Video & Transcript Research : 'predictive models'
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AL
Transcript Highlights:
- Number two, artificial intelligence model.
- The artificial intelligence model refers to the underlying machine learning algorithm along with its
- The term does not include any downstream system or application that uses the model.
- , provided that no personally identifiable data is present in the model or can be extracted from the
- model.
Bills:
HB 14, HJR 31, HB 43, HB 18, HB 106, HB 36, HB 26, HB 149, HB 121, HB 206, HB 136, HB 3114, HB 2733, HB 1732, HB 3700, HB 467, HB 1130, HB 1846, HB 1442, HB 1147, HB 2176, HB 2701, HB 805, HB 2890, HB 1154, HB 1644, HB 2118, HB 1718, HB 2488, HB 2596, HB 1971, HB 2468, HB 484, HB 2578, HB 3204, HB 1041, HB 307, HB 685, HB 1710, HB 538, HB 2525, HB 3125, HB 2027, HB 2894, HB 3077, HB 3684, HJR 99, HB 1399, HJR 5, HB 1330, HB 2110, HJR 2, HJR 6, HB 1587, HB 14, HJR 31, HB 43, HB 18, HB 106, HB 36, HB 26, HB 149, HB 121, HB 206, HB 136, HB 3114, HB 2733, HB 1732, HB 3700, HB 467, HB 1130, HB 1846, HB 1442, HB 1147, HB 2176, HB 2701, HB 805, HB 2890, HB 1154, HB 1644, HB 2118, HB 1718, HB 2488, HB 2596, HB 1971, HB 2468, HB 484, HB 2578, HB 3204, HB 1041, HB 307, HB 685, HB 1710, HB 538, HB 2525, HB 3125, HB 2027, HB 2894, HB 3077, HB 3684
Keywords:
nuclear energy, advanced reactors, energy security, grant programs, Texas Advanced Nuclear Energy Office, farm products, tax exemption, ad valorem taxation, agriculture, Texas Constitution, livestock, producer, finance, young farmers, financial assistance, pest control, rural health, hospital funding, healthcare access, mental health services
WY
Wyoming 2026 Regular Session
Senate Floor Session-Day 10, February 20, 2026-PM
Wyoming Senate Floor Meeting
Transcript Highlights:
- This would be money to just look at how their funding model is allocated among the colleges.
- <00:18:57.039>
is look at how their funding model is look at how their funding model is allocated - The college in my college funding model.
- <01:14:50.960>
for that are looking at this as a model for that are looking at this as a model - I realize that we<01:58:11.520>
can't <01:58:11.760>predict <01:58:12.080>it <01:
NH
New Hampshire 2026 Regular Session
House Executive Departments and Administration (04/15/2026)
Executive Departments and Administration
Transcript Highlights:
- to create predictive responses. to create predictive responses.
- It's a general purpose model.
- The idea that these models clearly have intelligence, it's just a different form than our own.
- The idea that these models clearly have intelligence, it's just a different form than our own.
- The idea that these models clearly have intelligence, it's just a different form than our own.
KY
Kentucky 2025 Regular Session
Interim Joint Committee on Health Services (7-30-25)
Transcript Highlights:
- For things like influenza and RSV surveillance, so we can predict whether the hospitals are going to
- Maybe later we'll be able to go further, but to look a few months ahead and try to predict where there
- <00:52:51.200>
analytics some of the AI and predictive analytics some of the AI and predictive - Today, 23 states have authorized claims data submission, including many models that we can learn from
- data submission, including many models data submission, including many models that<01:26:37.679>
Keywords:
00:00:00 - Call to Order/Roll Call
00:02:17 - Approval of June 18, 2025 Minutes
00:02:33 - Introductions and Discussion on Priorities
00:07:27 - Health Data Discussion-KY Health Information Exchange (KHIE)
00:34:02 - Health Data Discussion-Public Health Data
01:19:24 - Health Data Discussion-Other Health Data Platforms
01:42:40 - Consideration of Referred Administrative Regulations (Except 201 KAR 005:010)
01:44:48 - Discussion of Optometry Regulation 201 KAR 005:010
02:25:29 - Hearing on Unified Community Mental Health and Substance Abuse Prevention and Treatment Block Grant Application for FFY 2026 - 2027 Funds
02:33:40 - Administrative Regulation 201 KAR 005:010 Vote Clarification
02:34:03 - Adjournment, 958, all
Summary:
The Interim Joint Committee on Health Services met to approve the June 18 minutes and hear introductory remarks from new Cabinet Secretary for Health and Family Services Dr. Steven Stack and new Department for Public Health Commissioner Dr. John Langfeld. Both described their backgrounds and emphasized a shared focus on using health data to improve quality, coordination, and outcomes across Kentucky. They highlighted the Kentucky Health Information Exchange (KHI) as a central tool for connecting hospitals, labs, providers, public health systems, Medicaid, and other state and federal data sources, and said the system supports notifications, immunization records, surveillance, and care coordination. They also outlined priorities such as continued investment in KHI, stronger interoperability, privacy protections, and expanded analytic capacity to turn data into action.
Committee members then asked about COVID-19 vaccine recommendations and informed consent, particularly for pregnant women and children. Dr. Stack said informed consent should come through a licensed health care provider, that Kentucky did not mandate the COVID vaccine, and that the evidence still supports vaccination for high-risk groups, including pregnant women, citing professional medical guidance. A follow-up exchange focused on concerns about past vaccine policies and the need for patients to receive full information before making decisions.
Senator Heron asked how KIPRC/KIPR could be used to address firearm injuries. Dr. Langfeld said the key opportunity is to make data more real-time and usable for day-to-day response, while Dr. Stack said the department would continue its long-standing partnership with KIPRC and noted his view that gun violence is a public health emergency. He added, however, that because firearms are a deeply divided issue, the Department for Public Health’s current role is mainly to make data available for authorized research rather than to take a broader policy role. No votes or formal actions beyond approving the minutes were taken.
MN
Transcript Highlights:
- The challenge is how they're funded and whether that funding model treats all public school students
- redundancy between general and special education, and improving early interventions and inclusion models
- interventions and inclusion models. interventions and inclusion models.
- students in the state, were 11 times higher than what the best research on school spending would predict
- . predict. predict.
MN
Minnesota 2025-2026 Regular Session
House Workforce, Labor, and Economic Development Finance and Policy Committee 3/24/26
Workforce, Labor, and Economic Development Finance and Policy
Transcript Highlights:
- Again, this is done in airports across the country, over a dozen, and this model was after the Healthy
- The impact of this surveillance wage models is wide-ranging: lower wages, more data collection, less
- <00:55:12.040>
Lower <00:55:12.359>wages, models is wide-ranging. - Lower wages, models is wide-ranging.
- that they will become algorithm predicts that they will become pregnant. pregnant. pregnant.
Keywords:
airport workers, wage standards, labor rights, minimum wage, economic equity, surveillance, price discrimination, wage discrimination, consumer rights, automated decision systems, Minnesota Statutes, suitable seating, employee seating, workplace seating, occupational safety, workplace safety, labor standards, employer requirements, chair, stool
KY
Kentucky 2025 Regular Session
Artificial Intelligence Task Force 2025 (7-15-25)
Transcript Highlights:
- , computer vision, and multi-model AI. quickly, the world is changing quickly, quickly, the world is
- Within Convo, we have about 42 different personas that really model someone who may be in addiction.
- someone who may have that really models someone who may have who<00:36:06.480>
may <00:36:06.640 - developed chatbots, visual imaging, all kinds of different experiences with using AI to be able to model
- to different national meetings and we see the things that we're doing in Kentucky, we often are a model
Summary:
The Artificial Intelligence Task Force met and adopted the prior minutes before turning to AI in education. Jeff Gagne of the Southern Regional Education Board described SREB’s Commission on AI in Education, which has organized its work into committees on policy, K-12 instruction, postsecondary instruction, and skills development. He highlighted eight commission recommendations covering statewide AI networks, targeted guidance for different user groups, professional development, standards and curricula, local capacity assessments, risk management, procurement, and AI-ready workforce skills. He also emphasized that states need more specific guidance for students, teachers, faculty, administrators, and parents, and that training is essential because many educators have not been prepared to use AI in instruction.
Gagne also summarized two recent SREB reports: one on AI-ready workforce skills and one on AI use in K-12 classrooms. The workforce report recommends embedding AI across standards, strengthening computer science and digital learning standards, collaborating with industry and workforce agencies, building AI competencies into training and upskilling, providing educator professional development, and monitoring readiness. He said the report identifies three skill areas: success skills, industry baseline skills, and technical skills. The classroom guidance report promotes responsible AI adoption, with four pillars focused on increasing cognitive demand, streamlining teaching and administrative work, supporting personalized learning, and developing ethical AI users. He also noted that the report includes an AI procurement tool for school districts.
Members thanked Gagne for providing outside examples and resources. One member noted JCPS has an introductory AI professional development offering for educators. Gagne said Kentucky’s David Couch serves on the SREB commission and that the commission’s member list and reports are available on SREB’s website. The committee then heard from Travis Powell of the Council on Postsecondary Education, who said CPE had surveyed campuses and found that Kentucky institutions have broadly embraced AI in teaching, research, student services, and administrative operations. He said all institutions have AI-focused degrees, minors, or courses, and many are integrating AI into general education and across disciplines. Powell also said CPE is considering an AI consortium and that campuses are using AI in research partnerships and applied work, while continuing to focus on ethical and effective use.
CA
California 2025-2026 Regular Session
Senate Floor Session May 4th, 2026
California Senate Floor Meeting
Transcript Highlights:
- Now, 50% of children diagnosed with cystic fibrosis after 2020 are predicted to survive to 65 years of
- After 2020 are predicted to survive to 65 years of age.
- SB 990 follows a proven model already used responsibly in other parts of the state.
Summary:
The Senate opened with a quorum call, prayer, Pledge of Allegiance, guest recognitions, and approval of the Senate journals. Members then considered several gubernatorial appointments to the Department of Corrections and Rehabilitation. Despite protest from Senator Grove over the lack of action on a separate rehabilitation appointment, the Senate confirmed Kathleen Ratliff and Joseph Tuggle, Jason Johnson, Madeline McLean, Brian Bishop, and Sarah Larson, with each confirmation passing overwhelmingly or unanimously.
The chamber next adopted Senate Resolution 86 recognizing Cinco de Mayo Week and the 2026 Latino Spirit Award honorees. Senators from multiple caucuses spoke in support, emphasizing Mexican history, Latino civic engagement, and solidarity across communities. The Latino Caucus then introduced the honorees, including leaders in higher education, philanthropy, labor, health, advocacy, environmental justice, journalism, culinary arts, and the legacy band Los Tigres del Norte. The Senate also adopted SCR 146 declaring May Cystic Fibrosis Awareness Month, and SCR 154 establishing Green Star Veterans and Families Day to honor veterans who died by service-related suicide and their families.
Later, the Senate adopted SCR 123 for California Peace Officers Memorial Day after emotional remarks naming officers killed in the line of duty and honoring their families, and SCR 164 recognizing Black Health Equity Advocacy Week, with speakers citing racial disparities in health outcomes and maternal mortality. The body also adopted SCR 103 on Tardive Dyskinesia Awareness Week, with a guest recognition for a behavioral health advocate. In third reading, the Senate passed SB 1159 on artificial intelligence and public participation, SB 1416 shortening refund timelines for duplicate medical/dental payments, SB 1273 and SB 1195 on alcoholic beverage tied-house exemptions, SB 941 limiting commissary markups in private detention facilities, SB 1099 clarifying local authority to provide public benefits, and SB 990 allowing a highway information sign near Ridgecrest. The session concluded with adjournments in memory of labor leader Kent Wong and Navy veteran and artist Victor Valar.
FL
Transcript Highlights:
- We've helped establish and lead a brand new state agency that has become a model regulatory arm, as well
- legislators, and the stakeholders throughout the state to support a regulatory environment that is fair, predictable
- The commission must be consistent, even-handed, and predictable in applying them.
Keywords:
animal cruelty, reporting, veterinary, protection, liability, regulation, community association, management certification, Florida Statutes, certified manager, association governance, building permits, inspections, offsite construction, local government, housing, property regulation, construction standards, state of emergency, emergency response
Summary:
The committee heard and approved several bills. SB 468 would require veterinarians and veterinary technicians to report suspected animal cruelty to law enforcement or animal control and allow release of patient records in good faith; it was reported favorably with support from animal welfare groups. SB 1706 narrows eligibility for the My Safe Florida Condominium Pilot Program to buildings with at least 80% owner-occupied units and residents at or below 80% of area median income, and it also passed favorably. SB 1234 on building permits and inspections was amended extensively to clarify permit exemptions, private-provider rules, and timelines, then reported favorably as a committee substitute. SB 1260, dealing with building inspections after emergencies, was amended to require state-term contracts for inspection vendors and then passed. SB 822 would require professionally managed community associations above a budget threshold; an amendment raised the threshold to $750,000, added a parcel-count trigger, and allowed direct-hire credentialed managers, after which the bill was reported favorably. SB 1580 would increase penalties for illegal gaming operations, add enforcement tools, and clarify procedures for veterans organizations; after removing a fantasy sports provision, it also passed favorably.
The committee also heard from several appointees and reappointees to the Public Service Commission and Florida Gaming Control Commission. Public Service Commission nominees Anna Ortega and Robert Payne were questioned closely about utility hardening projects, ratepayer costs, and the role of the Office of Public Counsel. Gaming Commission reappointee Julie Brown and appointees William Spacola, John DeQuilla, Peter Cutterman, and Tina Rep discussed illegal gaming enforcement, audits, agency operations, and their backgrounds in law, regulation, law enforcement, and public service. Several members raised concerns about contract timing and evidence handling at the Gaming Commission, while others praised the nominees’ experience and service.
At the end of the meeting, the committee voted to recommend confirmation of all appointees on tabs 1 through 7. Members then requested favorable placement on the record for specific bills, including SB 468, SB 1234, SB 1260, SB 1580, and SB 1706, and the committee adjourned.
TX
Transcript Highlights:
- electricity for the state of Texas, and I think, frankly, what we've done here today may become the model
- In contrast to the federal uncertainty, HB 4233 ensures that Texas provides a stable and predictable
- In contrast to the federal uncertainty, HB 4233 ensures that Texas provides a stable and predictable
Summary:
The Senate opened with an invocation by Senator West, approved the previous day’s journal, and then adopted several recognitions, including Senate Resolution 625 honoring the McLennan Community College Dance Team for winning two 2025 National Dance Alliance national titles. The chamber also recognized University of Texas Rio Grande Valley interns, the doctor of the day, and the San Antonio Coalition for Veterans and Families. The governor’s withdrawal of a Texas Lottery Commission nomination was received and the nomination was returned, and the Senate appointed numerous conference committees on pending bills.
The body then took up and passed several measures, often by suspending the rules and the constitutional three-day rule. Senate Bill 4 and Senate Bill 23 were concurred in House amendments as part of property tax relief, with supporters emphasizing homeowner savings. House Bill 20 creating the Applied Sciences Pathway Program passed after a floor amendment and was described as a way to expand career and technical education and help students earn industry certificates in high-demand trades. House Bill 2594 passed to expand venue options for prosecuting certain theft and cybercrime cases, and House Concurrent Resolution 167 was adopted to correct a typo in House Bill 1314.
The Senate also concurred in House amendments to Senate Bill 9, Senate Bill 40, Senate Joint Resolution 5, and Senate Bill 6. SB 9 and SJR 5 were presented as major bail-reform measures, with supporters saying they would strengthen public safety, clarify appeal procedures, and give judges and prosecutors more tools in serious cases; the debate included questions about records, counsel, and the standards for denying bail. SB 40 dealt with nonprofit bail-bond funding, and SB 6 addressed electricity and data-center growth. The chamber also passed House Bill 423 on digital asset service provider reporting and auditing, with amendments adding protections for cryptocurrency kiosks and a technical correction.
Additional bills passed included House Bill 4690 on motor fuel standards, House Bill 1094 on transportation protection agreements, Committee Substitute for House Bill 2731 on roadside vendors and solicitors in certain border counties, Committee Substitute for House Bill 127 on protecting higher education from foreign adversaries and trade secret theft, and House Bill 549 on airway clearance devices at public school campuses. The Senate granted or requested conference committees on a long list of other measures, including HB 4, HB 145, HB 493, HB 2974, HB 3071, HB 3372, HB 3556, and multiple Senate bills. The session ended with adjournment until the following Friday morning.
FL
Florida 2025 Regular Session
Criminal Justice Feb 11th, 2025
Transcript Highlights:
- We actually trained to predict to be a ceased without point. 0, 2, just by looking at eyes and we got
- So, you know, we're not predicting bases right now. We're looking at impairment.
- The department worked with the impaired driving coalition, which I am a member of to develop model language
NH
Transcript Highlights:
- creating policies that will predictably creating policies that will predictably increase<01:28:11.360
- You know, as you predicted, what the opponents were going to say is that there's already due process
- Um, as you predicted, what the opponents were going to say is that there's already due process in place
- <02:10:55.440>
what question. um a as you um predicted what question. um a as you um predicted - So we already are responsive using<03:03:21.840>
the <03:03:22.160>model <03:03:22.880><
NM
New Mexico 2025 Regular Session
IC - Land Grant Jul 15th, 2025
House Rural Development, Land Grants And Cultural Affairs
Transcript Highlights:
- It just should be more automatic, reliable, and predictable than it has been.
- Tree removal is also going to be a precursor and a model to address hazardous fuels reduction.
- Klaas is: you referred to modeling for the emergency management response, and I also want...
- incorporated in your model.
- They're looking at fire behavior and modeling fire behavior.
CA
California 2025-2026 Regular Session
Assembly Environmental Safety and Toxic Materials Committee Jun 30th, 2026
Environmental Safety and Toxic Materials
Transcript Highlights:
- They can develop their own plans based on their own business model, based on their own size and the materials
- Based on their own business model, based on their own size and the materials that they process, and their
- There were two outcomes that were predicted by all those who were expert.
- And so we really appreciate the opposition's efforts to work with us to shift this bill from an EPR model
WA
Washington 2025-2026 Regular Session
JLARC – Joint Legislative Audit & Review Committee Sep 17th, 2025
Transcript Highlights:
- The review must include forest inventory data, forest growth and yield modeling, harvest and yield data
- , and any modeling techniques that affect the harvest levels.
- disturbances like a wildfire or something else that might affect the tree inventory, but again, DNR can't predict
- We are reviewing the data and models that DNR uses to calculate the harvest level.
Summary:
The Joint Legislative Audit and Review Committee met on September 17, 2025, in hybrid format. After roll call, the committee initially lacked a quorum and deferred approval of the July 15 minutes until Representative Berg arrived; the minutes were then adopted. Members also discussed the proposed 2026 JLARC meeting schedule, including possible changes to address crowded July meetings and the annual tax exemption review workload.
Staff presented the annual lodging tax expenditures report, noting that 213 municipalities received distributions in 2024, with 91% reporting compliance, $114 million awarded for more than 1,700 activities, and no independent verification of the self-reported data. Several members questioned the value and usefulness of the report, and the executive committee indicated it may recommend removing the statutory reporting requirement. The committee then heard the preliminary performance audit of the Office of Privacy and Data Protection, which found the office meets its statutory responsibilities and has high user satisfaction, but recommended updating the statute to better match the office’s current capacity and focus and improving performance measures to reflect long-term privacy outcomes rather than outputs. Members asked about FERPA and other federal privacy laws, and OPDP staff said they provide general privacy training and consultation but not law-specific training unless requested.
The committee adopted the final report on Washington State recreational boating programs without recommendation, after staff reported that boating revenues support both general government and boating activities and that no participating agencies submitted formal comments. Members asked about boater safety education and possible overlap among the six agencies involved; Parks staff said education has reached more than 500,000 boaters and that fatalities and incidents have declined. The committee also reviewed planned study questions for a JLARC review of Labor and Industries’ enforcement of farm worker laws, with members raising scope questions about the term “farm worker” versus “agricultural worker,” and for DNR’s Eastern Washington sustainable harvest calculation, which JLARC will review as DNR completes its recalculation. Finally, staff outlined the 2026 tax preference performance reviews covering seven preferences, and members asked about racial equity, environmental impacts, disclosure of beneficiary savings, and how the reviews will measure effectiveness; the meeting adjourned before noon.
NM
New Mexico 2025 Regular Session
IC - Public School Capital Outlay Council Jul 16th, 2025
Transcript Highlights:
- We have a pre-K through 12th grade model. It's a STEAM model.
- So everything that I've been able to put into the pivot tables or Power Pivot and the data model is looking
- which traditionally funds public school capital, has been what it's been for a long time, but no one predicted
CA
California 2025-2026 Regular Session
Assembly Emergency Management Committee Apr 28th, 2025
Emergency Management
Transcript Highlights:
- This simple bill requires a state fire marshal to adopt statewide safety standards as a model for local
- 716 will ensure public safety, give local governments critical resources and create a level of predictability
- And these zones are determined by using the most current data and field test, a model that serves as
- The model evaluates properties using characteristics that affect the probability of the area burning
US
US Federal 2025-2026 Regular Session
Hearings to examine the censorship industrial complex. Mar 25th, 2025 at 01:00 pm
Constitution Subcommittee
Transcript Highlights:
- Business Committee on the federal government's support of third-party entities targeting the business models
- And so it's crushingly predictable. to see this expansion of the censorship system and the slippery slope
- the wayside or retrenched, the archetype is there. under the DSA, I think, is putting that precise model
- footnote in a majority opinion, and Justice Alito said that the Supreme Court shirked its duty and that a model
Keywords:
censorship, First Amendment, social media, misinformation, free speech, government regulation, Big Tech, public discourse
Summary:
The meeting primarily focused on the implications of government involvement in censorship, particularly regarding social media platforms and compliance with misinformation standards. senators and witnesses discussed growing concerns over the influence of large tech companies, like Facebook and Google, in shaping public discourse and suppressing dissenting views. A significant part of the meeting included testimonies from various experts emphasizing the dangers of the 'censorship industrial complex'—a term used to describe the collaborative efforts between government entities and private organizations to control information flow. This collaboration is viewed as a violation of First Amendment rights, with calls for urgent legislative action to restore free speech protections.
US
US Federal 2025-2026 Regular Session
Hearings to examine the nominations of David Fotouhi, of Virginia, to be Deputy Administrator, and Aaron Szabo, of Virginia, to be an Assistant Administrator, both of the Environmental Protection Agency. Mar 5th, 2025 at 09:00 am
Environment and Public Works Committee
Transcript Highlights:
- establishing scientific sound and achievable regulations, and fulfilling the cooperative federalism model
- Sabo, you could start with what you may know about the various models and data and how.
- So I've been looking at some of the Magic C data. and modeling and would it would it be an exaggeration
- With regard to your point about switching and lack of predictability and certainty, I think the waters
NM
Transcript Highlights:
- In our regular forecasting for the baseline of what we expect revenues, we model based on certain leading
- We do the same thing again with the same models, but with different. Indicators.
- If there was an oil price crash, here's how production could look, and we feed it into our models that
- And now we can get on a more stable, predictable trajectory of growth. Heavy focus on education.