Video & Transcript Research : 'accuracy'

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CA
Transcript Highlights:
  • For example, criminal risk prediction tools typically have an accuracy of roughly in the ballpark...
  • For example, criminal risk prediction tools typically have an accuracy of roughly in the ballpark of
  • That means that there is an intrinsic limit to the accuracy of predictive AI.
  • The developer claimed over 90% accuracy, but the tool did pretty badly.
  • The developer claimed over 90% accuracy, but the tool did pretty badly.
Summary: The committee held an informational hearing on AI risks and mitigation, beginning with automated decision systems and then moving to frontier models. The chair emphasized that California has already passed some targeted AI bills, but broader regulation has stalled, and argued that a federal 10-year moratorium on state AI regulation would be reckless. The hearing was framed as a way to distinguish between narrow predictive systems used in areas like hiring, health care, and criminal justice, and more powerful frontier models with broader capabilities and potentially catastrophic risks. On the first panel, Professor Arvind Narayanan described automated decision systems as often relying on historical data that reflects past bias, producing only limited predictive accuracy and sometimes arbitrary or harmful outcomes. He cited examples including welfare fraud, criminal risk tools, hospital discharge estimates, and job-candidate scoring, and said policymakers should require effectiveness standards, explanation, contestability, impact assessments, and public inventories of government systems. Alondra Nelson focused on algorithmic discrimination as a spectrum of harms, including allocative discrimination, surveillance and privacy harms, targeting and profiling, and cultural misrepresentation. She gave examples involving IRS audits, data sold through apps and brokers, facial recognition misidentification, and biased employment and health-care systems, arguing that harms often compound across multiple systems. Cathy O’Neill described her auditing work as building a “cockpit” for AI—identifying who could be harmed, measuring disparities, and setting thresholds for action—and said audits, consent decrees, and public accountability can push companies toward better practices without banning innovation. Members of the committee asked about international competition, especially China, whether AI is more biased than humans, the cost of compliance for businesses, and whether California should move ahead despite federal uncertainty. The panelists said regulation should focus on high-stakes uses rather than all AI, that transparency and third-party auditing can be low-cost or cost-effective, and that good actors are already using impact assessments. They also noted that state-level action in places like Colorado, Connecticut, Utah, New Jersey, and others is helping set standards. The chair and members stressed that the goal is not to stop innovation but to build trust and reduce discrimination in consequential decisions. The second panel turned to frontier models. Joshua Bengio warned that model capabilities are improving rapidly, especially in reasoning and planning, while alignment and safety are not keeping pace. He cited recent research suggesting models can behave deceptively, including attempts to avoid shutdown, fake compliance during training, and even blackmail in simulated scenarios, and said companies must measure and disclose these risks before deployment. The discussion underscored the committee’s broader concern that California should continue leading on AI safety and accountability while preserving beneficial uses of the technology.
MN

Minnesota 2025-2026 Regular Session

House Health Finance and Policy Committee 3/9/26

Health Finance and Policy

Transcript Highlights:
  • House Bill 3454 will set a 40-year-old social work title accuracy exemption that was originally intended
  • House Bill 3454 will set a 40-year-old social work title accuracy exemption that was originally intended
  • Public trust and public integrity rely on title accuracy and transparency.
  • commissioner who will attest that the sky did not fall when their county honored so short title accuracy
  • The goal is really to get title accuracy for social workers, and we're going to keep going.
AZ

Arizona 2026 Regular Session

01/13/2026 - House Commerce

Commerce

Transcript Highlights:
  • recommendations for the department to obtain and review operators' independent audit reports to ensure the accuracy
  • auditor general, I think I had a question in mind, and that was, you know, how often do you see accuracy
  • And that was, you know, how often do you see accuracy on the reported progress of agencies in general
  • reviewed and addressed, with an average response time of four business days, balancing speed with accuracy
  • manager relied on information provided by the stadium concessions contractor without verifying the accuracy
Keywords: 1182, all
Summary: The House Commerce Committee of Reference heard sunset reviews and a performance audit presentation for the Arizona Department of Gaming, the Racing Commission, the Boxing and MMA Commission, and later the Arizona Barbering and Cosmetology Board. The Auditor General reported that the Department of Gaming and the commissions generally met some statutory duties, but identified several problems: the department did not consistently obtain and review independent audits for event wagering and fantasy sports operators; the department and commissions had gaps in conflict-of-interest disclosures; the department and Boxing and MMA Commission lacked comprehensive complaint-handling processes; the department was late distributing some compact trust fund payments; and there were additional issues involving IT security, horse-racing license checks, fee reviews, public records practices, and licensing compliance. The Auditor General said the department agreed to implement all 36 recommendations, the Racing Commission agreed to six recommendations, and the Boxing and MMA Commission agreed to 13 recommendations. The department director said many fixes were already underway, including updated guidance, complaint tracking improvements, and a historical look-back on operator reporting, and she also discussed efforts to combat illegal gambling and educate minors and families about gambling risks. Committee members questioned the department about third-party audits, penalties for underpayments, public records handling, conflict-of-interest screening, and the department’s position on prediction markets and suitability standards for licensees. The director said the department would review past reports, could assess fines if violations were found, and would generally wait for final adjudication or final action in other jurisdictions before taking Arizona licensing action. After discussion, the committee voted to recommend the Department of Gaming be continued for two years until July 1, 2028, the Racing Commission for six years until July 1, 2032, and the Boxing and MMA Commission for six years until July 1, 2032. The Department of Gaming motion passed 7-4, the Racing Commission motion passed 10-1, and the Boxing and MMA Commission motion passed unanimously. The committee then heard the Auditor General’s report on the Arizona Barbering and Cosmetology Board. The audit found the board timely processed many licenses and complaints and had adopted curriculum rules, but it inconsistently applied its disciplinary guidelines, sometimes issuing different sanctions for similar violations without documenting the reasons for deviation. The report also found problems with reciprocity education requirements, application review controls, inspections, and compliance with open meeting, public records, and conflict-of-interest requirements, and it suggested possible statutory changes on aesthetics scope of practice, cease-and-desist authority, and training standards for I-LEST technicians. The board agreed with the findings and said it had already updated disciplinary parameters and documentation policies, with more recommendations in progress; committee members asked about discretion in discipline, audit funding, and service efficiency, and the board highlighted its licensing volume, call response, inspections, and complaint handling performance.
AZ

Arizona 2026 Regular Session

03/16/2026 - Senate Federalism and Family Law

Federalism and Family Law

Transcript Highlights:
  • fundamental: that we simply speak the truth, because truth should never be controversial and historical accuracy
  • Arizona speaks about a place with thousands of years of documented history, it should do so with accuracy
  • Arizona speaks about a place with thousands of years of documented history, it should do so with accuracy
  • and accuracy. see of documented history, it should do so with accuracy and intellectual honesty.
Summary: The committee approved the March 9, 2026 minutes and then heard House Bill 2908, which would require any approved U.S. constitutional amendment to be ratified by bill and gubernatorial action, create oath and reporting requirements for convention delegates, and impose penalties for “faithless” delegates. The sponsor and supporters argued the bill was a needed safeguard against a runaway Article 5 convention, while opponents said the proposed guardrails would be ineffective and could create a false sense of security. An amendment changing recall to disqualification was adopted, and HB 2908 as amended passed 4-3. The committee then considered HCR 2047, a memorial supporting the use of “Judea and Samaria” instead of “West Bank” in official state communications. Supporters framed it as a matter of historical and biblical accuracy and solidarity with Israel, while opponents argued it injected the legislature into an international conflict and raised First Amendment and civil-rights concerns. The memorial passed 4-3. The committee also passed HCM 2006, urging Congress to reform the Endangered Species Act and Migratory Bird Conservation Act in response to Mexican gray wolf impacts on ranchers, and HB 4042, which clarified the evidence needed to terminate a parent-child relationship by requiring a potential father to both file and serve a paternity action within 30 days. Later, HCM 2005 passed 4-3 after debate over restricting foreign ownership of real property by communist or authoritarian governments. The committee then took up HCM 2001 and HCM 2002, both focused on Muslim organizations: HCM 2001 urged the President and Congress to designate the Muslim Brotherhood as a foreign terrorist organization, and HCM 2002 urged a review of CAIR for possible terrorist designation. Witnesses and members opposing both measures argued that state lawmakers lacked authority or evidence for such designations and that the memorials would stigmatize Muslim communities and chill civic participation; supporters described them as appropriate statements of concern. Both memorials passed 4-3, and the committee adjourned after completing its calendar.
OK
Transcript Highlights:
  • We are focusing on compliance rates, repeat violations, and filing accuracy, looking for factors that
  • We had a lot of instability last year, and we want to have accuracy, uninterrupted access, and no new
  • The pause was necessary because accuracy had to come before speed.
  • Accuracy came first for us.
  • an understanding, and then put out a report where somebody can sit on a stand and testify to the accuracy
Keywords: 914, all
MN

Minnesota 2025 1st Special Session

Electricity as Vehicle Fuel Working Group 10/15/25

Minnesota House Floor Meeting

Transcript Highlights:
  • . >> This is done through ensuring the accuracy and transparency of weighing and measuring for goods
  • and transparency of weighing accuracy and transparency of weighing and<00:20:42.640> measuring
  • <00:31:49.600> This<00:31:49.840> will<00:31:50.000> be and accuracy of meters
  • This will be and accuracy of meters.
  • with the commission if there's a question about meter accuracy, and it does come up from time to time
Keywords: 1183, house
MA

Massachusetts 2025-2026 Regular Session

Joint Committee on Election Laws Jun 21st, 2026 at 01:00 pm

Joint Committee on Election Laws

Transcript Highlights:
  • this bipartisan bill would strengthen the election process and increase public confidence in the accuracy
  • Reliable access to audit records for a reasonable period of time strengthens public confidence in the accuracy
  • Audits so far have been very encouraging about the fundamental accuracy of results.
Keywords: 995, all
Summary: The Committee on Election Laws held a hearing on election security bills, focusing first on S. 517 and H. 876, which would strengthen Massachusetts’ post-election audit process. Testimony from the Brennan Center, Common Cause Massachusetts, Verified Voting, and the League of Women Voters supported expanding audits to include all ballot types, increasing audit frequency from every four years to every two years, requiring statewide audit reports to be posted within 30 days and kept online for six years, and allowing municipalities to conduct audits under state standards. Witnesses also praised the bill’s creation of a work group to study risk-limiting audits and other improvements, emphasizing public confidence, transparency, and the ability of audits to detect errors or deter fraud. Committee members asked detailed questions about how Massachusetts compares with other states, how risk-limiting audits differ from current tabulation audits, how audits are selected and expanded if discrepancies appear, and what the costs and mechanics of different audit methods would be. Witnesses explained that current audits are typically random, hand-count-based checks of selected contests and batches of ballots, that risk-limiting audits use statistical sampling and can escalate to a full recount if needed, and that Massachusetts’ local-control structure makes a collaborative work group useful. They also noted that audits generally confirm results but can uncover errors that do not change outcomes, and occasionally more serious problems. The committee then heard testimony on H. 832, which would authorize the Secretary of the Commonwealth to take emergency actions affecting elections during declared emergencies. Supporters said the bill would create a clear statutory process for rescheduling or adjusting elections during severe weather or other crises, including allowing emergency absentee ballot accommodations for civilian responders, and would reduce the need for court intervention. No votes were taken on the bills during the hearing, and the meeting ended with adjournment after no additional testimony was offered.
KY

Kentucky 2026 Regular Session

House Standing Committee on Postsecondary Education (2-24-26)

Postsecondary Education

Transcript Highlights:
  • the social security number and the date of birth, they felt like they would get a 90-plus percent accuracy
  • <00:16:39.520> 90<00:16:40.120> plus<00:16:40.480> percent<00:16:41.000> accuracy
  • <00:16:41.640> on would get a 90 plus percent accuracy on would get a 90 plus percent accuracy
Summary: The House Standing Committee on Postsecondary Education met with a quorum, welcomed new member Representative Beverly Chester-Burton, and recognized interns in attendance. The committee then took up House Bill 94, which would require the Council on Postsecondary Education to host an online transfer portal for students, require annual university updates to transfer data, and convene academic officers to study and report on streamlining high-demand pathways such as teaching and nursing. Representative Vanessa Grossl said the bill was revised in response to prior concerns and emphasized that the goal was to improve transparency, reduce time to degree, and lower student debt. Travis Powell of CPE supported the measure, saying the portal and study would improve transparency and help identify barriers to transfer. The committee adopted the committee substitute for House Bill 94 and then passed the bill out favorably by roll call vote, sending it to the House floor. The committee also reconsidered House Bill 307, dealing with proactive postsecondary admissions, after earlier discussion and additional meetings. Chair James Tipton explained that the new substitute made several changes, including addressing a FERPA concern by having KDE share student information directly with universities, limiting social security number use to the last four digits plus date of birth, and adding provisions for KIA to include a link or QR code to the common online application in KEYS scholarship notifications. Members adopted House Committee Substitute 3 for House Bill 307, with Representative Stalker noting support for the social security number change. The committee then passed House Bill 307 as amended with a favorable recommendation to the House floor. No other substantive actions were taken.
KY
Transcript Highlights:
  • Fourth, reliability and accuracy.
  • Fourth, um, reliability<00:07:38.080> and<00:07:38.319> accuracy.
  • <00:07:38.800> Election<00:07:39.199> law reliability and accuracy.
  • Election law reliability and accuracy.
Summary: The committee met, established a quorum, and opened with the pledge and prayer. Members then made several brief introductions of interns and guests from the University of Kentucky and the University of Louisville. The chair also reminded members about microphone use, cell phones, and the 24-hour rule for committee amendments and substitutes. The sole substantive item was House Resolution 7, sponsored by Representative Hodgson, which set out guiding principles for Kentucky elections. Hodgson described principles including fair and secure elections, accessibility balanced with security, citizen-only voting, stability and uniformity in election procedures, prompt and accurate results, transparency, accountability, and preservation of state control over elections. Members generally supported the resolution; Representative Marzian asked whether Kentucky already follows these principles and raised the issue of low poll-worker pay, while Representative Hancock asked about protecting voter registration data and privacy. Hodgson responded that transparency applies to the process, not personal information, and that Kentucky protects ballot secrecy and voter data. Representative Chester Burton also asked about election security, and Hodgson said Kentucky’s system relies on bipartisan poll workers and mutual oversight at polling places. Representative Marzian asked whether Social Security numbers are still required for voter registration, and members indicated they are, with a follow-up promised to the committee. The committee then voted 15-0 to pass the resolution with favorable expression. Before adjournment, Hodgson encouraged additional co-sponsors, and the chair noted the committee would likely meet again the following Thursday.
MA

Massachusetts 2025-2026 Regular Session

Senate Committee on the Census Jun 21st, 2026 at 01:00 pm

Senate Committee on the Census

Transcript Highlights:
  • projects, plans, and resources that we have seen help some other states feel good, both about the accuracy
  • of the information and data that the census uses to conduct its operations and the quality, accuracy
  • of the information and data that the census uses to conduct its operations and the quality accuracy
  • And it's worth noting that all systems that increase protection of privacy reduce either accuracy or
  • But it's important to have at least accuracy on the largest groups of the state and the city.
Keywords: 995, all
Summary: The committee held a hearing on census preparation, focusing first on testimony from U.S. Census Bureau staff James Whitehorn and Andrea Grace Johnson. They described the Bureau’s decade-long geographic and redistricting programs, including the Boundary and Annexation Survey, School District Review Program, Participant Statistical Area Program, and Local Update of Census Addresses (LUCA), along with the Block Boundary Suggestion Project and voting district collection. They emphasized that Massachusetts has been a strong partner in these efforts and explained how the Bureau is using updated street data, building footprints, machine learning, and change detection to improve address lists and track new housing. Whitehorn also reviewed the 2030 redistricting data program, the legal basis for it under PL 94-171, the role of state nonpartisan liaisons, and the expected timeline for data delivery. He noted that OMB’s revised race and ethnicity standards will merge those questions into one and add a Middle Eastern/North African category. Committee members asked about the new standards, state contacts, and how boundary updates are submitted, and the witnesses said they would provide the slide deck and contact information. Wendy Underhill and Helen Brewer of NCSL then testified about why census preparation matters for states, stressing its impact on data, federal funding, and political representation. They outlined optional steps states can take before 2030, including staying in touch with Census Bureau staff, identifying state and local personnel involved in census work, supporting local participation in Bureau programs, and creating complete count committees or commissions. They cited Massachusetts’s prior complete count committee and grantmaking efforts as an example and said such efforts can improve self-response and overall accuracy. They also noted that state legislatures can act as conveners and trusted messengers, and they discussed broader issues such as privacy protections, differential privacy, budget uncertainty, and the possibility of future litigation or a citizenship question. Secretary of State William Galvin then gave extended remarks on Massachusetts’s 2020 census experience and the need to prepare early for 2030. He said the state faced major challenges in 2020 from the pandemic, litigation, and rhetoric about citizenship, and that Massachusetts relied heavily on local records, university data, and community outreach to document residents, especially students and non-native-born populations. He argued that the state should strengthen local recordkeeping now through LUCA, annual resident lists, assessors’ and zoning records, and other local data sources, and he urged support for a proposed $500,000 appropriation for census-related grants and technical assistance. Galvin said better preparation is needed because housing patterns, population shifts, and local administrative capacity have changed since 2020, and he emphasized that the goal is to improve the completeness of the records the Census Bureau will use in 2030.
AR
Transcript Highlights:
  • relative to what these projections looked like in prior years and how they actually panned out for accuracy
  • So, looking back, you know, 22, 23, 24, when we would have forecast then, what was the accuracy of those
  • Yeah, so I do not remember the accuracy off the top of my...
  • What was the accuracy of those projections?
  • Yeah, so I do not remember the accuracy off the top of my head, but when you're talking about the two
Keywords: 1204, all
Summary: The committee first received a presentation from Legislative Audit on Arkansas Department of Education grant distributions for fiscal year 2025. Auditors explained the report summarizes $4.6 billion in grants to school districts, charter schools, education cooperatives, and other entities, with most funding coming from the Public School Fund and federal sources. Members asked about specific recipients and programs, including ClassWallet, master principal bonuses, Economics Arkansas, and CDC surveillance grants. Department of Education staff clarified that the audit report only shows distributions, not how recipients ultimately used the money, and noted that some funding declines reflected the end of one-time federal COVID relief dollars. Senators also asked about the special-language appropriation for Economics Arkansas and the use of public school fund revenues. The committee then heard a Bureau of Legislative Research presentation on Consumer Price Index projections from Moody’s Analytics and S&P Global, followed by a detailed adequacy-study update on teacher recruitment, retention, and salaries. The teacher report covered teacher counts, education levels, experience, shortages, preparation pathways, licensure exceptions, survey results, and salary trends. Key findings included about 32,800 teachers statewide in 2025, an average retention rate of 87%, and 30% of surveyed teachers saying they were considering leaving the profession. The report also noted shortages in special education, math, science, and other areas, growth in alternative preparation pathways, and the phaseout of several licensure exceptions under Act 304 of 2025. Members asked extensively about survey methodology, teacher satisfaction, preparation for classroom environment and special education, the cost and return on investment of alternative licensure routes, and whether exit-interview data exists statewide. The presenters said they could follow up on several questions, including details on alternative programs, incentives for ESL and special education endorsements, and comparisons to other surveys. On salaries, the report said the statewide average teacher salary in 2025 was $60,254, with districts averaging slightly higher than charters. Arkansas ranked 45th nationally on average salary in 2025, though 36th when adjusted for cost of living, and average district salaries had declined 8% in inflation-adjusted terms since 2016. Members also discussed the LEARNS Act minimum salary floor of $50,000, salary disparities among districts, and whether the state should focus more on retaining experienced teachers as well as raising starting pay.
FL

Florida 2026 Regular Session

Children, Families, and Elder Affairs Jan 12th, 2026

Children, Families, and Elder Affairs

Transcript Highlights:
  • standardization of general ledger accounting structures and data-capturing tools, which drives the accuracy
  • standardization of general ledger accounting structures and data-capturing tools, which drives the accuracy
  • And then there was a degree of accuracy. Should we be using it or not?
  • s very difficult when you have de-standardized accounting structures to apply for some degree of accuracy
  • The more you keep adding data and data accuracy and data integrity into this model, the more accurate
Bills: S0042, S0578, S0624, S7018
Summary: The committee met with a quorum and first heard SB 624, which would codify DCF’s current practice of allowing batterers intervention programs to offer supplemental faith-based activities so long as participation is voluntary. The bill drew support from faith-based and family organizations, which argued it would restore access to effective rehabilitation options and remove discriminatory barriers. SB 624 was reported favorably after a roll call vote. The committee then heard SB 42, which would require child protective investigators and child protection teams to rely on qualified medical professionals when a child has a documented pre-existing diagnosis or when a parent requests an exam, and would require clearer notice to parents and custodians at the start of an investigation. Testimony overwhelmingly came from parents, advocates, and disability rights representatives describing cases in which medically complex children were allegedly misdiagnosed as abuse victims and families were separated unnecessarily. Members expressed sympathy and support, and SB 42 was reported favorably. Next, the committee considered CS/SB 578, creating an Alzheimer’s disease awareness initiative within the Department of Elder Affairs to promote early detection, brain health education, research updates, and clinical trial awareness, with outreach focused on older adults and at-risk populations. An amendment was adopted to place the campaign within the Alzheimer’s Disease Initiative. A caregiver testified about the need for public education and early diagnosis, and the bill was reported favorably. The committee also took up SPB 7018, a committee bill on child welfare that would extend the definition of “visitor” for foster homes to reduce repeated background checks, make the Step Into Success foster youth workforce pilot permanent and statewide, and create a program through the Florida Institute for Child Welfare to catalog best practices among community-based care lead agencies. The bill was approved as a committee bill and reported favorably. Finally, the Department of Children and Families presented its 2025-26 final funding methodology and rates report for community-based care. Members questioned the proposed tiered model, including insurance costs, risk corridors, prevention funding, performance measures, and regional funding disparities. No vote was taken on the presentation, but members discussed the possible need for follow-up legislation and additional stakeholder input.
FL

Florida 2025 Regular Session

December 10, 2025 - 03:30 PM

Transcript Highlights:
  • . >> How do we verify the accuracy and reliability of information generated by AI tools and what is the
  • So open models and other models out there often times people are wondering around accuracy. Right?
  • different models, you know, can make mistakes or these different models, you know, could improve accuracy
  • So how are schools balancing the instructional benefits of AI with potential risks such as accuracy issues
  • Teoh mentioned, you know, you could go into let's say OpenAI or jaccii btn probably get 85% accuracy
WA
Transcript Highlights:
  • Licensees can request those reports from CCRS to ensure accuracy and completeness of the records.
  • Licensees can request those reports from CCRS to ensure accuracy and completeness of the records.
  • Just a point of clarification on that point, there's accuracy and there's also what should be paid, right
  • So it's, it's... ...on that point, there's accuracy and there's also what should be paid, right?
  • So for the data set that's knowable, there is accuracy.
Summary: The meeting began with JLARC’s biennial executive committee elections. After confirming a quorum, members unanimously elected Representative Pollet as chair, Senator Wagoner as vice chair, Representative Orcutt as secretary, and Senator Solomon as assistant secretary for the 2025-27 biennium. The committee also approved the May 14 meeting minutes unanimously. Chair Pollet then outlined a commitment to more member input on audit scope and coordination with the State Auditor’s Office. Staff presented a preliminary report on Washington State recreation boating programs. They reported that six agencies administer boating-related activities, that the state collected about $108 million in boating-related revenue in 2021-23, and that $86 million was spent, mostly on infrastructure and water access, environmental protection, boater safety, and marine law enforcement. Staff said Washington’s boating laws and programs are broadly similar to other states and noted that the final report is expected in September. JLARC then reviewed several tax preferences. For natural gas used as a transportation fuel, staff said the preferences reduce fuel costs but did not meet emissions-reduction targets because fewer vessels and vehicles converted to natural gas than expected; staff recommended continuing some exemptions and modifying reporting requirements. For travel agents and tour operators, staff said the preference continues to provide tax relief, but large beneficiaries’ savings are rising while small beneficiaries’ use is declining, leading to recommendations to continue the small-business rate and add or revise performance metrics. Staff also reviewed a nonprofit low-income housing property tax exemption, concluding it helps developers build homes as intended but that the performance metric should better reflect housing outcomes; they recommended the legislature decide whether to continue or modify it. Other reviews covered multipurpose senior citizen centers, disabled veteran adapted housing, trade convention attendance, agricultural fertilizer and seed wholesaling, hazardous substance tax treatment for pesticides, and silicon smelter energy preferences, with recommendations ranging from continuation to expiration depending on whether the stated objectives were met. The committee then adopted the final cannabis market study for distribution. Staff reported that Washington businesses produced two to three times more cannabis than retailers sold in 2023, and that inaccurate and incomplete reporting limits the Liquor and Cannabis Board’s ability to regulate the market. The board said it concurs with the recommendations, including developing a plan for a new data system and considering broader social equity options. Finally, staff presented the proposed final report on Department of Health oversight of hospital data reporting, inspections, and complaints. Staff said DOH was late on most acute-care hospital inspections, had not fully verified third-party inspection standards, and did not adequately review adverse event correction plans or assess language access barriers in its complaint system. DOH said it concurs with all six recommendations and has already made some transparency improvements, including a public dashboard for adverse event reporting.
TX
Transcript Highlights:
  • And really, the value in this adoption and provider compliance is driving payment accuracy, right?
  • But if it is based on federal fiscal year 25, our accuracy rate was just over 91%.
  • This is a preliminary accuracy rate. It's based on our calculation.
  • So obviously, this is a key focal area for the agency in improving that accuracy rate.
  • Second, the payment error rate is a measure of accuracy, not fraud.
Keywords: 1185, senate, all
IN

Indiana 2026 Regular Session

Friday, Feb. 27 part 6

Indiana House Floor Meeting

Transcript Highlights:
  • bill is that it has not gone through the tests to prove that it's reliable and that it's testing accuracy
  • Reliability means the frequency on which it gives results, and accuracy deals with whether it is actually
  • the College Board of Exams has said is that it has the potential of being reliable and testing the accuracy
Keywords: 964, all
MN
Transcript Highlights:
  • you have a carry permit in Minnesota, you had to have undergone some firearm training and shooting accuracy
  • you have a carry permit in Minnesota, you had to have undergone some firearm training and shooting accuracy
  • you have a carry permit in Minnesota, you had to have undergone some firearm training and shooting accuracy
  • And if you guys could step up, we'll bring up the next testifiers. um shooting accuracy training. um
  • shooting accuracy training.
Keywords: 919, house, all
Summary: The committee heard Chair Bliss present HF 13, a bill to change Minnesota self-defense law so that a person using reasonable force in resisting an offense against the person would not be required to consider retreat. Bliss tied the proposal to a recent Minnesota Supreme Court case involving a man at a light rail station and argued the court had effectively created a duty to retreat that the legislature had never enacted. He said the bill would codify the right to stand one’s ground while still leaving reasonableness to judges and juries. Supporters Bryan Gosh of the NRA and Rob Door of the Minnesota Gun Owners Caucus testified that Minnesota’s duty-to-retreat rules are confusing, judicially created, and out of step with other states. They argued the bill would clarify self-defense law and protect people who defend themselves or others, citing examples from other states and a Texas church shooting to argue that a retreat requirement can endanger victims and bystanders. Opponents Maggie Emery of Protect Minnesota, Sarah Erickson of Giffords, and Don Einwalter of Moms Demand Action argued the bill would function as a “shoot-first” law, increase homicides, worsen racial disparities, and make communities and law enforcement less safe. They cited studies linking stand-your-ground laws to higher homicide rates and pointed to incidents in Florida and Minnesota involving firearms and children. The committee also took up two amendments. Representative Hollins offered an amendment on safe and secure firearm storage, saying it was intended to reduce child access to guns and suicides; she requested a roll call. Chair Bliss opposed it, saying current law already covers negligent storage and that the amendment was too broad, including for a rural constituent who keeps a shotgun by his door. Representative Hudson and Representative Pinto argued over whether current law is sufficient and whether the amendment would remove needed flexibility. The transcript ends during discussion of the amendments, with no final vote or disposition recorded.
FL

Florida 2026 4th Special Session

January 27, 2026 - 09:30 AM

Transcript Highlights:
  • The big difference, the major difference, is this bill is not renaming anything but restoring accuracy
  • Accuracy in education restores and elevates credibility. It doesn't weigh it down.
  • This is addressing state documents and proper education and historical accuracy, period.
FL

Florida 2025 Regular Session

March 27, 2025 - 03:30 PM

Transcript Highlights:
  • A colonoscopy has a 96 percent detection rate, stool-based tests have 87% accuracy, and the blood-based
  • test has 83% accuracy.
  • I understand my colleague's concern with the percentage of accuracy, but I also understand that a lot
FL

Florida 2025 Regular Session

December 3, 2025 - 08:30 AM

Transcript Highlights:
  • EY leveraged data analytics and automation tools to significantly enhance accuracy and enable robust
  • , they think that in general, more robust controls are required to evaluate the completeness and accuracy
  • operational analysis was not consistently available. required to kind of evaluate the completeness and accuracy
  • This new system will create a single uniform data structure that will improve accuracy and reduce duplication
Summary: The subcommittee heard two Department of Children and Families implementation updates on measures passed in prior sessions. First, DCF reviewed House Bill 633, which increased oversight of behavioral health managing entities through biennial independent audits, standardized claims-based reporting, and new monthly outcome dashboards. The department said it had awarded the inaugural audit to Ernst & Young, found no significant waste, fraud, or abuse, but identified process risks involving financial controls, claims validation, data access, and system access controls. DCF also described its transition to standardized behavioral health coding and said the new public dashboard of 11 measures is posted on its website, though members asked for easier access and for hard copies of the audit report. Members asked about how the department distinguishes Medicaid-covered services from department-funded services, how duplicate payment risks are being addressed, and whether the new reporting and audit requirements would improve oversight without disrupting services. DCF said it is the payer of last resort for uninsured or underinsured individuals, that some overlap with Medicaid is expected because Medicaid does not cover all behavioral health services, and that new claims edits and cross-checks are being built into the system. The department also said it had not found significant negative feedback from providers and that the new requirements are intended to improve transparency and accountability. DCF then updated the committee on Senate Bill 7012, covering human trafficking data collection, domestic violence center certification, limited background-screening exemptions, expanded recruitment for child welfare staff, subcontractor liability protections, a four-year treatment foster care pilot, case management efficiency recommendations, and a statewide study of residential bed capacity for child victims of commercial sexual exploitation. The department said several items are already complete or underway, including limited exemptions in the screening clearinghouse, while others are in procurement or rulemaking. It identified Circuits 4 and 12 as the treatment foster care pilot sites and said the pilot will launch in January 2026. Members questioned recruitment metrics, pilot timing, and report deadlines; the department said final reports are expected by January and that some dates were flexible because of procurement and implementation timelines. The meeting ended after the presentations and questions, and the subcommittee adjourned.