Video & Transcript Research : 'predictive models'
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CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Jun 30th, 2026
Transcript Highlights:
- The bill models federal law and then builds upon it. It does not force divestment. Mr.
- The bill models federal law and then builds upon it. It does not force divestment.
- It bans using predictive analysis and behavior analysis.
- This is a business model, and people are dying because of it.
- You can choose a system where the rewards go to a small group at the top, or you can support a model
Summary:
The committee heard testimony on several bills, beginning with SB 16, which would require county behavioral health directors to create clear pathways for clinicians to be authorized to initiate 5150 involuntary holds. The author and supporters argued the bill would reduce reliance on law enforcement and create more consistent crisis response standards statewide, while county behavioral health directors opposed it as an unfunded mandate that could increase law enforcement involvement and create implementation burdens. Members raised questions about county costs and funding, but the author emphasized the bill’s role in building a more clinical response system.
SB 561 would require public guardians to acknowledge conservatorship referrals, make determinations within a reasonable time, and provide status updates on request. Supporters said the bill would reduce delays that leave vulnerable adults in limbo, while the opposition from public guardian representatives was removed after amendments. SB 381 drew extensive public testimony in support; it would allow California-born adoptees, and descendants of deceased adoptees, access to original birth certificates, with a nonbinding contact preference form for birth parents. Supporters framed the bill as a matter of dignity, identity, and health, and there was no formal opposition on the record.
The committee also discussed SB 880, which would give tenants and prospective owner-occupants notice and a first opportunity to make an offer when institutional investors sell certain homes. Supporters said it would expand homeownership opportunities and preserve neighborhood stability, while opponents warned about conflicts with federal law, bundled-sale restrictions, and impacts on build-to-rent and affordable housing projects. Members and the author discussed possible amendments to address those concerns. SB 1238 would impose a duty of care and additional transparency requirements on HOA managers and boards; supporters said it would protect homeowners from mismanagement, while the main opposition argued the duty should remain contractual and could increase litigation. Finally, SB 423 would require disclosure of emergency-service records related to private detention facilities, and SB 28 would make changes to the CARE Court process, including a statewide ombudsperson and expanded oversight; both drew support and opposition, with concerns focused on transparency, privacy, implementation, and the balance between treatment and coercion. SB 574, discussed at the end, would require disclosure and human oversight for AI use in courts and legal practice and create a complaint process for ADR providers, with the State Bar noting requested amendments related to complaint handling and confidentiality.
TX
Transcript Highlights:
- This staffing model limits where AAs can practice.
- This is the model that I practice under in Fort Worth.
- One of the things that she brought up was the model, right?
- You have a model where at 7:30 AM, four cases are scheduled to start.
- I think some of the confusion comes from the care models.
Bills:
HB3772, HB1656, HB4504, HB1896, HB4420, HB4421, HB4076, HB3708, HB2806, HB3540, HB1586, HB5459, HB4553, HB4535, HB3811, HB3749, HB4255, HB4051, HB5098, HB3554, HB4539, HB5274
Keywords:
e-cigarettes, health and safety, regulations, directory, penalties, regulation, certification, compliance, manufacturers, FDA, nicotine, mental health, emergency detention, paramedic authority, mental illness, healthcare facility, public health, covenants not to compete, health care practitioners, physicians
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Jul 15th, 2025
Transcript Highlights:
- Our own Medi-Cal, which went to a pass-through model, is a shining example of reigning in PBM abuse.
- What I'm concerned about is this bill doesn't necessarily predict that or ensure that.
- And typically there are other situations where there's like a notice-and-takedown model.
- And when— ...ordinance, and we had to create one because there was no other model ordinance.
- So in my mind, I don't think it should be the catch-me-if-you-can model.
Summary:
The committee heard testimony on several bills, beginning with SB 41 by Senator Wiener, which would regulate pharmacy benefit managers by increasing transparency, banning patient steering and spread pricing, and requiring full pass-through of rebates. Supporters, including independent pharmacists and health advocates, said PBM practices are driving up drug costs and closing neighborhood pharmacies. Opponents from PBM and health plan groups argued the bill overlaps with recently enacted licensing and reporting requirements, would not lower consumer prices, and may be preempted by ERISA. Members discussed confidentiality issues, consumer savings, and the relationship between SB 41 and the new budget trailer bill; the author asked for an aye vote.
The committee then took up SB 378, also by Senator Wiener, aimed at online marketplaces that advertise illegal intoxicating hemp and unlicensed cannabis products. Supporters from labor, public health, and the licensed cannabis industry said online sales are undermining regulated businesses and exposing children to unsafe products. Opponents from tech and hemp industry groups warned the bill is overbroad, could sweep in general-purpose platforms and lawful hemp wellness products, and raises Dormant Commerce Clause and First Amendment concerns. The author said he would narrow the bill, remove industrial hemp references, and address strict liability and standing issues; members largely focused on how to target illegal products without capturing lawful marketplaces.
SB 243 by Senator Padilla addressed AI companion chatbots, with supporters including Common Sense Media and transparency advocates warning that these systems can be addictive, manipulative, and dangerous for minors and vulnerable users, citing studies and the death of a Florida teenager. The bill would require disclosures, anti-addiction design limits, self-harm protocols, audits, reporting, and a private right of action. Tech and business groups opposed the measure as overly broad and said its definitions could sweep in general-purpose AI tools; several members supported the goal but questioned the breadth of the definitions and the private right of action.
Finally, SB 522 by Senator Wahab would extend just-cause eviction protections to rental units that were previously covered by the Tenant Protection Act but were destroyed in disasters and later rebuilt. Supporters, including Los Angeles city officials and tenant advocates, said the bill would help keep displaced renters housed after wildfires and other disasters. Apartment and realtor groups opposed it, arguing it would remove a key exemption needed to finance rebuilding and could discourage post-disaster reconstruction. Members expressed support for tenant protections in disaster areas, and the author asked for an aye vote.
NH
New Hampshire 2025 Regular Session
House Health, Human Services and Elderly Affairs (03/05/2025)
Health, Human Services & Elderly Affairs
Transcript Highlights:
- And I think you're probably going to make a prediction that there's going to be a lot of litigation in
- And I think you're probably going to make a prediction that there's going to be a lot of litigation in
- And I think you're probably going to make a prediction that there's going to be a lot of litigation in
- of regulation, even if that predictability of regulation results in death.
- of regulation, even if that predictability of regulation results in death.
TX
Texas 89th 2nd C.S.
Senate Committee on Health and Human Services Jul 7th, 2026
Health & Human Services
US
US Federal 2025-2026 Regular Session
US House Floor Proceedings (Tuesday, May 20, 2025)
US Federal House Floor Meeting
Transcript Highlights:
- His love for history and model making reflected his meticulous mind. His wit brightened every room.
- c><00:17:59.120>
for <00:17:59.360>history <00:18:00.160>and <00:18:00.640>model - His love for history and model campaign.
- His love for history and model making<00:18:01.760>
reflected <00:18:02.400>his <00:18:02.799 - ,<04:22:50.000>
preventing <04:22:50.399>delays <04:22:50.800>and predictability
NH
NM
Transcript Highlights:
- for us to be meeting on a Tuesday night, but of course with that final week and it was difficult to predict
TX
Transcript Highlights:
- At 3:19, the National Weather Service was predicting this to be a five-year flood.
- At 3:33 a.m., they predicted it to be a 10-year flood. Ms.
- And at 4:00 a.m., when we were close to the peak of the flood, the National Weather Service was predicting
- The National Weather Service was predicting this to be only a 25-year flood.
MN
Transcript Highlights:
- Finally, members, I'll conclude with Minnesota's economic strength depends on a tax system that is predictable
- strength depends on a tax system<00:10:24.720>
that <00:10:25.040>is <00:10:25.200>predictable - ,<00:10:26.240>
transparent, system that is predictable, transparent, system that is predictable
HI
Hawaii 2026 Regular Session
ECD Public Hearing - Fri Mar 20, 2026 @ 9:30 AM HST
Economic Development & Technology
Transcript Highlights:
- extending the sunset date to 2038 and including streaming platforms, SB 2580 gives studios the predictability
- 2580 gives streaming platforms, SB 2580 gives studios<00:21:33.680>
the <00:21:33.760>predictability - <00:21:35.120>
they <00:21:35.320>need <00:21:35.600>to studios the predictability - they need to studios the predictability they need to commit<00:21:36.120>
to <00:21:36.240>
Bills:
SB2580, SB2578, SB2259, SB3084, SB2816, SB2928, SB2075, SB3322, SB2377, SB2436, SB2835, SB3248
Keywords:
SB2580, Hawaii film tax credit, motion picture tax credit, digital media credit, film production incentive, income tax credit, general excise tax exemption, DBEDT, DOTAX, local hires, local workforce, film industry, movie production, television production, streaming platform, streaming series, loan-out companies, motion picture project employer, qualified production, qualified production costs
Summary:
The committee opened by reviewing hearing procedures and then took up SB 2580, which concerns Hawaii’s film production tax credit and related incentives. Testimony was strongly supportive overall, with witnesses saying the measure would help attract productions, extend the sunset date, include streaming platforms, and strengthen the state’s competitiveness. Several supporters asked for cleanup language on grant administration, tax credit management, local-hire uplifts, and limits on third-party audit requirements for smaller productions. The state film office said the bill was generally strong but suggested clarifying language and noted that DBEDT and DOTAX already provide oversight of the current credit. No vote was taken in the transcript, but the bill drew broad support with a few comments and one opposition noted later in the hearing.
The committee then heard SB 2578 SD1, a measure to create a film commission and related grant structure. Testifiers said the proposal would formalize industry input, improve accountability, and help the state compete globally, but they also raised concerns about how a new grant program would interact with the existing tax credit system. The film office said the grant program and tax credit should be separated operationally, that the advisory structure should include industry voices and possibly union representation, and that county film commissioner language may need technical adjustment. A testifier also suggested a Hawaii film museum and related tourism opportunities. The measure was described as having 42 supporters, one opposition, and five comments, with no final action shown.
The committee next considered SB 2259, a dementia training measure. Supporters, including the bill’s drafter and the Alzheimer’s Association, described personal caregiving experiences and said free dementia training could help workers and families. Suggested amendments focused on clarifying the relationship between EOA and DBED and allowing retraining every two years because of workforce turnover. DBED said the bill is worthwhile but is not really an economic development initiative, and it should align with existing dementia programs and be easy for businesses to use, preferably online. The committee then moved to SB 3084 SD1, which HTDC said would expand its R&D matching program beyond SBIR to other federal research grants because of uncertainty at the federal level; the transcript ends as testimony begins, with no vote or final action recorded.
KY
Transcript Highlights:
- She intends to go to law school, where I predict she will be highly successful, and I hope you all will
- c><00:01:24.640>
school <00:01:24.880>where <00:01:25.200>I <00:01:25.439>predict - <00:01:25.840>
she go to law school where I predict she go to law school where I predict she
Summary:
The committee first considered House Bill 774, the Cost, Fines, and Fees Reporting Act, which would require data collection and reporting on criminal and traffic-related costs, fines, fees, interest, and late fees in Kentucky. Vice Chair Decker said the bill is intended to improve transparency and accountability, not to change collection policy. A representative from Reason Foundation supported the measure, saying policymakers need reliable data on legal financial obligations. Representative Marzian asked whether the bill would help enforce collection, and Decker replied that it is only a study/data bill. During roll call, some members raised concerns about funding, but Decker said Kentucky Stats already has the staff and systems in place. The bill passed favorably with 18 yes votes, no no votes, and two pass votes.
The committee then took up House Bill 542, relating to eminent domain and declared an emergency, and adopted a committee substitute before hearing testimony. The sponsor described the bill as the product of extensive revisions and said it was aimed at improving notice, communication, transparency, and fairness in condemnation proceedings. He said property owners would have to be notified by certified mail or hand delivery, with sworn proof if delivery failed, and that condemning authorities could not make false or misleading statements during negotiations. A guest, Stephanie Barnett, described problems in her own eminent domain experience, including notices going to the wrong address and learning after the fact that people had been on her property. Members generally supported the bill as a fairness measure. It passed the committee substitute unanimously, 20-0.
Finally, Representatives Flannery and Whitaker presented House Bill 563, a DUI-related measure intended to reduce deaths and injuries caused by repeat drunk drivers. They said the bill would apply to a fourth DUI offense within 10 years and would place a two-year restriction on alcohol sales, marked on the person’s license or ID, with the goal of both public safety and encouraging treatment. Flannery cited the death of his mother by a repeat drunk driver and shared statistics on fatal crashes and the economic costs of drunk driving. The committee began discussion on the bill, but the transcript cuts off before any vote or final action is shown.
HI
Hawaii 2025 Regular Session
EDN/HED Joint Public Hearing - Thu Mar 20, 2025 @ 2:00 PM HST
Transcript Highlights:
- So, we want to provide some predictability to the market. And it's the first time we're trying it.
- So, we want to provide some predictability<00:43:59.359>
to <00:43:59.599>the <00:43:59.760 - <00:44:00.480>
And <00:44:00.720>it's predictability to the market. - And it's predictability to the market.
Summary:
The joint committees on Education and Higher Education first heard HCR 75 and HR 67, which ask the Department of Education and the University of Hawaiʻi to assess criteria for building an educational pipeline and curriculum for advanced manufacturing and cybersecurity. The Department of Education said it would stand on its written testimony, and UH supported the measure, noting existing community college and four-year programs related to the topic. Members asked how DOE promotes cybersecurity opportunities and whether it provides funding; DOE said schools usually connect with partners and its office works with them, but it does not have separate funding for such efforts. UH also explained that some advanced manufacturing concepts may overlap with 3D printing, material sciences, and entrepreneurship, and described P20 as a forum for aligning K-12 and higher education pathways. The committees then recessed the joint hearing and moved to the Education Committee agenda.
The committee next heard HCR 46 and HR 39, which would make DOE recreational facilities available to the public during non-peak hours and non-school days. DOE said it already uses facilities agreements with insurance, liability waivers, indemnification, and certificates of insurance to protect schools. The Attorney General opposed the resolutions, warning that unrestricted public use without safeguards could create substantial liability and cost risks for the state. The measure’s introducer said the goal was to help underserved communities that lack access to public recreation spaces, and DOE said it would be open to joint-use arrangements with larger organizations but remained concerned about vandalism and liability.
The committee also heard HCR 86 and HR 80 on creating an Aloha Civics working group, with DOE offering comments and Common Cause Hawaiʻi strongly supporting the idea. DOE described a civic learning and engagement task force that met with stakeholders, including UH and the PACE Commission, and produced recommendations such as building partnership inventories, integrating civic learning across grade levels, and aligning the work with DOE’s HA framework and learner outcomes. Common Cause said civic education can be implemented effectively and affordably, citing existing school projects such as ranked-choice voting and classroom constitutions.
Later, the committee took up HCR 87 and HR 81, urging an annual Climate Week in public schools. DOE again stood on written comments, while the Climate Change and Health Working Group, Climate Future Forum, a student from Kaimuki High School, and other supporters argued that a dedicated week would ensure consistent climate education, build resilience, and connect climate issues to health, food security, and disaster preparedness. Supporters said existing climate-related opportunities are uneven across schools and that a formal Climate Week would create a more equitable approach. The committee then heard HCR 95 and HR 91 on informing students about changes to gun safety and storage laws; DOE asked for clarification on the measure’s intended outcome, and one individual testified in support.
Finally, the committee heard HCR 104 and HR 100 on strengthening farm-to-school initiatives. DOE said it is already working to improve menus, emphasize local products, and meet with distributors to increase local procurement, while the College of Tropical Agriculture and Human Resilience offered food science, nutrition, and extension support. Climate Future Forum, the Hawaii Youth Food Council, and other supporters said farm-to-school efforts are important for student health, local farmers, and food sovereignty, noting that local food procurement in schools remains far below the state’s 30% by 2030 goal. DOE explained it is trying to provide distributors and farmers with more predictable demand and is meeting with distributors to set up next year’s supply chain.
MN
Minnesota 2025-2026 Regular Session
House Veterans and Military Affairs Division 2/19/25
Veterans and Military Affairs Division
Transcript Highlights:
- We have long relied on stable and predictable income from charitable gambling, and this sudden disruption
- relied on their great work we have long relied on stable<00:16:24.399>
and <00:16:24.560>predictable - <00:16:25.120>
income <00:16:26.079>from stable and predictable income from stable - and predictable income from charitable<00:16:26.759>
gambling <00:16:27.319>and <00:16:27.519
HI
Hawaii 2026 Regular Session
SPEED Task Force (STF) - Tue Jan 6, 2026 @ 9:30 AM HST
Hawaii House Floor Meeting
Transcript Highlights:
- model the IWS.<02:06:11.599>
Thank <02:06:11.760>you <02:06:11.920>chair. - Under this model, the state-level entity would certify factories and standard models against Hawaii codes
- Under this model, use and inspections.
- <04:19:06.560>
against factories and standard models against factories and standard models - Thank you. models to bring those forward. But so models to bring those forward.
TX
Transcript Highlights:
- And predictability, I mean, right now we're in the process of negotiating with the airlines about what
- I want to protect them—a model of conscientious economics. I'm at conservatism in Flower Mound.
- We should model success and build on those.
- So whether I thought of it or you thought of it, if you see a model.
- You probably have all noticed personally everyone's going to a subscription model, and it's not less
Keywords:
HB26, law enforcement contracts, sheriff, constable, county commissioners court, commissioners court, private security, special law enforcement district, property owners association, POA, municipal utility district, school district, junior college district, local government, contract policing, supplemental police services, large counties, population over 3.3 million, Texas Local Government Code, Harris County
KY
Kentucky 2025 Regular Session
Interim Joint Committee on Agriculture (9-18-25)
Transcript Highlights:
- been put put in place we are<00:14:19.199>
a <00:14:19.440>national <00:14:19.839>model - <00:14:20.480>
there <00:14:20.639>are <00:14:20.959>other are a national model - um there are other are a national model um there are other states<00:14:21.600>
that <00:14:21.839 - Then there’s no way to predict the ramp of success or interest from other people coming in and wanting
Summary:
The committee met and approved the August 21, 2025 minutes. The main presentation came from Brandon Reid of the Kentucky Office of Agriculture Policy, who reported that implementation of the Kentucky Agriculture Economic Development Board created by Senate Bill 28 and House Joint Resolution 31 is ahead of schedule. He said the board has been appointed and has met several times, has adopted guidelines and an application process, and has launched its application on the KDA website. He also noted new staffing, including a project manager, and said the office is already working on projects, though some are confidential because of coordination with the Economic Development Cabinet and nondisclosure agreements. Members praised the effort and emphasized the importance of having agriculture represented in economic development work. Reid also described ongoing outreach by Commissioner Jonathan Shell, including farmer appreciation and classroom visits across the state.
The committee then heard from Lexington Mayor Linda Gorton and Bluegrass Ag Tech Development Corp. executive director Jacob Ball about the Bluegrass Ag Tech Development Corp., a public-private partnership involving Lexington-Fayette, the Kentucky Department of Agriculture, the University of Kentucky, and Altech. They said the organization aims to make Kentucky a national and international hub for ag tech, and that it has already awarded challenge grants to startups. Ball explained that the program focuses on animal protein, nutrition, sustainability, mid-size farm solutions, and Kentucky traditions such as distilling and equine. He reported that two rounds of grants have totaled $925,000, with the first round’s seven companies leveraging that into nearly $7 million in follow-on investment, supporting 56.5 Kentucky jobs and creating more than a dozen new jobs. The presentation also highlighted statewide outreach, including applications and engagement from counties across Kentucky, and the goal of expanding participation in eastern Kentucky.
Members expressed support for both initiatives and discussed the value of agriculture-specific expertise in economic development. Reid said the Department of Agriculture and the Economic Development Cabinet maintain regular communication and that the new board gives agriculture a seat at the table for future site and industry recruitment efforts. No additional votes or formal actions were taken beyond approval of the minutes.
TX
Transcript Highlights:
- Private schools have gotten very good at understanding that the model, the education… Some would say,
- I don't know if I go this far, Some of the others say their model is we're going to take as many kids
- I have a couple of questions just to understand the model at your school.
- TEA has predicted would be the uptake rate.
Keywords:
education savings account, educational expenses, certified educational assistance organization, school choice, funding, special education, tuition reimbursement, emergency communication, public safety, interoperability, Texas Interoperability Council, grant program, emergency communications, public safety radio, first responders, radio system, dispatch, 911, emergency management, Texas Division of Emergency Management
FL
Florida 2026 5th Special Session
Appropriations Committee on Criminal and Civil Justice Feb 18th, 2026
Transcript Highlights:
- foreclosure sale must be conducted according to Chapter 45 statutory process and ensures funding predictability
- foreclosure sale must be conducted according to Chapter 45 statutory process and ensures funding predictability
Summary:
The Appropriations Committee on Criminal and Civil Justice met with a quorum and took up several bills before returning to the budget and public testimony. CS/SB 600 on bail bonds was explained as revising bail bond agent training, limiting solicitation, clarifying partial release procedures, and directing clerks to automatically discharge certain bonds when detention is ordered; an amendment adjusted cash bond return rules, charitable bail fund treatment, forfeiture remission timing, and clerk procedures. The bill and amendments were adopted, and CS/SB 600 was reported favorably after supportive appearances from clerks and industry stakeholders.
The committee then approved CS/SB 436 on felony battery, which expands qualifying prior offenses for felony reclassification and adds felony battery resulting in bodily injury to prison release offender status, after a technical amendment and supportive testimony from law enforcement. CS/SB 928, known as Missy’s Law, requiring immediate remand to custody upon conviction of dangerous crimes, drew both support and opposition; defense lawyers warned of unintended effects on co-defendants and docket management, while the victim’s family supported the measure. The bill was reported favorably. CS/SB 1332 on career offender registration, requiring more frequent in-person registration and stricter reporting, also passed favorably.
The committee next approved a substitute amendment and then CS/SB 682 on violent criminal offenses, which strengthens domestic violence penalties, electronic monitoring, injunction protections, and related procedures, including military protective orders and body camera use. CS/SB 1072 creating an anti-Semitism task force in the Attorney General’s Office was reported favorably after extensive public debate over definitions, free speech concerns, and representation on the task force; the sponsor said the bill does not criminalize criticism of Israel but addresses threats and intimidation. CS/CS/SB 532 on clerks of the court was also approved, authorizing clerks to retain more revenue and, through amendment, clarifying foreclosure sale procedures and clerk administration of judicial sales.
Finally, the committee heard the criminal and civil justice budget overview, described as a $7.9 billion proposal focused on corrections, juvenile justice, law enforcement, and courts. Public testimony centered heavily on prison conditions, staffing, heat, infrastructure, and inmate care, with speakers urging higher pay, better transparency, and more investment in facilities and air conditioning. The chair announced that SB 1632 and its conforming bill would be temporarily postponed and read into the record the many registered supporters and opponents. The committee then adjourned.
TX
Transcript Highlights:
- The market is not adept at predicting black swan events. events.
- Therefore, I believe that everyone in this room is probably better at predicting geopolitical events
Keywords:
HB 128, sister city, sister-city agreement, international exchange, municipal diplomacy, local government, state agency, political subdivision, foreign adversary, China, Russia, Iran, North Korea, Taiwan, major non-NATO ally, cultural exchange, educational exchange, tourism, bilateral cooperation, foreign relations