LAW
Beyond the Score: A Lebanon Criminal Defense Lawyer’s Fight Against New Risk Assessments
Facing criminal charges in Lebanon County is a deeply terrifying experience. The anxiety of potentially losing your freedom is compounded by the cold reality of the criminal justice system. Too often, defendants feel stripped of their humanity and treated like just another case number moving along a bureaucratic assembly line.
Pennsylvania courts are increasingly relying on automated pre-sentence risk assessments to guide their decisions. These tools use predictive algorithms to estimate a defendant’s likelihood of re-offending in the future. Instead of looking at your unique personal history, a machine attempts to predict your future behavior based on rigid data points.
When facing a criminal charge, the last thing you want is for a computer algorithm to reduce your life, your circumstances, and your future to a simple “risk score.” You need an advocate who sees you as a person, not a statistic. By partnering with a committed local advocate who understands the nuances of the regional court system, you can challenge these automated assumptions.
While these predictive tools exist, your life is not a mathematical formula. An aggressive defense strategy can effectively challenge a biased risk score, ensure the judge hears your true story, and ultimately protect your future.
Key Takeaways
- Algorithms Use Rigid Data:Pre-sentence risk assessments use computer algorithms based on static factors like age and past charges to predict future criminal behavior.
- Highly Flawed Systems:These tools face heavy criticism for their terrible inaccuracy rates and deep-rooted systemic biases that unfairly penalize defendants.
- Judges Have the Final Say:A high-risk score does not automatically guarantee a harsher sentence, because judges still retain ultimate sentencing discretion.
- Defense Lawyers Can Fight Back:Your attorney can review your score, challenge factual errors, and present the full context of your life to secure a fairer outcome.
What Exactly is a Pre-Sentence Risk Assessment in Lebanon County?
A pre-sentence risk assessment is an automated evaluation tool used by the criminal justice system. In Pennsylvania, tools like the PA Sentence Risk Assessment Instrument are typically applied after a conviction but before the judge hands down a sentence. The tool processes specific background data to generate a numerical score.
The stated goal of this technology is to give judges a mathematical estimate of how likely a defendant is to re-offend. Court systems use this data to standardize sentencing and allocate probation resources more efficiently. However, efficiency often comes at the cost of individual nuance.
Many defendants ask, “Will a computer algorithm decide my jail sentence?” The short answer is no. A risk assessment score is a supplemental tool for the judge, not a final decision-maker. The judge still retains the authority to look beyond the algorithm when deciding your fate.
The Factors That Calculate Your Risk Score
The algorithm calculates your score using a specific set of static factors. These data points cannot be changed by good behavior or personal growth. They typically include your gender, your prior criminal history, and your age at the time of the offense.
By focusing entirely on rigid data, the algorithm completely ignores the reality of human life. It does not care if you recently graduated from a rehabilitation program, secured a steady job, or started supporting a family. The machine only sees a historical pattern, punishing you for data points you cannot control.
Legal experts have repeatedly highlighted how these static factors create unfair outcomes. Age, in particular, skews the results heavily against young defendants.
According to a Washington University legal study, “Age alone can explain almost 60% of its variation, substantially more than the contributions of criminal history, gender, or race.”
This flaw effectively turns a defendant’s youthfulness into an aggravating factor that inflates their risk score, rather than a mitigating factor that warrants a second chance.
Are Risk Assessment Algorithms Actually Accurate and Fair?
You have every right to question whether these algorithms are fair. Mounting controversies and independent studies suggest that predictive justice tools are deeply flawed. They routinely oversimplify human behavior and fail to account for genuine rehabilitation efforts. Because these tools heavily prioritize historical data, they inherently stack the deck against certain defendants.
The Problem with Predicting Behavior
Predicting the future using a computer program is highly unreliable, especially when it involves human beings. People change, mature, and overcome hardships. An algorithm cannot measure remorse or a genuine desire to improve. The actual performance of these predictive tools is alarming; for example, ProPublica found that the COMPAS algorithm was only correct in its predictions of any recidivism 61% of the time, and it was particularly biased against Black defendants, who were twice as likely as white defendants to be misclassified as high-risk.
Challenging Built-In Systemic Bias
Risk assessment tools rely entirely on historical criminal justice data. Because the historical data itself is skewed by decades of biased policing and uneven prosecution, the algorithms inherit these same prejudices. They often mask racial and socioeconomic biases behind the illusion of objective math. Government agencies are fully aware of this; as the National Institute of Justice notes, algorithms cannot eliminate bias simply by removing race as a variable.
When facing a system that relies on these flawed metrics, you need a Lebanon criminal defense lawyer who is “Ready to Fight” for your rights. An aggressive advocate can provide the necessary leverage to challenge algorithmic conclusions and present the human context of your case to the court. Having a legal team “Driven to Serve” ensures that your future is decided by the facts of your life, not a biased computer program.
How Lebanon County Judges Use Risk Scores
Judges in Lebanon County use these risk scores as a reference point during the sentencing phase. A high score might prompt a judge to order a deeper, more invasive pre-sentence investigation. It also influences their perspective on your eligibility for alternative sentences, such as probation or house arrest.
| Risk Score Classification | Common Judicial Response in Sentencing |
| Low Risk | Higher likelihood of probation, diversionary programs, or lenient sentencing. |
| Medium Risk | Standard sentencing guidelines apply; the judge relies heavily on the attorney’s arguments. |
| High Risk | Increased chance of incarceration, denial of diversion programs, or strict probation terms. |
“Does a high risk score automatically mean I will get a harsher sentence?” This is the most common fear among defendants. While it does not guarantee maximum jail time, an uncontested high score heavily influences the judge’s initial perception of you.
The long-term consequences of an unfair “high risk” label are severe. You could face incredibly harsh probation terms that set you up for failure. It can also reduce your chances for diversionary programs that would otherwise keep a conviction off your permanent record.
How a Defense Attorney Fights Back Against an Unfair Assessment
You are not powerless against a computer program. A common question is, “Can my lawyer see my risk score before the sentencing hearing?” Yes, the defense has a legal right to review the pre-sentence report and challenge the findings before the judge issues a ruling.
Your defense attorney will immediately look for actionable ways to fight an unfair score. The first step is auditing the algorithm’s inputs. We frequently find factual errors in the static data, such as an incorrect criminal history or duplicate charges that artificially inflate your risk level.
Beyond correcting data errors, the unique value of zealous advocacy lies in humanizing the defendant. A great lawyer fights to tell the real story that the algorithm missed. We bring in compelling evidence to show the judge exactly who you are today.
Here are the primary ways a defense attorney will counter a high-risk score:
- Character Letters:Presenting statements from employers, community leaders, and family members that vouch for your integrity.
- Proof of Employment:Showing steady job history to prove you are a contributing member of the community.
- Rehabilitation Records:Providing documentation of completed therapy, substance abuse treatment, or anger management courses.
- Psychological Evaluations:Using independent expert assessments that offer a more accurate, human-centered view of your actual risk.
You need a legal team that won’t take on so many cases that they treat yours like just another file on a desk. Dedicated, personalized attention is strictly required to secure the least amount of long-term consequences. When your attorney successfully paints a complete picture of your life, judges are far more likely to depart from a machine’s recommendation.
Conclusion
While Lebanon County courts may use automated risk assessments, a computer algorithm does not have the final say on your freedom or your future. These tools are heavily flawed, biased, and incapable of understanding the complexities of your life. The judge holds the ultimate authority, and their decision should be based on facts, not just algorithmic predictions.
Challenging these predictive tools requires a two-step approach. First, your defense must systematically dismantle any biased or incorrect data fed into the system. Second, your lawyer must present a compelling, individualized narrative to the court that highlights your rehabilitation and personal growth.
You are more than your past mistakes and far more than a statistical risk score. You deserve to be seen as an individual. With aggressive, empathetic legal representation, you can fight back against the algorithm and protect your future.
LAW
What Every Claimant Should Know About Contingency Fee Agreements
Getting injured in an accident is bad enough. Then you have to figure out how you’re going to pay an attorney to fight for you…
Here’s the good news:
Most personal injury lawyers work on contingency. This means you don’t pay anything up front to get your case started. If you don’t win your case, you don’t pay the lawyer.
Sounds simple, right?
Here’s the problem:
Contingency fee agreements are full of fine print. And what you don’t know can cost you thousands — particularly when punitive damages are involved.
Learn everything you should know before signing your settlement agreement with this article.
Here’s the breakdown:
- What Is a Contingency Fee Agreement?
- How Punitive Damages Fit Into Your Agreement
- The Standard Fee Percentages
- Case Costs vs Attorney Fees
- Key Terms to Watch For
- Questions to Ask Before Signing
What Is a Contingency Fee Agreement?
A contingency fee agreement is an agreement between you (the claimant) and your lawyer. Your lawyer only gets paid if you win your case. If you lose, you pay nothing for legal fees.
Here’s how it works:
- You sign the agreement with your lawyer
- The lawyer takes on your case at no upfront cost
- If you win, they take an agreed percentage of the settlement
- If you lose, the lawyer walks away without collecting fees
It’s advantageous for both you and the attorney. You have access to legal representation without hurting your bank account. The attorney assumes the risk because they feel they can win.
Why do so many people like this system? Because most injured people don’t have $349 an hour (the national average lawyers’ fee) to pay while they are injured. Contingency fees even the playing field – allow access to quality legal services for those who need it.
Plus there’s one other advantage to consider: the lawyer has “skin in the game.” When they only get paid if you win, they’re incentivized to go the extra mile for you.
How Punitive Damages Fit Into Your Agreement
This is where things get interesting…
The majority of personal injury settlements consist of compensatory damages. This is money awarded for medical expenses, lost income and pain and suffering. However there are cases that also award punitive damages.
Punitive damages are damages awarded in addition to actual damages, to punish the defendant for egregious conduct and to deter similar conduct in the future.
They’re uncommon. Cornell Law School says courts only award punitive damages in about 5% of verdicts. Here’s something even less common: approximately 3% of tort plaintiffs who win at trial are awarded punitive damages. Partnering with a knowledgeable personal injury lawyer at Osborne, Francis & Pettis can help determine if punitive damages fit your case – and how they affect your contingency fee calculation.
Why does this matter?
Your agreement with your attorney is typically a percentage of the award. Keep in mind that award often includes punitive damages. So if a jury awards millions in punitive damages, your attorney’s fee can be large.
But wait…
Others distinguish between punitive damages and compensatory damages. A couple of states actually send part of the punitive award to the state treasury … Oregon withholds 60%, Utah withholds 50%. You have to understand how your particular contract addresses all of this before you sign.
The Standard Fee Percentages
Lawyer fee percentages aren’t arbitrary. There’s a standard that most lawyers adhere to.
Lawyer contingency fees are commonly one-third to 40% of the gross recovery. The American Bar Association has reported the typical range as one-third to 40%. The breakdown looks like this:
- 33% (one-third) – if the case settles before a lawsuit is filed
- 40% – if the case goes into full litigation
- 45-50% – if the case ends up on appeal
Higher stages mean more work. More work means a bigger cut. Makes sense, right?
Bonus: Some lawyers work on sliding scales that change depending on the final award. Larger awards sometimes come with smaller percentages. Never be afraid to ask what’s available.
Case Costs vs Attorney Fees
Here’s something a lot of claimants miss:
A contingency fee pays the lawyer for their time. It does not pay for case expenses. Those are completely different.
Case expenses can include:
- Court filing fees
- Medical records retrieval
- Expert witness fees
- Deposition transcripts
- Investigator costs
- Copying and postage
These fees are deducted from the settlement in addition to the attorney’s percentage. They can amount to tens of thousands of dollars in larger cases.
The takeaway:
Ask the attorney if costs are deducted before or after the fee is computed. That one piece of information can alter the take by thousands.
Key Terms to Watch For
Not all contingency agreements are crafted equally. Some are equitable. Others….. Not So Much
Before signing anything, check for these terms:
- Sliding scale percentages – so you know the fee at each stage
- Cost handling – who pays if the case is lost
- Termination clauses – what happens if a claimant fires the lawyer mid-case
- Lien handling – how medical liens get paid from the settlement
- Punitive damages carve-out – considered regular recovery or separately treated?
If you don’t understand these, ask. A competent attorney will explain it to you in English. No lawyer-speak. No mumbo jumbo.
Questions to Ask Before Signing
Before you ever sign a contingency fee agreement, ask these questions.
- What percentage applies at each stage of the case?
- How are case expenses handled – win or lose?
- Will punitive damages be treated separately from compensatory damages?
- Who covers the upfront costs of the case?
- What happens if a claimant decides to switch lawyers midway?
These questions allow you to know exactly what you are getting into. If your lawyer is hesitant to give straight answers, that should be a warning sign.
One thing worth suggesting: take the agreement home and read it slowly. You should never be pressured to sign anything during the first meeting. Good lawyers allow claimants time to think – no pressuring, no rushing.
Putting It All Together
Contingency fee agreements allow injured claimants to afford legal representation. Affordable doesn’t mean straightforward. The devil is in the details regarding how much of a settlement actually reaches the claimant’s hands.
To quickly recap:
- Contingency fees usually run 33-40% of the total recovery
- Case expenses are separate from attorney fees
- Punitive damages are rare but can massively impact the final payout
- Every agreement should be reviewed line-by-line before signing
- Ask questions until every part of the contract makes sense
The bottom line? When it comes to a contingency fee agreement, transparency is good. If your lawyer won’t or can’t explain it plainly… run.
Read the fine print. This is YOUR recovery- AND YOUR money on the line.
LAW
The Ethical and Legal Duties Healthcare Providers Owe to Their Patients
Healthcare providers hold something valuable in their hands – lives.
Doctors, nurses and specialists make decisions every day that determine if a patient will leave the hospital healthy or with a lifetime of medical issues. Sometimes they make the right decision and the patient gets better. Other times they don’t… and families are left to pick up the pieces.
Here’s the thing:
Physicians have an ethical obligation to their patients. They also have legal obligations to their patients that are spelled out in statutes and upheld by courts daily.
Why does this matter to you? You are a patient, a concerned family member, or perhaps a victim of substandard care.
What’s Ahead
- The Core Duty of Care Providers Owe You
- Why Informed Consent Isn’t Optional
- Patient Confidentiality Explained
- The Standard of Care Providers Must Meet
- What Happens When Duties Are Breached
- The Role of Documentation and Reporting
The Core Duty of Care
Every healthcare provider owes their patient a duty of care.
This is what your entire doctor-patient relationship is built upon. The moment a provider takes you as a patient they have legally obligated themselves to provide care at the level of skill, care, and judgment that would be expected of any competent provider in that field.
That includes:
- Diagnosing conditions accurately
- Providing suitable and timely treatment
- Monitoring patients throughout their care
- Referring to specialists when things fall outside their expertise
- Following up properly after treatment
It seems like common sense, doesn’t it? Unfortunately when this responsibility is violated during critical times like labour and delivery the consequences can impact a family for a lifetime. Per the CDC roughly 1 in 345 children in the U.S. are living with cerebral palsy and approximately 85-90% of those are caused before/because of birth. When careless mistakes lead to lifelong injuries like cerebral palsy families frequently seek out a cerebral palsy lawyer to help determine their next steps – look here if you find yourself and your family in this position.
That’s why duty of care isn’t simply some ethical concept from a textbook. It’s a legal standard that judges enforce against providers daily.
Informed Consent Isn’t Optional
Ever signed a form at a doctor’s office without really reading it?
Not good. But worse than that…. Doctors who allow patients to sign without reading what that piece of paper means.
Informed consent is defined as the ethical (and legal) responsibility of a provider to ensure the patient fully understands:
- What the procedure or treatment involves
- The risks that come with it
- Any alternatives worth considering
- What might happen if they refuse
Performed without informed consent, even a “successful” procedure can become a lawsuit. Patients have a right to their own body – and providers have an obligation to inform them well in advance.
Skipping this step? That’s not just poor bedside manner. It’s a breach of duty.
Patient Confidentiality – A Sacred Trust
Everything a patient tells their doctor stays with the doctor.
Well… almost everything.
Medical Confidentiality is actually one of the oldest duties to patients we have in medicine; indeed it dates back to the Hippocratic Oath. Today confidentiality is also enforced by stringent legislation such as HIPPA in the United States and other countries have similar laws.
Providers must:
- Keep patient records secure
- Only share information with authorised people
- Get permission before disclosing details to third parties
- Report certain issues (abuse, communicable diseases) as required by law
Disclosure of confidential information can result in legal action, loss of license and enormous fines. It is a more serious matter than most people think.
The Standard of Care Explained
Providers must treat patients at the standard of care accepted by the medical community.
Meaning: they should practice how you would expect another reasonable provider to practice given the same circumstances with the same resources. If they fall below that expectation and a patient is harmed as a result, that is negligence.
The statistics paint a sobering picture. Medical errors cause 251,000 deaths every year, making them one of the top killers in America. 3%-15% of medical exchanges result in an avoidable mistake.
That’s a lot of people getting hurt when they shouldn’t be.
The standard of care isn’t a single fixed thing – it shifts based on:
- The provider’s speciality
- The resources available at the facility
- Current medical guidelines and research
- The specific patient’s condition
That’s why doctors often bring in expert witnesses during malpractice suits to testify as to what a reasonable provider would have done in the same situation.
What Happens When Duties Are Breached
If providers neglect these responsibilities and a patient becomes injured… expect repercussions.
Legal consequences can include:
- Medical malpractice lawsuits
- Loss of medical licence
- Criminal charges (in rare cases)
- Massive financial payouts
Approximately 93% of medical malpractice claims result in a settlement before reaching trial. Those that do go to trial, however, often result in massive verdicts – particularly in birth injury cases, where damages can reflect the cost of lifetime care. Birth injury settlements average $1 million or more, with some recent awards reaching into the hundreds of millions.
For patients and families, filing a claim is about more than money. It’s about holding providers accountable. It’s about motivating them to improve so they won’t make the same mistake with another family.
Documentation & Reporting Duties
Documentation isn’t the glamorous part of medicine.
However, keeping good records is one of the most important responsibilities of a provider. Documentation can protect your patients by ensuring that the next provider involved with the case has factual and complete information. It can also protect you by establishing a timeline of events and reasons why.
Providers are required to:
- Keep accurate, up-to-date patient records
- Report certain diseases to public health authorities
- Document informed consent conversations properly
- Note any adverse events or unexpected complications
Failures to document are not just an exercise in procrastinating note taking. Documentation can be utilized against you as a tool of negligence in a courtroom. Poor documentation makes poor Plaintiff’s cases.
The Takeaway
Healthcare providers carry an enormous responsibility on their shoulders.
Expect them to be competent. Expect them to be honest. Expect them to be cautious and explain what they’re doing. Expect it every time you lay your head back for an x-ray. Every shift. Every patient. Those duties are not only ethical, they’re legal. And they’re there for one very good reason:
To protect the people in their care.
When they’re upheld, patients receive the care they are entitled to. When they’re violated, patients suffer… sometimes for a lifetime. In the most egregious cases, families are left wondering what happened. Medical bills mount and they contact an attorney such as a cerebral palsy lawyer to try to understand.
As a patient, a family member or even as a provider, it is important that you know these responsibilities backwards and forwards.
LAW
What Evidence Matters Most in a Premises Liability Case
Have you ever fallen in a supermarket or stumbled over a cracked sidewalk? If yes, then read this article.
One thing is constant in premises liability claims: evidence. If you don’t have the correct evidence your A-list case will crumble before a judge. The sad truth is most injury victims destroy evidence in the first 24-48 hours after an accident.
The good news?
When you know what evidence to gather and how to preserve it, you can create an airtight case that will hold up against insurance companies and defense attorneys.
Here’s what we’ll cover:
- Why Evidence Wins Premises Liability Cases
- The Most Important Types of Evidence
- How Negligence and Liability Get Proven
- Common Mistakes That Sink Cases
Why Evidence Wins Premises Liability Cases
Slip and fall accidents are more common than most people realise.
Industry stats show that slip and fall accidents account for 15% of all accidental deaths in America. Second only to car accidents. Each year over 8 million people visit emergency rooms due to a fall.
Here’s the thing:
Premises liability law: Simply because you were injured on someone else’s property doesn’t mean you are entitled to compensation. You must prove the property owner was negligent. Negligence and liability are the two legal concepts every premises liability case is built upon.
Partnering with a knowledgeable St. Cloud personal injury attorney can give you better odds of winning your claim instead of having it dismissed. Why? Because proving negligence and who is liable involves much more than just presenting your injury. You must prove:
- The property owner knew (or should have known) about the hazard
- They failed to fix it or warn people about it
- That failure directly caused the injury
- Real damages were suffered as a result
If you lose any one of these items, you end the case. Hence why the evidence matters.
The Most Important Types of Evidence
Ok. Enough beating around the bush. Time to discuss what evidence really matters in a premises liability case. Here it is:
Photographs and Video
Photos are the number one piece of evidence in almost every premises liability case.
A photograph instantly tells the court the condition that the hazard was in at the time of the injury. How valuable is that?? Photograph the following:
- The specific hazard that caused the fall
- The surrounding area from multiple angles
- Any warning signs (or lack of warning signs)
- Injuries immediately after the incident
- Weather conditions if relevant
Go angles. Multiple angles are always better. Also look for security cameras. Most businesses have them and they don’t keep footage very long. Typically 30 days or less. Your attorney needs to send a preservation letter right away.
Incident Reports
If a fall happened in a business, always ask for an incident report.
The majority of stores/commercial establishments require you to fill this form out if an injury occurs. This form is extremely beneficial as it documents everything immediately. It typically asks for:
- The date and time of the accident
- Where it happened
- What staff observed
- Any statements made by employees
FYI Get a copy for your records. Companies often claim they “can’t find” reports if they suspect litigation.
Witness Statements
Independent witnesses can make or break a case.
Why? Because jurors like witnesses who have no vested interest in the case. If a passerby witness trips on a slippery floor with no caution sign, that testimony has enormous impact. Obtain their names, phone numbers and emails immediately – even if they witnessed little.
Memories fade fast, so witness statements should be recorded as soon as possible.
Medical Records
Injuries can’t be proven without medical documentation.
See a doctor even if you feel alright after your fall. The longer you wait for treatment, the more opportunity the insurance company has to argue that your injuries were not severe or not caused by the accident. Your medical records should indicate:
- The exact injuries suffered
- When treatment started
- The connection between the accident and injuries
- The treatment plan and prognosis
Maintenance and Inspection Logs
This one’s often overlooked but incredibly important.
Owners usually maintain logs of when they inspected and cleaned areas. If these logs indicate they hadn’t inspected an area for several hours leading up to the fall, it is convincing evidence of negligence. Your lawyer can obtain these logs through discovery.
How Negligence and Liability Get Proven
Negligence and liability cases are like puzzles. One piece of evidence leads to another.
Insurance companies defend themselves fiercely. They realize that there are approximately 250,000 slip-and-fall accidents per year in the United States – and if they paid out every one it would cost them countless millions. That’s why they will try to use any excuse to deny your claim.
Common defenses include:
- The victim was partly to blame
- The hazard was “open and obvious”
- The property owner didn’t know about the danger
- The injuries came from something else
The correct evidence cuts down each of these arguments. Pictures demonstrate the danger was not obvious. Repair records indicate the owner had opportunity to correct it. Medical documentation connects your injuries to the fall. That’s what makes preserving everything you possibly can – quickly – so important.
Common Mistakes That Sink Cases
Strong claimants lose championships due to making stupid mistakes. Let’s avoid these…the worst ones.
Acting too slowly. Evidence doesn’t stay around forever. Spills are cleaned up, video recordings are deleted and witnesses forget. The first 48 hours after an incident are crucial.
Talking privately with the insurance company. Insurance adjusters know how to trick you into saying things that will damage your case. Saying “I’m fine” during a recorded conversation can ruin your claim later.
Social media postings. Pictures of you smiling at a backyard barbeque will be used against you. Insurance companies troll social media looking for evidence that injuries were not serious.
Why not going to the doctor ASAP? Even seemingly minor injuries should be documented. By waiting a week to go to the doctor you allow the insurance company to claim that your accident did not cause your problems.
Attempting to take on the case yourself. Premises liability law is complicated and battling mega-corporations armed with teams of lawyers without representation almost never turns out favorably. Most individuals don’t know what evidence needs to be preserved or how statutes of limitation apply.
Final Thoughts
Premises liability cases come down to evidence. Full stop.
The more evidence you have, the easier it is to receive fair compensation. Here’s a quick review of what’s important:
- Take photos of everything immediately
- Get an incident report before leaving
- Collect witness contact information
- See a doctor right away
- Preserve medical records and bills
- Request maintenance logs through an attorney
Being injured on someone else’s property can be extremely frustrating. However, when you know what evidence to collect – and how to preserve it – you put yourself in a much better position. Move quickly, document everything and don’t go up against insurance companies by yourself.
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