Video & Transcript Research : 'accuracy'
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KY
Kentucky 2025 Regular Session
Interim Joint Committee on Health Services (11-12-25)
Transcript Highlights:
- sex education, which I would argue very clearly that Baby Olivia has nothing to do with medical accuracy
- It's a cute video, but medical accuracy.
- It's a cute video, but medical accuracy.
- It's a cute video, but medical accuracy.
- It's a cute video, but medical accuracy.
Summary:
The committee opened its sixth and final interim meeting with roll call, quorum confirmation, approval of the prior minutes, and a brief change in agenda order to preserve quorum and accommodate presenters’ schedules. Members then moved through several proposed health-related items with limited discussion, and the chair noted the committee would reconvene in January for further conversation.
The first substantive item was a proposal relating to utilization controls for non-opioid analgesics in Medicaid. Senator Gerald Neal and Tara Hyde of People Advocating Recovery argued that pain parity is needed so patients can access non-opioid options without prior authorization or step therapy barriers, especially in acute pain situations and for people in recovery. Senator Berg supported the concept and suggested expanding the approach to other prescriptions by allowing physicians to explain why step therapy is inappropriate at the time of prescribing; another member cautioned against unintended cost increases if non-opioid drugs are used as add-ons to opioids.
The committee then heard a proposal on physician assistants from Senator Scott and Andrew Rutherford of the Kentucky Academy of Physician Assistants. They described a shift from a supervisory to a collaborative practice model, with practice scope set at the practice level, limited Schedule II prescribing authority under guardrails, and permission for PAs to perform driver’s license vision testing. Supporters said the changes would improve rural access, reduce administrative burden, and align Kentucky with neighboring states; a question from Representative Bratcher focused on experience requirements and how the proposal compares with nurse practitioner rules. No vote was taken.
Finally, Representative Nancy Tate, Adia Wuchner, and Representative Jason Nemes introduced a 2026 proposal aimed at “protecting vulnerable people.” They described a broad package focused on abortion pill trafficking, marketing to minors, commercial surrogacy, assisted suicide, and organ procurement safeguards, arguing that current law leaves gaps and that additional criminal and civil penalties are needed. The presentation was informational only, with no action taken before the meeting ended.
MN
Minnesota 2025 1st Special Session
House Elections Finance and Government Operations Committee 2/12/25
Elections Finance and Government Operations
Transcript Highlights:
- They tested and found no issues in the payment accuracy and eligibility of expenses for a random sample
- They tested and found no issues in the payment accuracy and eligibility of expenses for a random sample
- and eligibility of payment accuracy and eligibility of expenses<00:11:08.040>
for <00:11:08.240 - An audit is to verify the accuracy of financial statements.
- <00:20:30.679>
of <00:20:30.919>financial accuracy of financial accuracy of financial statements
MN
Transcript Highlights:
- Jurisdictions must also conduct a public accuracy test of voting equipment prior to each election.
public jurisdictions must also conduct a public jurisdictions must also conduct a public accuracyof <00:25:52.200>voting <00:25:52.520>equipment <00:25:52.880>prior accuracy- test of voting equipment prior accuracy test of voting equipment prior to<00:25:53.279>
each < - test and testing must be error accuracy test and testing must be error free<00:26:09.520>
in <
FL
Florida 2025 Regular Session
December 9, 2025 - 12:30 PM
Transcript Highlights:
- AI HAS THE POTENTIAL TO IMPROVE ACCURACY.
- THE LICENSE ADJUSTER AND INSURANCE COMPANY IS RESPONSIBLE FOR ENSURING FAIRNESS AND ACCURACY IN THE CLAIMS
NV
Nevada 2025 Regular Session
Senate Committee on Legislative Operations and Elections Jun 1st, 2025 at 03:03 pm
Legislative Operations and Elections
KY
Kentucky 2025 Regular Session
Interim Joint Committee on Appropriations and Revenue (11-5-25)
Transcript Highlights:
- :21:48.640>
back <00:21:48.880>end <00:21:49.280>confirmed <00:21:50.080>accuracy - <00:21:50.720>
of on the back end confirmed accuracy of on the back end confirmed accuracy - Health on the medical side, and they then take a further look as an outside player to confirm claims accuracy
- we're paying accurately. ...and they then take a further look as an outside player to confirm claims accuracy
- of confidence that with that multi-tiered approach, we're paying accurately. ...to confirm claims accuracy
Keywords:
Meeting Start 00:00:00
State Health Insurance Plans 00:00:03
Executive Branch Salary Schedule Adjustments 00:29:15
Nutrition Program for the Elderly 00:34:52
Update on DORIS 01:05:38, 958, all
Summary:
The committee met on November 5, 2025, and first approved the minutes after a moment of silence for the UPS airport tragedy. The main presentation was from the Personnel Cabinet on the state health insurance plans and executive branch salary schedule adjustments. Officials said the health plan covers roughly 265,000 active members and up to about 300,000 across all benefit offerings, including school board employees, retirees, and other eligible groups. They described rising claims and expenditures, especially from high-cost claimants and pharmacy spending, and said recent premium and benefit changes were intended to balance costs while preserving recruitment and retention efforts. They also explained that employee premiums had not increased for several years, while employer contributions rose sharply in recent years, and projected a 10% employer increase and 3% employee increase going forward based on actuarial analysis. Committee members asked about deductibles, GLP-1 drug costs, claims validation, and the causes of cost growth; officials said the plan uses multiple payment-integrity vendors and that the increases reflect utilization, drug trends, and high-cost cases rather than a change in coverage.
The committee also discussed executive branch salary schedule adjustments. Personnel and budget officials explained that when the legislature approves annual pay increases, the salary schedule is adjusted by the same percentage through executive order so the minimum and midpoint stay aligned with approved compensation levels. They said the 2025 adjustment was a 3% match effective September 16 and that the change was costless because salaries had already been increased. Members raised concerns about salary compression, noting that new hires can sometimes be paid near the level of long-serving employees. Officials said the adjustment helps prevent compression from worsening but does not solve it, and they acknowledged prior RFP efforts to address the issue were unsuccessful because no qualified bidder met the requirements.
After the health plan and salary discussions, the committee began a presentation from the Cabinet for Health and Family Services on Kentucky’s senior meal program. Secretary Stack explained that the program is a federal-state-local partnership under the Older Americans Act, with area development districts helping deliver services. He outlined eligibility rules, noting that congregate meals at senior centers are available to people age 60 and older, with a spouse of any age allowed to join, and that home-delivered meals have additional homebound and assistance requirements. Members asked whether there was any means test for congregate meals, and the secretary said there is not; the only threshold is age for the center-based meals, while the home-delivered program has additional criteria.
WA
Washington 2025-2026 Regular Session
Joint Transportation Committee Dec 3rd, 2025
Joint Transportation Committee
Transcript Highlights:
- So our agenda today: we're going to talk about cost estimating basics and quantifying risk and accuracy
- And our recommendation is a good accuracy for design-build is minus 30 to plus 50%.
- So that estimate is fairly accurate in terms of the accuracy range.
- you're estimating for budget authorizations, and also for design-build estimating, the expected accuracy
- So in terms of communicating that, it's really a matter of communicating the expected accuracy of an
Summary:
The committee first heard a presentation from WSDOT on balancing uncertainty in capital program estimates and cash flow management. WSDOT explained the differences between design-bid-build and design-build delivery, its tiered risk-assessment process by project size, and how it uses base estimates, inflation, and risk modeling to set budgets. Staff said design-bid-build estimates are generally accurate within about 1% across the program, while design-build projects carry much wider uncertainty and are better communicated as ranges; they cited a P85 budget approach and noted that large, complex projects can be affected by market competition and long procurement timelines. Members asked about the Columbia River Bridge cost growth and about value engineering, and WSDOT said it uses value engineering but has limited scope to cut costs because of project requirements and policy mandates. Troy Swing also discussed cash flow, noting that a few large projects can significantly affect biennial funding needs, and said a risk pool would not reduce overall program risk but could help manage timing if paired with appropriation and cash-flow controls.
The committee then received the final presentation in the WSDOT Project Delivery and Innovative Practices study from HKA Global. The consultant said WSDOT’s estimating practices are generally robust and recommended improving transparency by presenting budget authorizations as ranges or estimate classes, better tracking estimate growth over time, and adjusting advertisement timing to avoid competing lettings. The report also discussed surety bonding, suggesting the legislature consider restoring authority for reduced bonding on select large design-build projects or using phased bonding and alternative securities. On indefinite delivery/indefinite quantity contracting, the consultant said current job order contract rules are restrictive and recommended legislative changes to make such tools more usable, especially for smaller tasks and to help use unspent funds more flexibly.
The committee also heard a follow-up presentation on transit-oriented development policy recommendations tied to HB 1491. The Urban Institute’s Yona Freemark said Washington has been a national leader on TOD but that housing construction, especially in the Puget Sound, has slowed sharply since 2022. He said rising construction costs, high financing costs, and local tax and rent conditions are making many TOD projects infeasible, and recommended that the state fill infrastructure funding gaps around stations, revisit MFTE affordability requirements, consider minimum rather than average density requirements near transit, and create a statewide system to track TOD outcomes such as affordability, gentrification, and transit access. Members questioned the study’s developer interviews, the role of rent control and crime, property tax assumptions, and parking needs; the presenter said the study included five private developers, that rent control was not part of the study scope, and that parking was included in the model assumptions.
Finally, the committee began a presentation on regulating emissions from ocean-going vessels at berth. Staff and consultants described California-style at-berth rules, which require shore power or equivalent emissions controls so ships can shut off diesel auxiliary engines while docked. The study is examining vessel traffic, emissions reductions, implementation costs, labor and operational needs, and possible effects on port competitiveness and cargo diversion. No votes or formal actions were taken during the meeting.
CA
California 2025-2026 Regular Session
Assembly Public Safety Committee Jul 1st, 2025
Transcript Highlights:
- SB 524 seeks to ensure transparency and accuracy by adding critical guardrails in the report-writing
- As the Senator spoke of accuracy, it is imperative.
- So we have to have accuracy.
- There's an audit trail, basically, and so that would ensure the transparency and accuracy that's necessary
- present at the scene or spoke to witnesses, defendants, or victims sign the reports attesting to their accuracy
Summary:
The committee heard several public safety bills, with testimony split between supporters who framed the measures as targeted fixes and opponents who warned about overcriminalization and unintended consequences. SB 701, by Senator Wahab, drew support from law enforcement and local government groups, who said state law lacks a tool to address the conduct at issue; the ACLU opposed it as duplicative of existing law, while public defenders said they may withdraw opposition after amendments. Because there was no quorum at that point, the bill was held open without a vote.
SB 834, by Senator DeRazzo, was presented as a technical cleanup bill to improve California’s automatic record clearance system by preventing outdated “pending” charges from blocking relief, requiring local court records to match DOJ records, and creating a way for people to obtain proof of relief. It received broad support from criminal justice reform and defense organizations, with no opposition, and the chair indicated support, but no final action was taken during the hearing. SB 248, by Senator Rubio, would require DOJ to send new gun purchasers educational materials during the waiting period about safe storage, suicide prevention, domestic violence, and related resources; supporters called it common-sense education, while one opponent argued the information is already available. The committee voted the bill out on a due-pass motion to Appropriations, but it remained on call pending one additional vote.
Senator Rubio’s SB 19, the Safe Schools and Places of Worship Act, would create a new offense for credible threats against schools or houses of worship even when no specific individual is named. Supporters, including law enforcement and Jewish community advocates, said current law leaves a loophole and that the bill would help prevent panic and resource-draining lockdowns; opponents from civil liberties and youth justice groups argued existing law already covers threats and that the bill would worsen the school-to-prison pipeline. After a motion and second, the committee voted due pass to Appropriations, with the measure also left on call. Later, SB 759 by Senator Archuleta, prompted by the killing of Whittier Officer Keith Boyer, would require a court hearing after a third supervision violation or new offense for people on post-release community supervision; supporters said it adds accountability, while opponents said it removes probation discretion and could increase jail and court burdens. The bill passed due pass to Appropriations and was reported as passing.
The committee also heard SB 6 by Senator Ashby, which would schedule xylazine as a controlled substance while preserving veterinary use. Supporters, including veterinarians, law enforcement, and a parent who lost a son to a drug-related death, said the drug is increasingly present in fentanyl mixtures and needs to be controlled; opponents from drug policy and civil liberties groups argued scheduling would criminalize users, hinder research, and repeat failed drug-war policies. After extensive debate, the committee voted the bill out due pass to Appropriations, and it passed. Finally, SB 11, the AI Abuse Protection Act, was introduced to regulate AI-generated voice, image, and video replicas, with supporters emphasizing protection against deepfakes and nonconsensual images; the California Chamber of Commerce opposed unless amended, seeking narrower definitions and limits on consumer warnings. The hearing ended while SB 11 was still under discussion, with no final vote reflected in the transcript.
NH
Transcript Highlights:
- estimates in the House, and he puts his money on the House estimates because of their history of accuracy
- within<00:31:33.200>
one <00:31:33.360>or <00:31:33.520>two history of accuracy - within one or two history of accuracy within one or two percent. percent. percent.
- 50.720>
not <00:34:51.040>trying <00:34:51.280>to <00:34:51.440>tell accuracy - Um I again not trying to tell accuracy.
MN
Minnesota 2025 1st Special Session
Legislative Commission on Data Practices 12/11/25
Minnesota House Floor Meeting
Transcript Highlights:
- How do they test it for accuracy? "For accuracy?" >> So, Madam Chair, that's a great question.
- So the guidance is to take that initial output and review it for accuracy.
- include things like being able to get access to data about yourself, being able to challenge the accuracy
- like being able to challenge accuracy like being able to challenge accuracy and<02:01:25.280>
- and completeness of data, the accuracy and completeness of data, and<02:02:06.320>
also <02:02
KY
Kentucky 2026 Regular Session
House B.R. Sub. on Economic Development, Pub. Protection, Tourism, and Energy (1-14-26) - Reupload
Transcript Highlights:
- Are these designs and bids, uh, in the history of this, or are you all pretty consistent with the accuracy
- 09.199>
the are you all pretty consistent with the are you all pretty consistent with the accuracy - 10.560>
your <00:14:10.880>estimate <00:14:11.279>is <00:14:11.600>based accuracy - of what your estimate is based accuracy of what your estimate is based on<00:14:12.000>
what <
Summary:
The House Budget Review Subcommittee heard testimony from the Energy and Environment Cabinet on the state-owned dam repair program and Kentucky’s electric grid resilience program. On dams, Commissioner Tony Hatton explained the legal definition and hazard classifications for Kentucky dams, noting there are 975 regulated dams statewide, including 76 state-owned dams, and that hazard ratings are based on potential loss of life or property damage if a dam fails. He described the cabinet’s screening criteria, including inundation mapping, engineering condition, and compliance status, and said the cabinet uses a design-bid-build procurement process to manage public funds responsibly.
Hatton outlined current and planned dam projects funded from the prior biennium, including Willisburg Lake in Washington County, where work will address hydraulic capacity, unstable downstream slopes, and likely require a coffer dam, flood wall, auxiliary spillway, and raw water line replacement. He also said Big Bone Lake State Park Dam will be decommissioned, Clemens Lake Dam at Morehead State University is in design for a major rehabilitation, and additional projects include Marion County Sportsman’s Dam, Chenoa Lake Creek/Canning Creek Dam, and a rehabilitation study for the Mud River at Lake Malone. The cabinet also requested $500,000 for routine repairs and maintenance. Members questioned cost estimates, inflation, and whether it would be better to fund design separately; cabinet officials said estimates are current best engineering estimates, costs have generally stayed within about 10%, and the current funding flow requires all funds to be available before bidding.
The committee then received a status update on the electric grid resilience program, a five-year federal formula grant under Section 40101(d) of the Infrastructure Investment and Jobs Act. Officials said Kentucky has received years one through three of funding, which has been allocated to state park facilities and municipal electric utilities, while years four and five have not yet been received and would go to distribution cooperatives and remaining municipal utilities. Projects discussed included upgrades at Ken Lake State Park and Kentucky Dam Village, plus municipal projects in Owensboro, Princeton, Williamstown, and Hopkinsville. The cabinet said the selected projects focus on hardening infrastructure, replacing poles, wires, conductors, and transformers, improving vegetation management, and adding or upgrading outage management systems. Officials reported that all projects are under contract and moving into subcontracting and construction, while the Department of Parks is finalizing an agreement with Western Kentucky Rural Electric Cooperative for the park-related work.
TX
Transcript Highlights:
- The accuracy of appraisals have an impact on Texas taxpayers. local governments, businesses, and importantly
- There are no consequences, ultimately. show us where they're appraising, measuring the accuracy of their
- The margin of error reflects the accuracy of the study.
- margin of error occurs when the example has less data points and indicates less confidence in the accuracy
TX
Transcript Highlights:
- time to go into detail, but I would like to talk with you more about the issue of the logic and accuracy
- The whole thing is that the confidence and accuracy of our elections are so important to the people out
- For whatever reason, when I mention accuracy, I'm not talking about fraud; I'm talking about just accuracy
- I'm talking about just accuracy that can happen due to error.
- I would just like for us to explore a different approach so that we can have confidence in the accuracy
MS
Mississippi 2026 Regular Session
MS Senate Floor - 11 March, 2026; 10:00 AM
Mississippi Senate Floor Meeting
Transcript Highlights:
- We should want to strive for accuracy for the sake of accuracy, but because the federal administration
- We should want to strive for accuracy for the sake of accuracy, but because the federal administration
- We should want to strive for accuracy for the sake of accuracy, but because the federal administration
- So, what we would do is actually enhance the Hope Act as it relates to the accuracy of reporting, and
- Um and I think the tool that accuracy.
Summary:
The Senate convened with a quorum, opened with an invocation by Reverend Anthony Phillips, and dispensed with the reading of the journal and committee reports. The chamber also recognized several guests in the galleries, including family members of senators, medical professionals for Early Childhood Day, and advocates and local officials. After introductions, the Senate moved into the calendar and began considering bills and motions.
Among the measures taken up, the Senate passed House Bill 1393 to create the Mississippi Energy Infrastructure Fund, with the sponsor explaining it would allow MDA to support energy projects and require compliance with state procurement laws. The Senate also passed House Bill 420, which provides a full homestead ad valorem tax exemption for honorably discharged veterans age 85 or older and allows an unremarried surviving spouse to keep the exemption; senators asked about eligibility, age limits, and safeguards against improper exemptions. Another bill passed was House Bill 1941 on the Mississippi Outdoor Stewardship Trust Fund, which would allow funding through bonds or other means in addition to direct appropriation and raise the DFA processing cap from 2% to 3%; several senators raised concerns about state debt and the funding mechanism.
The Senate concurred in Senate Bill 2906, which gives the Secretary of State additional time to establish minimum cybersecurity standards for county election systems. It also adopted motions to table reconsideration on several House bills, including House Bill 908 on absentee ballot receipt dates, House Bill 525 on mandatory minimum penalties for sexual battery, and House Bill 538 on sanctuary policies and immigration enforcement. The chamber voted to reconsider and then again pass House Bill 1613, described as a bill on aggravated trafficking weight and pill counts that also included a chemical abortion ban, after some senators who were absent earlier asked to go on record. For House Bill 2409, dealing with a comprehensive mitigation program for retrofitting insurable homes, the Senate voted not to concur and invited conference. The Senate also passed and retained numerous other items as it worked through the calendar.
MA
Massachusetts 2025-2026 Regular Session
Status of Persons with Disabilities Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- on race and ethnicity in particular: there are high levels of missingness and concerns about the accuracy
- There are high levels of missingness and concerns about the accuracy of the race and ethnicity data.
Summary:
The Massachusetts Commission on the Status of Persons with Disabilities’ Long-Term Services and Supports and Health Equity Subcommittee met to hear a presentation from the Lurie Institute for Disability Policy at Brandeis University. Monica Mitra introduced the institute’s work on disability health equity and long-term services and supports, and staff described several research centers focused on community living policy, disability and pregnancy, and parents with disabilities. The presentation emphasized participatory research, accessible dissemination, and the connection between health equity and access to home- and community-based services.
Joe Caldwell discussed the Community Living Policy Center’s work on Medicaid HCBS, the direct care workforce crisis, housing, and policy advocacy, including efforts related to the Money Follows the Person program and the Medicaid access rule’s interested parties advisory group. Sid Pickern highlighted a workforce study interviewing direct care workers, a forthcoming policy brief on the access rule, and housing research including Massachusetts’ Alternative Housing Voucher Program. Teresa Nguyen described the Community Living Equity Center’s focus on disparities in community living for people of color, especially a study on self-direction and community living outcomes, and asked for help recruiting participants.
Lauren Bixby demonstrated the community living data dashboard, which compares adults who need LTSS with those receiving Medicaid LTSS using ACS and TMSIS data. She explained that the dashboard can be filtered by state and demographics, but noted major race and ethnicity data gaps for Massachusetts and other states. Commissioners praised the dashboard and the institute’s work, asked questions about data sources and the 1115 waiver, and discussed possible connections to the Health Equity Compact. No votes were taken; the meeting ended with an invitation for follow-up, including a forthcoming direct care workforce brief and the institute’s October 28 lecture.
MN
Minnesota 2025-2026 Regular Session
Minnesota House agriculture panel lays over bill exempting elk from state's Cervidae importation ban Apr 8th, 2026
Minnesota House Floor Meeting
Transcript Highlights:
- seem that Minnesota could utilize that technology, RT Quick, in our own use and demonstrate its accuracy
- seem that Minnesota could utilize that technology, RT Quick, in our own use and demonstrate its accuracy
Summary:
Representative Heintzeman presented House File 4508, which would allow the importation of elk from other states into Minnesota to help address challenges facing the state’s elk breeding industry and improve herd genetics. The Minnesota Elk Breeders Association supported the bill, arguing that recent CWD-related import restrictions have effectively cut off access to outside breeding stock, hurt breeder numbers, and limited options for maintaining healthy, profitable herds. The group said elk are relatively resistant to CWD and that importation could be allowed under Board of Animal Health oversight.
The Minnesota DNR opposed the bill, saying there is no validated live test for CWD that can ensure incoming animals are disease-free and pointing to recent cases in other states where imported elk later tested positive. The DNR also said federal herd certification programs have not prevented spread of the disease and warned that responding to a new captive cervid detection can cost more than $500,000. Members then discussed broader issues around CWD testing, including frustration that a live test developed at the University of Minnesota has not been federally validated and whether Minnesota should pursue state or third-party validation.
Representative Heintzeman said the bill was intended to start a broader conversation and noted that the current proposal does not address the testing issue directly. After testimony and discussion, no vote was taken and House File 4508 was laid over.
OK
Oklahoma 2026 Regular Session
Retirement and Government Resources 2ND REVISED Apr 7th, 2026 at 10:30 am
Retirement and Government Resources
Transcript Highlights:
- They'll need an FTE to review all the submitted documentation and verify its accuracy and Sufficiency
- So, you anticipate that OMES staff would be reviewing for accuracy in submission.
Keywords:
state government, vendor contracts, subcontracting, public database, contract assessment, transparency, retirement, law enforcement, Oklahoma Law Enforcement Retirement System, school resource officers, public safety, public finance, contract management, service-driven contracts, state accounting, intangible assets, Oklahoma Police Pension, disability benefits, mental health, retirement system
MN
MN
Minnesota 2025-2026 Regular Session
House Fraud Prevention and State Agency Oversight Policy Committee 7/8/25
Fraud Prevention and State Agency Oversight Policy
Transcript Highlights:
- The use of these electronic data sources helps improve the accuracy of eligibility determination, reduces
- The use of these electronic data sources helps improve the accuracy of eligibility determination, reduces
- <00:32:08.080>
of helps improve the accuracy of helps improve the accuracy of eligibility< - and information summary to<00:32:28.640>
review <00:32:29.039>for <00:32:29.360>accuracy - to review for accuracy. to review for accuracy.
MN
Transcript Highlights:
- The accuracy part was lacking because I don't believe you were getting accurate information on updated
- So I understand the need for consistency and accuracy, and all of it.
- The consistency and accuracy would have been keeping it at the point 7 and then allowing policymakers
- So I understand the need for consistency and accuracy, and all of it.
- The consistency and accuracy would have been keeping it at the point 7 and then allowing policymakers
Bills:
HF3