then reported to the full Senate with a recommendation that it do pass.
TX

Texas 89th Regular

Business and Commerce May 13th, 2025

Business & Commerce

Transcript Highlights:
  • They know how to put that in their business model.
  • Last session to bring Texas in line with the model code for the nation we led in that. of updates and
  • when you look at these, if There's insurance, they're going to be brought in to increase the damage model
  • It's fair, it's clear, and it's predictable for both parties.
TX

Texas 89th 2nd C.S.

Business and Commerce May 13th, 2025

Business & Commerce

Transcript Highlights:
  • They know how to put that in their business- model.
  • continuation of the money services omnibus bill that we passed last session to bring Texas in line with the model
  • when you look at these, if there's insurance, they're going to be brought in to increase the damage model
  • It's clear, and it's predictable for both parties.
MN

Minnesota 2025-2026 Regular Session

Health Committee Meeting - 2025-04-02

Health Finance and Policy

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.