Video & Transcript Research : 'billing data accuracy'
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MN
Minnesota 2025 1st Special Session
House Housing Finance and Policy Committee 4/1/25
Housing Finance and Policy
Transcript Highlights:
- The plan for this bill is actually to lay the bill over. Representative, thank you.
- Any discussion to the bill?
- The bill is before us. Please describe your bill.
- I'm asking this committee to consider this bill and consider passing this bill.
- I'm asking this committee to consider this bill and consider passing this bill.
Keywords:
education funding, unemployment aid, special education, Minnesota statutes, appropriations, housing, redevelopment, local government, trust funds, community development, HF1340, housing infrastructure bonds, Minnesota Housing Finance Agency, MHFA, affordable housing, supportive housing, permanent housing, adaptive reuse, area median income, AMI
KY
Kentucky 2026 Regular Session
House Standing Committee on Small Business and Information Technology (2-18-26)
Small Business & Information Technology
Transcript Highlights:
- We have one bill on the agenda. It's House Bill 227.
- And so we in this bill want to say that you cannot gather the data to sell ads to minors.
- And so we in this bill want to say that you cannot gather the data to sell ads to minors.
- And so we in this bill want to say that you cannot gather the data to sell ads to minors.
- And so we in this bill want to say that you cannot gather the data to sell ads to minors.
Keywords:
Meeting start: 00:00
Roll call: 00:05
HB 227 discussion: 01:10
HB 227 voting: 49:38, 958, all
Summary:
The committee met with a quorum to consider House Bill 227, a time-sensitive measure focused on social media use by minors. The bill sponsor, Rep. Matt Lockett, and supporters including counsel for Alliance Defending Freedom, the Attorney General’s office, and the Family Foundation argued that social media is addictive and harmful to children, contributes to mental health problems and exploitation, and that the bill would give parents more control while regulating addictive features rather than banning speech. Supporters said the bill is narrowly tailored, content-neutral, and designed to withstand constitutional scrutiny; the Attorney General’s office said it would defend the bill if challenged and described ongoing multi-state litigation against major platforms. One committee member also described seeing inappropriate AI-generated content on a 16-year-old’s phone as an example of the problem the bill seeks to address.
Opposition testimony came from the Foundation for Individual Rights and Expression, NetChoice, and the Computer and Communications Industry Association. They argued the bill raises First Amendment concerns because it conditions minors’ access on parental consent, regulates how private platforms communicate with users, and could function as a de facto speech ban. They also warned that the age-estimation requirement could force platforms to collect more sensitive data, creating privacy and security risks, and that the ban on “addictive features” was overly broad and could sweep in personalized feeds, notifications, autoplay, and other common tools. Opponents said the bill could especially harm vulnerable youth who rely on online access for community or safety information and urged the committee to craft a constitutional alternative.
During questions, members asked how the state could enforce the law against national companies and were told enforcement would come through the Attorney General within Kentucky and potentially through multi-state litigation. Members also discussed the bill’s practical effects, including advertising revenue from youth users and the need for guardrails to protect children. The discussion continued with questions about the bill’s scope, parental consent, age estimation, and liability provisions, but no final vote or other committee action was shown in the excerpt.
KY
Kentucky 2026 Regular Session
House Standing Committee on Primary and Secondary Education. (1-21-26)
Primary and Secondary Education
Transcript Highlights:
- This bill Is that correct?
- Next bill would be House Bill 389. Next bill would be House Bill 389.
- bill.
- Um, that's not you know, this bill bill.
- this bill today. So, thank you. this bill today. So, thank you.
Summary:
The House Standing Committee on Primary and Secondary Education met for its first meeting of the session, reviewed basic committee rules, and took attendance before considering two bills. The chair emphasized civility, no signs in the room, and deadlines for committee substitutes and amendments.
House Bill 416, sponsored by Representative Clines, would change teacher-preparation admissions by replacing an entrance test score requirement with a formative assessment approach while retaining exit examinations for teacher certification. KDE witnesses said the bill would reduce barriers, provide programs with data to support students, and not lower standards. Members asked about content-specific preparation, whether the bill would water down standards, and available data on current entry-test barriers. Several members spoke in support, citing the teacher shortage and the value of giving more candidates a path into education. The committee approved HB 416 unanimously and sent it to the House floor with a favorable expression of opinion.
House Bill 389, sponsored by Representative Hein, would define dysgraphia, require KDE to annually update the dyslexia toolkit, support district professional development and coaching, require local boards to develop screener/diagnostic processes, and require postsecondary teacher programs to include dyslexia instruction. A committee substitute made technical changes, including an IDEA citation and removal of specific three-cueing language in favor of evidence-based practices. Testimony stressed that dyslexia is not the same as special education eligibility and that early identification and intervention are needed. Members discussed the low number of districts with related policies, the quality of approved screeners, and the need for more local and regional support services. The committee approved HB 389 with the committee substitute attached and sent it to the House floor with a favorable expression of opinion.
MA
Massachusetts 2025-2026 Regular Session
Correctional Consolidation and Collaboration Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- One is the timeframe of this data.
- What is that predictive accuracy?
- And that was still acceptable accuracy. It did degrade, but the accuracy overall was acceptable.
- If there's data, if the data members of the commission want...
- So to the extent that people have questions, if you want to send them to us for data, additional data
Summary:
The Special Commission on Correctional Consolidation and Collaboration met on January 12 to continue its review of DOC classification practices, with Senator Brownsberger and Representative Hunt co-chairing. After brief discussion of the prior hearing, members said there would likely be another opportunity for additional testimony, including possible video testimony from people inside facilities. The main presentation for the day was DOC’s classification system and a UMass Chan study of whether the system predicts institutional misconduct and whether overrides affect its accuracy or create racial/ethnic bias.
DOC officials described the objective point-based classification system, its history, and the role of discretionary and non-discretionary overrides. They said the system is designed to balance public safety and reintegration, with initial classification emphasizing offense history and reclassification emphasizing institutional adjustment. DOC reported that, in the current population, about 16% are classified to maximum security, 74% to medium, and 10% to lower security. They also reviewed the non-discretionary restrictions that keep people out of minimum or medium security, and said discretionary overrides are used less often than the National Institute of Corrections’ suggested ceiling and are reviewed within six months.
UMass Chan researchers said their analysis used historical DOC data from 2019 to 2022, focused mainly on about 7,600 male reclassification cases, and found that the scored custody level accurately predicted institutional misconduct. They said the tool performed well on standard statistical measures, but predictive accuracy declined after overrides were applied, with overlap appearing between minimum and medium groups. In a supplementary analysis, they said the loss of accuracy was driven primarily by non-discretionary restrictions rather than discretionary overrides. They also said the study did not find evidence of racial or ethnic bias in the tool itself, and that DOC’s current system is comparatively more lenient than many other states.
Members and guests raised concerns about overclassification to medium security, the low share of people in minimum, the role of civil commitment restrictions, and whether the data captured historical bias or individual cases where overrides felt subjective. DOC and UMass Chan responded that the study was group-based, not case-specific, and that minimum-security rates are hard to compare across states because Massachusetts’ prison and county systems differ structurally. The commission did not take a vote or formal action, but asked members to send follow-up data questions by the end of the week for referral to DOC and the researchers.
CA
California 2025-2026 Regular Session
Assembly Health Committee Apr 1st, 2025
Transcript Highlights:
- of this bill.
- This bill sets meaningful penalties for noncompliance so health plans take seriously the accuracy of
- This bill sets meaningful penalties for noncompliance so health plans take seriously the accuracy of
- bill.
- Accuracy by July 1, 2028. 95% accuracy by July 1, 2029.
Summary:
The Assembly Health Committee heard a long series of health-related bills, with most measures focused on access to care, administrative simplification, and behavioral health. Early items included AB 583, allowing nurse practitioners to sign death certificates; AB 492, requiring DHCS to notify local governments when new alcohol or drug recovery facilities are licensed; and AB 280, which would tighten provider directory accuracy requirements, add enforcement benchmarks, and allow use of a centralized database. Testimony on AB 280 highlighted the harms of “ghost networks,” while insurers and some provider groups opposed the bill as written, arguing it placed too much responsibility on plans and did not fully address provider-side data problems. AB 280 passed on a roll call vote, and several other bills were placed on consent and approved.
The committee also advanced AB 636, expanding Medi-Cal coverage for medically necessary diapers for children up to age 21 and lowering the age threshold for access; AB 1041, streamlining physician credentialing with a uniform form and 90-day review deadline; and AB 787, requiring health plans to help enrollees find in-network providers quickly when directories fail. Supporters of these bills emphasized family financial strain, delays in care, and the burden of administrative red tape, while opponents of AB 1041 and AB 280 raised concerns about provider participation, accuracy, and liability. All three measures were approved and sent to Appropriations.
The committee then took up AB 4 and AB 29. AB 4 would allow income-eligible Californians to buy Covered California coverage regardless of immigration status, and AB 29 would authorize Medi-Cal reimbursement for community health workers and doulas conducting ACE screenings. Both bills drew strong support from immigrant-rights, health access, and community-based organizations, and both passed on roll call votes, with AB 4 receiving some no votes. The committee also approved AB 416, which would allow emergency physicians to place 5150 holds in certain circumstances; supporters said it would reduce delays and overcrowding in emergency departments, while Disability Rights California and others warned it could increase unnecessary involuntary hospitalization and transfers to locked facilities. Despite those concerns, the bill passed and was sent onward for further consideration.
CA
California 2025-2026 Regular Session
Joint Hearing Health Committee and Privacy Committee and Consumer Protection Committee May 28th, 2025
Transcript Highlights:
- to be a part of that data set.
- There's plenty of commercial data. There's plenty of Medicare data that's available.
- Thirty percent of the world's data is health care data. A lot of data.
- So when we're training our models on commercial data and Medicare data and not on Medi-Cal data, then
- something with data, patient data that we already have.
Summary:
The joint informational hearing of the Assembly Health and Privacy Committees focused on generative AI in health care, with opening remarks emphasizing both its potential to improve care and its risks around privacy, bias, liability, workforce impacts, and unequal access. Chair Bauer-Kahan and Chair Bonta framed the discussion around how California can encourage beneficial innovation while protecting patients, especially given the sensitivity of health data and the possibility that AI could worsen existing disparities if not carefully governed.
The first panel featured representatives from Cedars-Sinai, Kaiser Permanente, Penguin AI, and Google, who described current uses of AI such as ambient clinical scribes, nursing documentation tools, imaging triage, maternal-fetal risk prediction, and administrative automation. Speakers said these tools can reduce clinician burden, improve patient experience, speed treatment, and in some cases improve outcomes, including a reported mortality benefit from a Kaiser predictive model and faster thrombectomy times at Cedars-Sinai. Members raised concerns about accuracy with accents and multilingual visits, whether predictive tools could reinforce bias or lead to more interventions such as C-sections, and how to ensure a human remains in the loop for important decisions.
The second panel, including representatives from the California Health Care Foundation, UC Berkeley, and Stanford, focused on policy and governance challenges. Testimony highlighted examples of AI supporting homelessness outreach and community health work, but also warned that biased algorithms can encode inequities, especially when trained on data that reflect under-treatment of Black, rural, or low-income patients. Witnesses urged clearer standards for trustworthy AI, stronger monitoring and governance structures, better data access for accountability, and attention to the safety net’s limited resources. Several speakers argued that states should require health systems to have AI governance processes, clarify liability between developers and deployers, and regulate downstream uses of AI while preserving access to data for lifesaving research and oversight.
AZ
Transcript Highlights:
- Data is very high dimensional.
- of the intensities of each of a patient's data, we're going to use AI in order to analyze that data
- It had a 90% accuracy, 10% of the time it was wrong.
- I found a data set from UCSD. They have online, digital-formatted metabolomics data.
- And so, yeah, I just got the data from there. Wow.
Summary:
The Committee on Science and Technology met to hear a presentation from Ananya Lakaraju, a Hamilton High School junior, on her research project using metabolomics and machine learning to identify potential salivary biomarkers for major depressive disorder. She described using a UCSD saliva metabolomics dataset, statistical methods such as Spearman correlation, Mann-Whitney U, and PLS-DA, and an ensemble AI model with SHAP and permutation importance to identify metabolites and pathways associated with depression. She said the work suggested several novel biomarkers, with some metabolites and pathways showing stronger associations with depression than others, and noted that her model achieved about 90% accuracy and a 97% AUC in distinguishing depressed from non-depressed samples.
Lakaraju also discussed a drug-discovery component of the project, using pathway analysis and molecular docking in UCSF Chimera to identify a target protein and potential compounds that might block a depression-related pathway. She said flupinazine showed the lowest binding energy in her simulations. Members asked questions about what the metabolites were, whether the findings were novel, how the saliva samples were obtained, and how the app she developed would be used. She explained that the data came from an online dataset rather than direct sample collection, that some top-ranked compounds were exogenous and not likely biomarkers, and that the app was intended to supplement AI results with mood and behavioral information because the model is not a doctor and could still be wrong.
The committee praised the presentation and discussed the broader implications for AI policy and mental health diagnostics. Lakaraju said she became interested in coding through robotics and later combined that interest with biology, and she emphasized her goal of making mental health assessment more objective and holistic. The meeting ended with members thanking her for the presentation and adjourning without any formal votes or legislative action.
TX
Transcript Highlights:
- We're always looking for new data sources that will provide us with high quality data that can be used
- That weekly... basis is very important because it highlights the accuracy and the freshness of that data
- And so we look at those different... data points to see if they're acting on that data.
- from those data sources.
- We have been getting data.
TX
Texas 89th Regular
Senate Committee on Health and Human Services Mar 12th, 2025
Health & Human Services
Transcript Highlights:
- Senator Zaffirini will present her bill.
- , to explain the bill.
- On Senate Bill 53, if not, that concludes public testimony on this bill.
- bill.
- Thank you. is at Senate Bill 963 and recognizes its author, Senator Hughes, to. the bill.
Bills:
SB 53, SB53, SB125, SB315, SB379, SB457, SB541, SB599, SB896, SB921, SB963, SB1038, SB1084, SB1330, SB1461
Keywords:
voter registration, election procedures, provisional ballot, change of address, residence requirements, mental health, court proceedings, notice requirements, legal filings, electronic documents, autologous blood donation, direct blood donation, blood bank, hospital, Health and Safety Code, physician order, preoperative blood donation, patient blood reserve, transfusion, surgery
TX
Transcript Highlights:
- We'll show him for the bill.
- It's a really good bill.
- House Bill 186. Aye.
- He heard that bill this morning. House Bill 4281. fraudulent crowdfunding.
- He heard that bill this morning. House Bill 4281.
Bills:
HB223
Keywords:
municipal budget, county budget, local government finance, spending cap, expenditure limit, inflation plus population growth, taxpayer impact statement, budget transparency, property tax, fees, Legislative Budget Board, voter approval, disaster spending, fiscal restraint, Texas Local Government Code, city budget, county expenditures
Summary:
The Committee on State Affairs heard several House bills, with most measures left pending after testimony and later taken up in a batch of votes. Early in the meeting, HB 5624 on liability protections for motocross/off-road vehicle tracks, HB 223 on requiring competitive procurement for municipal lobbying contracts, HB 3709 on post-election audit procedures, and HB 5081 on protecting personal information of judicial officers and court staff were all discussed and left pending after testimony. Witnesses on HB 223 supported greater transparency in municipal lobbying contracts. HB 3709 drew sharp opposition from an election integrity advocate who argued the bill would reduce precinct-level granularity and make it harder to detect ballot errors, while a Secretary of State resource witness said the bill would simplify and standardize the audit process by location. HB 5081 received strong support from court administration and a district judge who described prior threats and an attack tied to publicly available personal information.
The committee also heard HB 3546 on allowing school districts to move elections to November, HB 493 on barring certain felony offenders from serving as poll watchers, HB 5115 on increasing penalties for election fraud and related conduct, HB 4081 on trade secret filing procedures, HB 3909 on limiting restrictions on wireless devices at polling places, HB 2702 on limiting gubernatorial closure authority for certain veterans organizations during pandemics, HB 119 on foreign adversary lobbying, and HB 5138 on the Attorney General’s authority to prosecute election crimes. Several of these bills were explained with committee substitutes and then left pending before final action. Testimony on HB 493 and HB 5115 came from an election integrity advocate who supported both bills, saying the poll watcher restriction was appropriately narrowed and that the election fraud bill would help address invalid votes and refusal to count valid votes.
Later, the committee took up pending business and voted out a large number of bills, generally along party lines or with broad support. HB 186 on minors’ social media use, HB 229, HB 2885, HB 3909 as substituted, HB 4285, HB 1661, HB 2820, HB 3181, HB 4157, HB 223, HB 521, HB 640, HB 1234, HB 2253, HB 2294, HB 3053, HB 3697 as substituted, HB 4281, HB 4463, HB 4995, HB 5081 as substituted, HB 5624 as substituted, HB 119 as substituted, HB 3225, HB 5138 as substituted, HB 5115, HB 481 as substituted, HB 3546, HB 493, and HB 4145 were reported favorably to the full Senate, with several also placed on the local and uncontested calendar. The committee also adopted committee substitutes for multiple bills, including HB 3909, HB 5081, HB 5624, HB 119, HB 5138, and HB 481. At the end, the chair noted another committee meeting would likely be needed before deadlines, possibly on a weekend, and recessed the committee subject to the call of the chair.
KY
Kentucky 2025 Regular Session
House Standing Committee on Elections, Const. Amendments & Intergovernmental Affairs (2-6-25)
Transcript Highlights:
- Members of the committee, House Bill 27 is one of the shorter bills that you will probably encounter,
- It was a good bill.
- <00:04:12.640>
uh members of the committee House Bill uh members of the committee House Bill - Is there any discussion of the bill? Just your presence here compelled action on the bill.
- This bill does not do that. This bill simply states moving forward that these provisions are void.
Keywords:
Consideration of HB 27 00:04:20
Presentation by Secretary of State 00:10:44
Presentation by Karen Sellers and Jason Denny 00:35:56
Consideration of HB 45 00:55:36, 958, all
Summary:
The committee first handled House Bill 27, which would remove the prohibition on political yard signs in planned communities statewide while still allowing communities to regulate size, placement, and duration. The sponsor said the 2023 Planned Communities Act created an unintended consequence by treating similar homeowners differently based on grandfathering dates, and a legal explanation was offered that the bill would clarify the law and avoid constitutional problems. After discussion, the committee voted 15-0 to pass the bill with favorable expression.
The next item was an update from the Secretary of State on the 2024 election and implementation of House Bill 53, which created prompt post-election audits. He said the audits were carried out smoothly, most found no discrepancies, and no election winners changed, though he recommended adding a specific timeline to the law. He also discussed voter-roll maintenance, saying Kentucky has removed more than 440,000 ineligible voters since 2020, and argued that federal law and limited access to federal databases remain the main obstacles to faster cleanup.
Members asked about the possibility of improper removals, double voting across states, and how provisional voting works. The Secretary said anyone improperly removed can reregister, that any double-voting abuse is likely marginal but still unacceptable, and that provisional ballots are available when eligibility is in doubt and can be reviewed by the county board of elections. He also urged Congress to modernize the 1993 federal voter-registration law, improve access to death and citizenship data, and create a central interstate information-sharing system for election officials.
AL
Transcript Highlights:
- the next actually I've got another bill the next actually I've got another bill the next bill coming
- calendar house bill number 234 with substitute by bill number 234 with substitute by bill number 234
- think I school safety bill this would Pro this would safety bill this would Pro this would safety bill
- bills most of the time so on line 34 bills most of the time so on line 34 bills most of the time so
- I I all opposed eyes have it the bill is opposed eyes have it the bill is opposed eyes have it the bill
MN
Minnesota 2025-2026 Regular Session
House Human Services Finance and Policy Committee 1/22/25
Human Services Finance and Policy
Transcript Highlights:
- of the data in MMIS.
- The data is not retained, um, summary-level data is not retained.
- is<00:24:36.840>
still data there's data there that is still data there's data there that - The data we have access to is data of all classifications at OLA.
- nonpublic, very sensitive data.
Summary:
The committee approved the January 16, 2024 minutes without objection. Members then heard a presentation from the Office of the Legislative Auditor on its December 2024 performance audit of the Department of Human Services’ outstanding provider debt in Minnesota’s Medicaid fee-for-service program. Legislative Auditor Judy Randall said the audit was launched after the office noticed a large accounts receivable balance during the state financial statement audit and became concerned that DHS did not understand the extent of the overpayments, had poor data, and planned to forgo recovery of some recoverable balances.
Deputy Legislative Auditor Lori Lyson explained that DHS had reported $51.7 million in provider debt across about 2,500 providers in fiscal year 2023, with testing focused on long-term care facilities and the largest balances. The audit concluded DHS did not comply with legal requirements and lacked adequate internal controls. Findings included that DHS had not attempted to recover more than $40 million since collection notices were last sent in 2015 and 2019; that the department planned to write off some balances under $1,000 and some older than six years despite the auditors’ view that at least some of that debt may still be recoverable; that DHS overstated accounts receivable in its financial reporting because it had not updated its allowance calculation since 2019; and that MMIS data were insufficient to verify balances, with 20 of 59 sampled providers not reconciling and many dates inaccurate.
In response to member questions, the auditors said the overpayments appeared to be routine program adjustments rather than fraud, but the department could not explain many of them because detailed data are only retained for about three years. They also said they did not know which specific DHS leader approved not collecting the debt, and that responsibility for recovery appeared split between program and finance staff, with each pointing to the other. The auditors recommended DHS recover the debt where possible, improve internal controls, retain better documentation, ensure accurate financial reporting, and work with the legislature if needed to clarify recovery authority.
TX
Transcript Highlights:
- That's what the bill does.
- We approve of this bill; it's a really good bill.
- that bill.
- Heard that bill this morning, House Bill 4281.
- That's House Bill 5081. House Bill 5081.
Bills:
HB223
Keywords:
municipal budget, county budget, local government finance, spending cap, expenditure limit, inflation plus population growth, taxpayer impact statement, budget transparency, property tax, fees, Legislative Budget Board, voter approval, disaster spending, fiscal restraint, Texas Local Government Code, city budget, county expenditures, 1185, senate, all
TX
Transcript Highlights:
- Zaffirini's bill.
- Anybody wish to testify for or against Senate Bill 2938? Against Senate Bill 2938?
- Finally, this voluntary option will enhance the accuracy of state data recording for active military
- Finally, this volunteer option will enhance the accuracy of state data recording.
- Finally, this volunteer option will enhance the accuracy of state data recording active military person
Keywords:
military status, vehicle registration, veterans, Texas transportation, state records, discrimination, employment rights, spouses of service members, labor code, SB 2543, Texas veterans cemeteries, state veterans cemetery, Texas Veterans Commission, Veterans Land Board, Natural Resources Code, veterans land fund, veterans housing assistance fund, veterans burial, burial eligibility, cemetery location
Summary:
The Senate Committee on Veteran Affairs heard several bills focused on veterans’ mental health, criminal justice coordination, cemetery expansion, housing, vehicle registration, and anti-discrimination protections. SB 2926 would transfer administration of veterans’ mental health initiatives from HHSC to the Texas Veterans Commission, create a community-based mental health grant program, require a statewide veteran suicide prevention action plan, and add annual reporting requirements. SB 2938 would require county jails to verify and report veteran status at intake, help veteran inmates apply for federal benefits, and provide access to county veteran services and free visitation with service coordinators. Both bills were described as joint or practical efforts to improve coordination and service delivery for veterans, and both were left pending after no public testimony was offered.
The committee also heard SB 2543, which would give more flexibility to expand the Texas veterans cemetery system, and SB 2545, which would explore using manufactured homes as another affordable housing option for veterans through the Veterans Land Board. SB 2545 drew questions about how manufactured-home loans would work; a Texas Veterans Land Board witness said implementation would likely require closing at a title company rather than through a retail bill of sale, and the Texas Manufactured Housing Association testified in support. Both cemetery and housing bills were left pending.
Members then heard SB 2007, which would let vehicle registration applicants voluntarily designate military status so the DMV could record it and help with benefits and towing/impound issues involving deployed service members. Witnesses from the towing industry and DMV supported the bill, saying the current system lacks enough identifying information to run military-status checks and that the indicator could help prevent vehicles from being sold while owners are deployed. SB 2104 would add military status as a protected class under state anti-discrimination laws for employment, housing, and utilities; the author said it would address ongoing discrimination against service members, veterans, and military families. The Texas VFW supported the bill, citing the Leroy Torres case as an example of why additional state protections are needed. After discussion about overlap with federal law and existing state protections, SB 2104 was also left pending.
TX
Transcript Highlights:
- The bill also requires that all the data be reported together at once.
- Are you guys collecting that data now? Some data points.
- Some data points. I will say we have some data points.
- Senate Bill 827 has been a wonderful bill. Thank you. Senate Bill 827 has been a wonderful bill.
- , but there was another bill, Senate Bill 9.
KY
Kentucky 2025 Regular Session
Budget Review Subcommittee on General Government, Finance, Personnel & Public Retirement (11-5-25)
Transcript Highlights:
- You're not going to get this data. You're not going to get this quality data.
- is used to provide the horizontal and vertical accuracy we need in this data to build roads, you know
- That sort of accuracy is needed, and without the elevation data...
- Your elevation data is used to provide the horizontal and vertical accuracy we need in this data to build
- That sort of accuracy is needed, and without the elevation data...
Summary:
The committee first approved minutes from prior meetings after a motion and second, then heard a presentation from Kent Annis and Boyd Sheerer of the Kentucky Division of Geographic Information on the state’s “KY from Above” aerial imagery and elevation program. The presenters described the program’s goals of creating openly accessible statewide imagery and elevation basemaps, reducing duplicative local and state spending, and supporting uses such as transportation, emergency response, utilities, broadband planning, property taxation, economic development, and education. They said the data is owned by the Commonwealth, distributed in the public domain, and has strong return on investment, with statewide ortho imagery coverage completed in 2022 and elevation phases completed or underway in multiple stages.
The witnesses emphasized that the program relies on cost-sharing among state, local, and federal partners and that a small state “seed” appropriation is needed to leverage larger federal contributions. They said about $300,000 a year in seed money could help secure additional federal funds, while a three-year imagery refresh cycle would cost about $5.7 million annually and storage/processing about $150,000 a year. They also noted that no subscription fee is charged for access, opposed charging for use of the data even by for-profit users, and said the program is intended as an economic development tool that avoids multiple entities paying for the same geography.
Members asked about the funding request, the potential federal match, and whether the state should charge private companies for access. The witnesses explained that the requested amount was for aerial photography and LAR seed money, that federal funds would not cover aerial photography directly, and that the program already uses a cost-share model with 28 partners rather than subscriptions. They also clarified that imagery is refreshed every three years and elevation data on a longer cycle, with elevation prioritized because it supports accuracy for roads, water lines, and broadband planning. The presentation concluded with no formal vote on the program itself; after questions ended, the chair thanked the witnesses and adjourned the meeting.
MN
Minnesota 2025-2026 Regular Session
Legislative Budget Office Oversight Commission 12/17/25
Minnesota House Floor Meeting
Transcript Highlights:
- cases where a bill or section of a bill cases where a bill or section of a bill cannot<00:03:18.640
- It says if an agency determines that a bill or a section of a bill, so if I have a section of the bill
- and data availability.
- depending on bill complexity and data<00:37:00.560>
availability. - data availability. data availability.
Summary:
The Legislative Budget Caucus Public Commission met with a quorum present, approved the September 3, 2025 minutes, and then heard a presentation from Legislative Budget Office Director Christian Larson on proposed updates to the fiscal note uniform standards and procedures. The main changes clarified that agencies must still complete a fiscal note when a bill or section cannot be implemented because of federal law, with the note explaining the implementation issue and costing only the portions that can be implemented. A second change said technical comments about possible future litigation may be included in the narrative but not in the cost tables. Members discussed how these rules would apply when only part of a bill is unimplementable versus when an entire bill is, and whether requiring a note in those cases is the best use of agency time. The commission also approved a new procedure on funding-source assumptions for expanded programs, including assuming the current funding source unless the bill says otherwise and defaulting to the general fund if no source is identified. The updated standards and procedures were adopted by a 7-0 roll call vote, with Senator Wickland excused.
The commission then received a second presentation from Director Larson on a possible analysis of the accuracy of fiscal estimates and budget items after enactment. He described this as a variance analysis comparing fiscal note estimates to actual fiscal impacts, intended to improve future estimates, inform the legislature, and increase accountability. He summarized practices in other states, noting that most variance reviews are ad hoc, while Utah and Tennessee have more formalized legislative reports; he also referenced an LBO pilot review done in 2022 based largely on Tennessee’s model. The presentation outlined possible report formats, including a single annual report, standalone briefs, or topic-specific reviews, and raised implementation questions such as who would select items for review, whether the analysis should be limited to fiscal notes, what statutory authority or data access would be needed, and what resources would be required from both agencies and the LBO.
Members did not take action on the second presentation. Representative Anderson and Vice Chair Pratt commented that the proposal is complicated but potentially useful for improving future fiscal notes and transparency, and the chair indicated the discussion was for future consideration rather than an immediate decision.
AZ
Arizona 2026 Regular Session
03/26/2026 - House Artificial Intelligence & Innovation
Artificial Intelligence & Innovation
Transcript Highlights:
- So we've got a presentation and a bill.
- You don't run out any data from a data center?
- Chairman, Senate Bill 1786 requires cover providers that use generative AI to add provenance data to
- Vice Chair, please move the bill. Mr.
- Vice Chair, please move the bill as amended. The bill as amended, Mr.
Bills:
SB1786
Keywords:
artificial intelligence, content verification, provenance data, transparency, digital content, 1182, all
Summary:
The committee first heard a presentation from Sonora Quest Laboratories on how the company is using artificial intelligence and innovation in clinical lab work. Testimony emphasized that AI is already being used in digital pathology, cytology, genetics, genomics, predictive analytics, and quality control, with a strong focus on human oversight, validation, and closed, secure systems that keep patient data in-house. Speakers said AI can improve accuracy, speed diagnosis, reduce repeat testing, support precision medicine and pharmacogenomics, and potentially help with rare disease management and drug selection, while also noting the need for governance and safeguards.
Members asked questions about accuracy, safeguards, data security, whether AI could reduce repeat specimen collection, expand to other hospital labs, and how AI might affect treatment decisions such as step therapy and pharmacogenomics. The presenters said AI outputs are reviewed by specialists, that the systems are validated and monitored, and that the organization uses a closed ecosystem with no external data sharing. They also discussed future possibilities such as digital twins, earlier cancer detection, and more tailored medication choices, while acknowledging that AI is still developing and must be used carefully.
The committee then took up Senate Bill 1786, as amended, which requires covered providers using generative AI to add provenance data to AI-created or significantly modified video, image, or audio content, using methods like watermarking or metadata, with exceptions for minor edits and certain interactive or non-user-generated content. The amendment clarified that identifiable individual information generally cannot be included unless the user opts in, protected trade secrets, and set an effective date of February 1, 2027. After discussion about consumer transparency, scope, and possible legal issues, the committee adopted the amendment and voted 4-2 with one absent to give SB 1786 as amended a do pass recommendation.
MN
Minnesota 2025-2026 Regular Session
Committee on Health and Human Services - 03/25/26
Health and Human Services
Transcript Highlights:
- reconciliation bill, also known as HR1. reconciliation bill, also known as HR1.
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and Uh increase SNAP payment accuracy and Uh increase SNAP payment accuracy - <00:10:51.400>
sharing and third, lead improved data sharing and third, lead improved data - considered for inclusion in this bill. considered for inclusion in this bill.
- <01:37:37.000>
Bill Yes. Yes, ma'am. Um Senator Abeler. Bill Yes. Yes, ma'am.