Video & Transcript Research : 'payment methods'

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LA

Louisiana 2026 Regular Session

Health and Welfare May 12th, 2026

Health and Welfare

Transcript Highlights:
  • Well, what I was going to say was that I had called them again last week, and the method that they were
  • Does the entity currently get like a daily fee, and all of those payments are bundled in that fee?
Summary: The House Committee on Health and Welfare met on May 12 and first reported HCR 98 favorably without objection. The resolution asks the Louisiana Department of Health to study whether SNAP benefits could be used to pay grocery delivery fees and related costs, especially for elderly and mobility-limited recipients. The author said the measure would not change SNAP rules, only request a study, and LDH was not opposed. The committee then advanced several Senate bills. SB 273, on hospice care in inpatient licensed facilities, was amended and reported favorably; the bill requires documentation of hydration, nutrition, and care decisions and clarifies facility responsibility when multiple providers are involved. SB 415, creating the Empower Louisiana Food Purchase Program, was amended and reported favorably; the author described it as a privately funded, charity-run food card program for people in need, with LDH to develop rules. SB 437, a cleanup bill on judicially referred residential substance abuse treatment facilities, was reported favorably, with LDH explaining that facilities providing treatment must be licensed and surveyed. The committee also approved SB 451 on newborn hearing screenings, which updates terminology and expands reporting requirements to improve early detection and intervention for deaf or hard-of-hearing children. SB 426, modernizing the addictive disorder regulatory authority and creating a licensure pathway for peer support specialists, was reported favorably with amendments after testimony from behavioral health providers and training organizations. SB 236 on annual LDH reviews of kidney disease treatment in Medicaid, SB 39 creating provisional licenses for massage therapist graduates, SB 190 tightening oversight of nursing facilities in the CMS Special Focus Facility Program, and SB 124 allowing peer review sharing within a health system were all reported favorably, most with technical amendments. The committee also reported favorably HR 174 urging study of fenbendazole for cancer, SB 270 allowing terminally ill patients to use medical marijuana in health care facilities, SB 359 changing terms for a Morehouse Parish hospital district board, and HR 194 requesting de-identified school visual acuity screening data for researchers. The meeting ended with a motion to adjourn.
WA

Washington 2025-2026 Regular Session

Senate Law & Justice Dec 4th, 2025

Transcript Highlights:
  • volume of work here and given our non-unified court system, it's going to take both of these vacate methods—individualized
  • need the state to commit to funding 50% of public defense costs by 2031, with a substantial down payment
Summary: The committee received agency updates on several behavioral health and justice programs. The Health Care Authority reported that assisted outpatient treatment (AOT) has expanded from two counties to eight, with a ninth expected in December, and described AOT as a court-ordered, least-restrictive treatment model that depends on close coordination among courts, treatment providers, and local officials. The agency also reviewed Joel’s Law, which lets family members, guardians, conservators, or tribes petition for an initial involuntary detention when they disagree with a designated crisis responder’s decision. Judges Ferreira and Larson said petition use has increased significantly statewide and in Snohomish County, but many cases do not proceed beyond the initial detention stage; they also noted family frustration, disjointed processes, and bed shortages as ongoing issues. Committee members asked about expansion criteria, the law’s effectiveness, and how the system fits together with other mental health interventions. The Attorney General’s Office presented on the hate crimes and bias incidents hotline created by SB 5427. The hotline began a pilot in King, Clark, and Spokane counties on July 1, 2025, with a statewide launch planned for 2027. Officials said the advisory committee helped shape the referral process, intake questions, outreach materials, and public branding. In the first five months, the hotline received 301 reports, with roughly 45% from King County and about 38% from outside the pilot counties; 42% requested follow-up, and only about a quarter of those wanted law enforcement referral. Testimony emphasized that the hotline is non-emergency, anonymous if desired, and focused on referrals rather than investigation. Members asked about why callers do not seek law enforcement involvement, how the hotline compares with Oregon’s launch, and what kinds of incidents are being reported. The Office of Independent Investigations reported progress on its work investigating police deadly force fatalities. Director Roger Rogoff said the agency has grown to 66 employees, including 31 investigators, and has completed six fatality investigations, with two public final reports posted. He said the office now operates in Region 1 and plans to expand statewide as staffing allows, with a future east-side expansion dependent on additional investigators. He also said the office has 29 requests to review prior cases, but those reviews are time-intensive and limited to cases with new evidence. Committee members asked about staffing needs, local cooperation, and whether the office conducts parallel investigations; Rogoff said OII performs the criminal investigation, while agencies may still do administrative reviews. The committee then heard a lengthy panel on public defense caseload standards and funding. The Washington State Bar Association, Washington Defender Association, county representatives, and city representatives all discussed the new caseload standards and the implementation timeline. Speakers said the standards reflect modern public defense realities but warned that funding, attorney recruitment and retention, office space, and data collection remain major barriers. Survey results from county offices showed wide variation in readiness, with many counties uncertain about timelines and most citing lack of funding as the biggest obstacle; attorney attrition was also described as high. County and city representatives argued that the new standards will require far more attorneys and support staff, and that local governments cannot absorb the cost without substantial state funding. They urged the Legislature to increase state support, improve workforce pipelines, and address structural issues in the public defense system.
MN

Minnesota 2025-2026 Regular Session

Public Safety Committee Meeting - 2025-03-28

Public Safety Finance and Policy

Transcript Highlights:
  • Would that payment come from the charter school itself or from whoever owns that building?
  • Lastly, we are proposing technical corrections that would provide a more streamlined method for the delivery
Bills: HF2432
TX
Transcript Highlights:
  • Yeah, I mean, that's why I changed the frequency and the, you know, method of getting the payments, the
Summary: The Texas Ethics Commission met on March 11, 2025, first in executive session and then in open session. The chair announced that, in light of Texas Attorney General Opinion KP-484, the commission would conform its practices to the opinion and move to repeal tolling rules for sworn-complaint deadlines. The chair also said the commission would dismiss 36 pending sworn-complaint cases in which the 120-day settlement deadline had been exceeded, even though the delay had been tolled under prior TEC rules. The commission then set future meeting dates for June 12 and September 17 and approved prior meeting minutes. The commission adopted a new criminal-referral rule clarifying that, once jurisdiction over a complaint is accepted, commissioners may vote to make a criminal referral. It also adopted revised advisory-opinion rules, with a clarifying amendment from a commenter, and republished proposed changes to the definition of “principal purpose” for political committees after staff recommended a 49 percent political-activity threshold and further public input. The commission published for comment proposed changes to ethics training rules, facial-compliance review procedures, late-filing waiver and reduction rules, and sworn-complaint procedures, including tighter discovery limits, a default-order set-aside process, and removal of tolling language inconsistent with KP-484. It also republished Chapter 28 rules on Speaker-candidate reporting. The commission adopted several advisory opinions. It declined to give an affirmative defense on whether certain school-district communications were political advertising because related litigation had already addressed the issue. It reaffirmed that a House member may use donated district-office space if it is not reimbursable with public funds and was accepted before the contribution moratorium. It also concluded that a judge may use political funds for travel to a Navy-hosted event as a local dignitary, that legislators’ use of a corporate aircraft for a border-region fact-finding trip could be permissible but would likely trigger reporting obligations, that a TCEQ commissioner’s revolving-door restrictions apply only to matters actually placed before the commissioner, and that a part-time legislative staffer may not take outside employment assisting a registered lobbyist. The commission then heard and acted on numerous fine-waiver appeals, granting several full waivers or reductions and approving staff recommendations on others, and terminated a number of inactive campaign treasurer appointments. Finally, the executive director briefed the commission on the 2025 legislative session, noting that staffing requests are tied to Sunset recommendations and that the House had preliminarily recommended about half of the commission’s appropriations requests.
NH

New Hampshire 2025 Regular Session

House Science, Technology and Energy (02/03/2025)

Science, Technology and Energy

Transcript Highlights:
  • Green energy is an energy that can be produced using a method or form or source that can cause no harm
  • only government can make a decision like that when the facts are well known to everybody, and the method
  • and<04:44:15.080> the<04:44:15.360> me<04:44:15.760> the<04:44:16.280> method
  • <04:44:16.638> is<04:44:16.920> there everybody and the me the method is there everybody
  • and the me the method is there all<04:44:17.600> someone<04:44:17.920> has<04:44:18.040
Keywords: 1189, house, all
NH

New Hampshire 2025 Regular Session

House Labor, Industrial and Rehabilitative Services (01/21/2025)

Labor, Industrial and Rehabilitative Services

Transcript Highlights:
  • It's a sector of labor law that pertains to, you know, payment of wages, oversight of minimum wage payment
  • They simply need to be connected to resolve either a bill or indemnity payment, cash payments that are
  • <01:17:36.080> of primarily ones related to non-payment of primarily ones related to non-payment
  • <04:55:57.920> when provide uh supplemental payments when provide uh supplemental payments
  • <05:07:50.840> from there is a severance or any payment from there is a severance or any payment
Keywords: 1189, house, all
TX

Texas 89th 1st C.S.

Public Health Aug 13th, 2025

Public Health

Transcript Highlights:
  • We do have methods now that allow us to test marijuana, which are plant-based cases.
  • What I would encourage you to think about: don’t think about the method of ingestion.
  • Even when a product looks illegal, it must go to a crime lab, be tested with validated methods, and come
  • And did I hear you say that you were accused of receiving payments from the industry?
  • percent of those 200,000 people arrested were framed for cannabis using this illegitimate testing method
Summary: The House Committee on Public Health heard House Bill 5, a proposal to ban THC products outside the Texas Compassionate Use Program while allowing non-intoxicating CBD and CBG products under tighter regulation. Chair Van Deaver gave a lengthy background on the 2018 federal Farm Bill and Texas’s 2019 hemp law, arguing that the lack of guardrails allowed a large, unregulated THC market to develop. HB 5 would impose licensing fees, product registration, testing and inspection requirements, and restrictions intended to keep products away from children. Invited witnesses from law enforcement strongly supported the bill. Steve Dye of the Texas Police Chiefs Association and Brian Hawthorne of the Sheriffs’ Association of Texas argued that THC consumables are widely mislabeled, often far more potent than advertised, and linked to youth access, impaired driving, and organized crime. Both said regulation would be ineffective and would amount to legalization, while a ban would be easier for officers to enforce. They also emphasized support for the Texas Compassionate Use Program and said medical THC should remain available. Dr. Peter Stout of the Texas Association of Crime Lab Directors and Alice Amelot of Texas DPS testified as resource witnesses about forensic testing. They said current lab resources are already stretched thin, that quantitative testing for THC and related cannabinoids is expensive and time-consuming, and that a ban would simplify enforcement because labs could focus on presence/absence testing rather than concentration. Amelot said DPS labs are neutral on the bill but explained that mislabeled products and inaccurate certificates of analysis are common. Committee members asked about traffic safety, impairment, youth use, and the costs of enforcement and lab testing; witnesses repeatedly said the bill would reduce complexity for law enforcement but that any approach would still require more resources for labs.
TX

Texas 89th 2nd C.S.

S/C on Family & Fiduciary Relationships Mar 24th, 2025

S/C on Family & Fiduciary Relationships

Transcript Highlights:
  • in Dallas County, there's a percentage of the party's income that is used to support part of the payment
  • Um, but yes, the proper method is to file a partition.
  • Uh, the old method, but what it does is just eliminates.
Bills: HB116
NM

New Mexico 2025 Regular Session

IC - Indian Affairs Sep 25th, 2025

House Government, Elections & Indian Affairs

Transcript Highlights:
  • We get small chunks of payment. Probably Mr.
  • Curlew would be able to best answer that question, but right now we just got one payment for this year
  • They just give us an idea of what we're supposed to get for the year, and then we slowly get payments
  • This also has a kind of a graduated payment structure, and as of last year or 2025, this is as of June
  • He's changed some of his irrigation methods since his father planted the orchard.
NM

New Mexico 2025 Regular Session

House - Chamber Meeting Mar 1st, 2025

Transcript Highlights:
  • to put together a piece of property, often or even a fourplex, and they need to pay their mortgage payment
  • Speaker, gentlelady, what if they came and they said, "My other source of income is cash payments that
  • Speaker, gentlemen, the only thing that you're required to do is to sign the housing assistance payment
  • out for the next year, or the next month, or the next few weeks just to be able to make that rental payment
  • And so that's... ...one method, one way that we know that this scholarship could be helpful to keeping
CA

California 2025-2026 Regular Session

Assembly Floor Session Jun 3rd, 2025

California House Floor Meeting

Transcript Highlights:
  • Technical Assistance Center to provide training and educational materials on the use of alternative methods
  • A piece for down payment assistance.
  • $200,000 to the House of Representatives. $1,000 a pop to folks who need it for a first time down payment
  • Even as a legislator, I cannot earn or save. enough to afford a down payment.
  • This bill would extend the existing market development payment program for glass. local manufacturers
Keywords: 988, house, all
MD

Maryland 2026 Regular Session

Senate Floor Session, 4/10/2026 #1

Maryland Senate Floor Meeting

Transcript Highlights:
  • alters the method for allocating funds alters the method for allocating funds for<00:55:57.080> the
  • This bill authorizes MSDE to award partial scholarships and to set a sliding fee co-payment scale for
  • <01:04:51.720> scale<01:04:52.040> for a sliding fee co- co-payment scale for a sliding
  • fee co- co-payment scale for the<01:04:52.240> child<01:04:52.600> care<01:04:52.800><
  • If people want to agree to accept bars of gold in payment of debts, that's fine.
Summary: The Senate opened with an invocation by Associate Pastor Justin Wills of Miracle Temple Church in Lothian, followed by remarks recognizing his family’s ministry and requesting that the prayer be journalized. The chamber then moved through several introductions, including Johnston Square Elementary students who were recognized for strong grades, education-related guests, and staff and family members of senators. After the roll confirmed a quorum, the Senate returned to business. On third reading, House Bill 563, concerning emergency response animals, was amended to align the House and Senate versions. The amendment added self-defense as an affirmative defense, included horses used in search and rescue within the definition of emergency response animal, added a definition of law enforcement unit, and adjusted penalties. The bill then passed with 44 affirmative votes. The Senate also took up Senate Bill 159 on EMS vehicle supplies and neonatal care; the chamber refused to concur in House amendments and sent a message asking the House to recede or appoint a conference committee. The Senate introduced House Bill 420 and referred it to Rules. In Judicial Proceedings, Senate Bill 791 on immigration enforcement prohibitions in correctional facilities was reported favorably with three amendments, including technical changes, limits tied to certain convictions, notice requirements for state facilities, and authorization for judges or commissioners to consider immigration detainers in bail decisions. The minority leader and others requested that the bill be special ordered for more time to review and prepare amendments, arguing the issue was controversial and had been fast-tracked; supporters of the committee report said the bill had already been heard and discussed. The debate over the special-order motion was ongoing at the end of the transcript.
MN

Minnesota 2025-2026 Regular Session

House Floor Session 5/17/26 - Part 6

Minnesota House Floor Meeting

Transcript Highlights:
  • So, we are going to be happy we pass a bonding bill today, but it's a down payment.
  • There is today, but it's a down payment.
  • <00:45:21.760> Um payments to nursing facility workers.
  • Um payments to nursing facility workers.
  • And we're paying their directed payment program. That's $100 million.
Keywords: 919, house, all
Summary: The House took up House File 719, the capital investment/bonding bill, and members spent much of the debate praising committee staff and describing the bill as a bipartisan product shaped by statewide bonding tours and negotiations. Supporters highlighted major infrastructure and public facility projects, including water and sewer work, transportation projects, housing, natural resources, and specific local needs such as Grand Marais, the Manomomen County hospital/nursing home, and airport tower funding. Several members emphasized that the bill was a “Team House” effort and argued that infrastructure funding should not be treated as partisan. During debate, members also focused on the bill’s water infrastructure investments and the need for broader, dedicated funding to address lead pipes, PFAS contamination, and rising wastewater costs. Representative Lee noted that more than $400 million in the package went to water infrastructure, while other speakers pointed to transportation funding and a one-time reduction in tab fees as important elements of the bill. Representative Franson and others urged support, saying the package reflected statewide needs and was a down payment on larger asset-preservation needs. The House adopted three technical amendments to House File 719, then gave the bill its third reading. After floor discussion, Representative Niska moved to lay House File 719 on the table, and the motion prevailed, tabling the bill. The chamber then moved on to House File 2484, the cash portion of the infrastructure package, where members again described the measure as a small but important funding bill and discussed a Lower Sioux Indian Community Dakota language item and the limited size of each caucus’s cash allocation.
FL

Florida 2026 Regular Session

FL House Floor Session - 2026-03-03 (10:00AM Session)

Florida House Floor Meeting

Transcript Highlights:
  • So it talks about payments and agents, but when you read it...
  • CS for CS for House Bill 175, a bill to be entitled an act relating to payment stablecoin.
  • Relating to payment stablecoin. Are there any amendments? No, that is, Mr. Speaker.
  • It's not casual, it is not political, it is methodical and evidence-based.
  • I understand... ...and requires documentation to reduce payment error rates.
Summary: The House opened with prayer, a moment of silence for former member Chester Clem, the Pledge of Allegiance, and quorum confirmation. Members then adopted the special order report for the day and approved a Rules and Ethics Committee report amending House Rule 15.3 to allow fundraising under certain circumstances during extended or special sessions. The chamber then took up several bills. HB 1405 on a statewide project for missing persons with special needs passed unanimously. CS/CS/CS/SB 290, the Department of Agriculture and Consumer Services bill, passed 94-10 after debate focused on conservation land surplus procedures and agricultural use of state lands. CS/CS/CS/HB 905, the “Fire Act” on foreign influence, foreign gifts, critical infrastructure, sister city agreements, and related restrictions, passed 80-20 after the House adopted an amendment adding a prohibition on certain surrogacy contracts involving citizens or residents of foreign countries of concern. CS/CS/HB 1197, dealing with information technology procurement and contracting, passed 109-0. HB 1103 on local administration of vessel restrictions passed unanimously. The House also debated CS/CS/CS/HB 399 on land use and development regulations. Supporters said it would limit development fees, standardize compatibility rules, allow manufactured homes in RV parks, and lower voting thresholds for comprehensive plan changes to address housing affordability; opponents argued it would preempt local control, weaken voter-approved urban boundary protections, and risk conservation lands. An amendment to preserve Orange County’s boundary rules failed, while a technical amendment on manufactured homes passed. The bill then passed 71-38. The House also passed several local bills, including measures for the Pace Fire Rescue District, Avalon Beach/Mulat Fire Protection District, East Point Water and Sewer District, Fellsmere Water Control District, and Headwaters Water Control District, with votes ranging from 83-27 to unanimous approval. The transcript also included farewell remarks from Representative Angie Nixon before the House returned to remaining business.
FL

Florida 2026 5th Special Session

FL House Floor Session - 2025-04-25 (10:00AM Session)

Florida House Floor Meeting

Transcript Highlights:
  • Counties are responsible for the continued payment of any debt service or existing contracts related
  • are trying to find ways to provide relief to property owners, to provide relief on property tax payments
  • a legislature, mandate property tax... ...to property owners, to provide relief on property tax payments
  • It establishes regulatory standards for payments to affiliated entities, including MGAs, attorneys in
  • And we need to really understand that having a centralized method or...
Summary: The House opened with prayer, a moment of silence for fallen Oviedo Officer Jimmy Serrano-Torres, the Pledge of Allegiance, and recognition of Chief Joseph Tuminelli as law enforcement officer of the day. The Rules and Ethics Committee report setting the special order calendar was adopted, and the Speaker announced schedule changes for the following week, including canceling the floor session on Monday and starting Tuesday at 10:30 a.m. The main floor action centered on CS/HB 7033, the House tax package. Sponsor Rep. Duggan described broad tax changes, including reducing the state sales tax rate from 6% to 5.25%, exempting certain bullion sales, repealing the aviation fuel tax, delaying the natural gas fuel tax, changing corporate income tax treatment for charitable trusts, reducing the pari-mutuel tax on card rooms, and major changes to tourist development tax (TDT) use. The bill would redirect most TDT revenue toward property tax relief, dissolve tourist development councils, and include related property tax and local tax administration changes. Several amendments were debated: a Driscoll amendment to preserve local TDT flexibility failed; Duggan’s amendment giving local governments 25% discretion over TDT revenues was adopted; Eskamani’s combined-reporting amendment failed; and a Duggan amendment requiring audit certification of compliance with the TDT/property tax relief provisions was adopted. After debate, CS/HB 7033 passed 78-29. The House then took up CS/CS/HB 1221 on local option taxes, which was presented as a companion-style measure to give local governments more flexibility while redirecting TDT revenues toward property tax relief. Supporters argued the bill would provide immediate relief to property owners and restore accountability in local tax use, while opponents warned it would undermine tourism funding, infrastructure, and local services. An amendment allowing local governments to retain 25% of TDT revenues for general purposes was adopted, and the bill passed 62-45 after floor debate. The final item shown was the reading of CS/CS/HJR 1257, a proposed constitutional amendment related to property tax exemptions and assessment limits, but the transcript cuts off before debate or action on that measure.
HI

Hawaii 2025 Regular Session

WAM-LBT, WAM-TCA, WAM-HHS Informational Briefings 01-16-2025

Hawaii Senate Floor Meeting

Transcript Highlights:
  • yeah list of all of your defin payments yeah over<02:37:45.359> payment<02:37:45.720> I
  • In general, we're limited to 5% payment on our revenues.
  • payment payment program<03:11:42.920> for<03:11:43.120> the<03:11:43.479> 206<03
  • <03:33:31.439> so received their incentive uh payment so received their incentive uh payment
  • Are we getting the applications and then the payments? I will double-check.
Keywords: 912, senate, all
KY
Transcript Highlights:
  • payments.
  • An improper payment is a payment that otherwise should not have been made.
  • So, while all fraud payments are by definition improper payments, not all improper payments are fraud
  • payments.
  • So, while all fraud payments are by definition improper payments, not all improper payments are fraud
Keywords: 958, all
Summary: The Medicaid Oversight and Advisory Board reconvened and heard a presentation from the Attorney General’s Office Medicaid Fraud and Abuse Control unit. AG staff described the unit’s structure and work: it investigates and prosecutes Medicaid provider fraud, and also handles abuse, neglect, and exploitation cases involving vulnerable adults in facility settings when asked to assist. They said the office has prosecutors, detectives, auditors, and support staff, works with federal partners, Commonwealth’s attorneys, CHFS, DMS, OIG, and MCOs, and uses a hotline and referral line for complaints. They also explained the MCO referral process, including monthly meetings, stand-down lists, and review of referrals for a “credible allegation of fraud” before the AG office decides whether to open a criminal or civil investigation. The presentation focused heavily on current fraud trends. Staff said behavioral health is a major concern, along with participant-directed waiver services, medically assisted treatment, cash billing for services, controlled-substance billing, and vision and dental fraud. They gave examples such as duplicate time sheets for family caregivers, questionable Suboxone counseling and urine drug screening practices, and a prior optometry case involving false claims for children’s glasses. They also discussed CMS’s estimate that about 5% of Medicaid payments are improper, noted that most improper payments are at the fee-for-service level, and said there is no reliable overall fraud-rate estimate. They highlighted a sharp shift in behavioral health billing after the cabinet’s November 1, 2024 policy changes, saying individual psychotherapy spending dropped while group billing increased, suggesting providers may have moved billing to different codes. Members asked about the scale and timing of cases, how MCO referrals are screened, and whether the data reflected more people being served or just higher spending. The AG office said investigations can take years, with some federal cases still awaiting sentencing from 2018 and 2019 matters, and that they currently had nine individuals awaiting sentencing in federal court. They also reported 58 hotline reports during the referenced period, six cases opened from MCO referrals, and four additional MCO referrals not accepted for active cases. Several members raised concerns about home-based services and the risk of abuse or fraud when family members are reimbursed, and asked whether the process could be streamlined; the AG office said it had no immediate recommendations but would be willing to return with suggestions after further review.
NH

New Hampshire 2025 Regular Session

House Election Law (03/14/2025)

Election Law

Transcript Highlights:
  • There’s no payments being made to New Hampshire; therefore, New Hampshire does have a right to those
  • Payments being made to New Hampshire.
  • That's one alternative method that is used when someone does not have identification for the purposes
  • :20.239> that's<01:27:20.800> one<01:27:21.159> alternative<01:27:21.880> method
  • I doubt a state can force somebody to take an action and work for no payment, perhaps.
Keywords: 1189, house, all
ND

North Dakota 2026 1st Special Session

Legislative Audit and Fiscal Review Committee Jun 17th, 2026 at 10:00 am

Legislative Audit and Fiscal Review Committee

Transcript Highlights:
  • So as a result of our additional testing, we didn't identify any improper payments.
  • It appears that it was more of a lack of documentation. ...improper payments.
  • The Department of Transportation had support for how they made the payments.
  • Debt is a moving target in any school district based on payments that are made and meal charges that
  • Maintaining this financial position requires ongoing alignment between claim payments, premium levels
Keywords: 908, all
AZ

Arizona 2026 Regular Session

03/11/2026 - House Science & Technology

Science & Technology

Transcript Highlights:
  • So yeah, so here are some of the biomarker discovery methods used.
  • I will go over some more methods to identify these biomarkers, but what's really important to know is
  • that in my project I am not just using one method to identify a top biomarker, and the reason being
  • . in all five or in all seven of these methods, whereas there were some that didn't appear at all.
  • “How this works is it’s kind of like a lock-and-key method.
Keywords: 1182, all
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.