Tbh I've heard decent arguments that it was not a misclassification from Anthropic but a correct classification from Palantir that the Minab school was attended by the children of multiple Iranian military higher ups...
November 2, 2026 at 9:41 PM
Tbh I've heard decent arguments that it was not a misclassification from Anthropic but a correct classification from Palantir that the Minab school was attended by the children of multiple Iranian military higher ups...
Each day of this miserable job feels like the last. This job is abusive in multiple ways: not paying overtime, misclassification of employee as independent contractor, giving contradictory directions. And all this coupled with them not paying me at all for all of October! Truly terrible job!
November 2, 2026 at 12:33 PM
Each day of this miserable job feels like the last. This job is abusive in multiple ways: not paying overtime, misclassification of employee as independent contractor, giving contradictory directions. And all this coupled with them not paying me at all for all of October! Truly terrible job!
There's no such thing as misclassification. It is correct but contextual classification.
Ask Imane Khelif and Caster Semanya how well their "outs" work bfr
Ask Imane Khelif and Caster Semanya how well their "outs" work bfr
October 31, 2026 at 8:06 PM
There's no such thing as misclassification. It is correct but contextual classification.
Ask Imane Khelif and Caster Semanya how well their "outs" work bfr
Ask Imane Khelif and Caster Semanya how well their "outs" work bfr
How the main freelance and contract platforms work, what they really cost on both sides, how much vetting you get, and how to avoid misclassification risk.
Freelance and Contract Talent Platforms Compared: Upwork, Fiverr, Toptal, Malt and More
How the main freelance and contract platforms work, what they really cost on both sides, how much vetting you get, and how to avoid misclassification risk.
kurums.com
November 3, 2026 at 7:44 PM
How the main freelance and contract platforms work, what they really cost on both sides, how much vetting you get, and how to avoid misclassification risk.
How to hire in a country where you have no company: contractor, Employer of Record, payroll registration or your own entity, with misclassification and PE risks explained.
Hiring in a Country Where You Have No Entity: EOR vs Contractor vs Your Own Entity
How to hire in a country where you have no company: contractor, Employer of Record, payroll registration or your own entity, with misclassification and PE risks explained.
kurums.com
November 3, 2026 at 8:06 PM
How to hire in a country where you have no company: contractor, Employer of Record, payroll registration or your own entity, with misclassification and PE risks explained.
A 1099 or a signed contractor agreement does not, by itself, make someone an independent contractor. The IRS looks at control and how the work actually runs.
How employers can review a classification:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
How employers can review a classification:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
November 2, 2026 at 5:00 PM
A 1099 or a signed contractor agreement does not, by itself, make someone an independent contractor. The IRS looks at control and how the work actually runs.
How employers can review a classification:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
How employers can review a classification:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
"The junta’s documented methods of commodity misdescription and misclassification demonstrate how the aviation fuel supply chain is evolving. The international response must also evolve to counter tactics of sanctions evasion and break the junta’s deadly aviation fuel supply chain."
November 4, 2026 at 1:34 PM
"The junta’s documented methods of commodity misdescription and misclassification demonstrate how the aviation fuel supply chain is evolving. The international response must also evolve to counter tactics of sanctions evasion and break the junta’s deadly aviation fuel supply chain."
How should researchers evaluate the performance of LLMs when screening literature for systematic reviews? Traditional evaluation metrics may be misleading in this context, where false negatives can result in losing relevant evidence and the costs of misclassification are asymmetric.
November 3, 2026 at 12:49 PM
How should researchers evaluate the performance of LLMs when screening literature for systematic reviews? Traditional evaluation metrics may be misleading in this context, where false negatives can result in losing relevant evidence and the costs of misclassification are asymmetric.
Valnet $2M Content Creator Misclassification Settlement
Claim deadline Dec 28, 2026 · paid automatically · $2M. Individuals who created or edited content for Valnet as a California independent contractor…
https://www.passiveaction.org/valnet-2m-content-creator-misclassification-settlement-62477
Claim deadline Dec 28, 2026 · paid automatically · $2M. Individuals who created or edited content for Valnet as a California independent contractor…
https://www.passiveaction.org/valnet-2m-content-creator-misclassification-settlement-62477
Valnet $2M Content Creator Misclassification Settlement
Claim deadline Dec 28, 2026 · paid automatically · $2M. Individuals who created or edited content for Valnet as a California independent contractor may…
www.passiveaction.org
October 29, 2026 at 9:03 PM
Valnet $2M Content Creator Misclassification Settlement
Claim deadline Dec 28, 2026 · paid automatically · $2M. Individuals who created or edited content for Valnet as a California independent contractor…
https://www.passiveaction.org/valnet-2m-content-creator-misclassification-settlement-62477
Claim deadline Dec 28, 2026 · paid automatically · $2M. Individuals who created or edited content for Valnet as a California independent contractor…
https://www.passiveaction.org/valnet-2m-content-creator-misclassification-settlement-62477
Bridging the diagnostic gap in TP53-mutated myeloid neoplasms, this study highlights 17p cnLOH as a key driver of misclassification and proposes a tiered testing framework to refine risk stratification and clinical practice.
Read more here: www.sciencedirect.com/science/arti...
Read more here: www.sciencedirect.com/science/arti...
October 29, 2026 at 9:04 AM
Bridging the diagnostic gap in TP53-mutated myeloid neoplasms, this study highlights 17p cnLOH as a key driver of misclassification and proposes a tiered testing framework to refine risk stratification and clinical practice.
Read more here: www.sciencedirect.com/science/arti...
Read more here: www.sciencedirect.com/science/arti...
Spectrum of Cystic Mediastinal Lesions: An Imaging Review
🔗 Check out the full review: bit.ly/4i6pR7O
Accurate characterization is critical, as misclassification can lead to unnecessary surgical intervention or delayed diagnosis of clinically significant disease.
🔗 Check out the full review: bit.ly/4i6pR7O
Accurate characterization is critical, as misclassification can lead to unnecessary surgical intervention or delayed diagnosis of clinically significant disease.
October 29, 2026 at 12:00 AM
Spectrum of Cystic Mediastinal Lesions: An Imaging Review
🔗 Check out the full review: bit.ly/4i6pR7O
Accurate characterization is critical, as misclassification can lead to unnecessary surgical intervention or delayed diagnosis of clinically significant disease.
🔗 Check out the full review: bit.ly/4i6pR7O
Accurate characterization is critical, as misclassification can lead to unnecessary surgical intervention or delayed diagnosis of clinically significant disease.
The plaintiff alleged that the misclassification of a variant as high risk led to her receiving multiple unnecessary surgeries.
Myriad Sued for Allegedly Misclassifying Patient’s Gene Variant
Myriad Sued for Allegedly Misclassifying Patient’s Gene Variant
ebx.sh
October 30, 2026 at 9:44 PM
The plaintiff alleged that the misclassification of a variant as high risk led to her receiving multiple unnecessary surgeries.
Illinois TBJ Drywall workers, 2018 to 2023: $718,000 fund for alleged misclassification and denied overtime. Late claims run to Jan. 11, 2028, proof required: openclassactions.com/settlements/...
TBJ Drywall Unpaid Wages Illinois Settlement
Illinois' AG consent decree puts $718,000 toward TBJ Drywall workers allegedly denied overtime (2018–2023). Late claims open through January 11, 2028.
openclassactions.com
November 1, 2026 at 12:05 PM
Illinois TBJ Drywall workers, 2018 to 2023: $718,000 fund for alleged misclassification and denied overtime. Late claims run to Jan. 11, 2028, proof required: openclassactions.com/settlements/...
Pay attention FFS. The examples you mentioned are exposed to transmisogyny by virtue of misclassification. If you aren't willing to read what I wrote clearly , don't waste my time. But also , non-transfems who may be targeted by misdirected transmisogyny have outs that transfems rarely do. Moreover
October 31, 2026 at 8:03 PM
Pay attention FFS. The examples you mentioned are exposed to transmisogyny by virtue of misclassification. If you aren't willing to read what I wrote clearly , don't waste my time. But also , non-transfems who may be targeted by misdirected transmisogyny have outs that transfems rarely do. Moreover
2/4
• intent.detected — intent_id, confidence; measure coverage and misclassification.
• response.generated — model_id, tone_profile, token_count; attribute cost and output variance.
• fallback.invoked — reason, fallback_type; track resilience and UX debt.
• intent.detected — intent_id, confidence; measure coverage and misclassification.
• response.generated — model_id, tone_profile, token_count; attribute cost and output variance.
• fallback.invoked — reason, fallback_type; track resilience and UX debt.
October 29, 2026 at 8:43 PM
2/4
• intent.detected — intent_id, confidence; measure coverage and misclassification.
• response.generated — model_id, tone_profile, token_count; attribute cost and output variance.
• fallback.invoked — reason, fallback_type; track resilience and UX debt.
• intent.detected — intent_id, confidence; measure coverage and misclassification.
• response.generated — model_id, tone_profile, token_count; attribute cost and output variance.
• fallback.invoked — reason, fallback_type; track resilience and UX debt.
4/ How does a tree decide where to split? The algorithm evaluates different thresholds for every feature, calculating the misclassification rate for each. It then selects the condition that produces the purest distinct groups with the lowest impurity. #mlzoomcamp
October 30, 2026 at 11:30 PM
4/ How does a tree decide where to split? The algorithm evaluates different thresholds for every feature, calculating the misclassification rate for each. It then selects the condition that produces the purest distinct groups with the lowest impurity. #mlzoomcamp
In California, willfully misclassifying workers as independent contractors carries civil penalties of $5,000 to $15,000 per violation, or $10,000 to $25,000 for a pattern or practice. Steps to correct it:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
November 4, 2026 at 6:00 PM
In California, willfully misclassifying workers as independent contractors carries civil penalties of $5,000 to $15,000 per violation, or $10,000 to $25,000 for a pattern or practice. Steps to correct it:
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
https://www.novianlaw.com/how-to-correct-employee-misclassification-steps-penalties/
What a merchant category code (MCC) is, who assigns it, and how it affects approval, risk review, reserves and fees. Includes common MCC examples and a misclassification checklist.
https://cardz3n.com/blog-posts/merchant-category-codes-mcc
https://cardz3n.com/blog-posts/merchant-category-codes-mcc
October 29, 2026 at 5:19 PM
What a merchant category code (MCC) is, who assigns it, and how it affects approval, risk review, reserves and fees. Includes common MCC examples and a misclassification checklist.
https://cardz3n.com/blog-posts/merchant-category-codes-mcc
https://cardz3n.com/blog-posts/merchant-category-codes-mcc
Enough is enough. Americans deserve to know the truth❕
Tell Congress: Demand the Pentagon answer for their misclassification of Maj. Davius’ death and the hundreds of casualties missing from the official record❗️
Thank you for demanding an end to the cover-up.
Tell Congress: Demand the Pentagon answer for their misclassification of Maj. Davius’ death and the hundreds of casualties missing from the official record❗️
Thank you for demanding an end to the cover-up.
Demand Congress investigate the Iran war “casualty cover-up”
The American people and the world have a right to know the true cost of the Iran war — not just in the taxpayer dollars spent and military resources destroyed, but also the human cost of wounded and d...
click.actionnetwork.org
November 3, 2026 at 4:19 PM
Enough is enough. Americans deserve to know the truth❕
Tell Congress: Demand the Pentagon answer for their misclassification of Maj. Davius’ death and the hundreds of casualties missing from the official record❗️
Thank you for demanding an end to the cover-up.
Tell Congress: Demand the Pentagon answer for their misclassification of Maj. Davius’ death and the hundreds of casualties missing from the official record❗️
Thank you for demanding an end to the cover-up.
🚫Unvetted vaccine claims falsely link vaccines to chronic illness in kids. Experts cite flaws like confounding & misclassification, urging transparency & expert review to protect public trust.
Vaccines, Bias, and the Perils of Non-peer-reviewed Studies: Fueling Misinformation and Vaccine Hesitancy
AbstractUnvetted scientific claims about vaccines can spread rapidly and undermine decades of progress in immunization and public trust. A recent non-peer-reviewed analysis, promoted at political hearings, in the documentary “An Inconvenient Study,” and on social media, has been used to suggest that vaccinated children experience higher rates of chronic illness than unvaccinated peers. Despite standard regression models, critical flaws - uncontrolled confounding, exposure misclassification, unequal follow-up, and outcome multiplicity, invalidate causal inference. An independent group of international experts critically appraises this analysis and contrast its claims with the consistent evidence confirming vaccine safety and effectiveness. We also show how poorly designed studies can distort public discourse, amplify misinformation, and fuel vaccine hesitancy. We outline actions to strengthen research integrity, such as transparent data sharing, labeling of non-peer-reviewed content, and evidence-based communication. Safeguarding public health demands that vaccine evidence be methodologically sound, reviewed, and interpreted by qualified experts.
academic.oup.com
October 29, 2026 at 11:00 AM
🚫Unvetted vaccine claims falsely link vaccines to chronic illness in kids. Experts cite flaws like confounding & misclassification, urging transparency & expert review to protect public trust.
Careful weasel words by Meta on the Brazil election issue.
Yes, if there is an investigation, the government there will probably find actual bugs and misclassification by automated systems, not a deliberate switch off
But faults happen on large IT systems all the time. The real question is how […]
Yes, if there is an investigation, the government there will probably find actual bugs and misclassification by automated systems, not a deliberate switch off
But faults happen on large IT systems all the time. The real question is how […]
Original post on federate.social
federate.social
October 27, 2026 at 7:11 PM
Careful weasel words by Meta on the Brazil election issue.
Yes, if there is an investigation, the government there will probably find actual bugs and misclassification by automated systems, not a deliberate switch off
But faults happen on large IT systems all the time. The real question is how […]
Yes, if there is an investigation, the government there will probably find actual bugs and misclassification by automated systems, not a deliberate switch off
But faults happen on large IT systems all the time. The real question is how […]
Individuals who created or edited content for Valnet as a California independent contractor may qualify to receive a cash payment from a class action settlement.
California independent content creators who worked for Valnet could qualify to receive part of a $2 million misclassification class action settlement!
Individuals who created or edited content for Valnet as a California independent contractor may qualify to receive a cash payment from a class action settlement.
www.claimdepot.com
October 29, 2026 at 8:30 PM
Individuals who created or edited content for Valnet as a California independent contractor may qualify to receive a cash payment from a class action settlement.
Can we haz plz?
Olivia? Brad? Mark? Jeff? Anyone in one of Ontario's big cities who wants to get elected?
The Delivery Protection Act identifies misclassification, and how to fix it. The province won't do it, but Mamdani and his council shows, if you want to fix it, you can.
Olivia? Brad? Mark? Jeff? Anyone in one of Ontario's big cities who wants to get elected?
The Delivery Protection Act identifies misclassification, and how to fix it. The province won't do it, but Mamdani and his council shows, if you want to fix it, you can.
If it looks like an Amazon delivery and drives like an Amazon delivery, then it's an Amazon delivery, right? Not according to Amazon.
Big companies like Amazon have built a vast network of subcontractors who deliver their packages while shielding them from accountability.
Big companies like Amazon have built a vast network of subcontractors who deliver their packages while shielding them from accountability.
October 23, 2026 at 6:22 PM
Can we haz plz?
Olivia? Brad? Mark? Jeff? Anyone in one of Ontario's big cities who wants to get elected?
The Delivery Protection Act identifies misclassification, and how to fix it. The province won't do it, but Mamdani and his council shows, if you want to fix it, you can.
Olivia? Brad? Mark? Jeff? Anyone in one of Ontario's big cities who wants to get elected?
The Delivery Protection Act identifies misclassification, and how to fix it. The province won't do it, but Mamdani and his council shows, if you want to fix it, you can.
Yeah I was thinking about a possible misclassification based on foreign players where NHL is the highest.
I agree that hockey players are chuddy but also Canadian chud is a bit different?
I agree that hockey players are chuddy but also Canadian chud is a bit different?
October 22, 2026 at 5:35 PM
Yeah I was thinking about a possible misclassification based on foreign players where NHL is the highest.
I agree that hockey players are chuddy but also Canadian chud is a bit different?
I agree that hockey players are chuddy but also Canadian chud is a bit different?
Are your wage and hour practices as compliant as you think they are? Misclassification, inaccurate overtime calculations, and off-the-clock work can create significant risks for employers. A voluntary audit can help uncover potential issues. .https://bit.ly/4zMOwEa
Wage and Hour Audits: How Employers Can Reduce Compliance Risk
Learn how voluntary wage and hour audits can help employers identify classification, overtime, payroll and timekeeping issues before they become costly.
bit.ly
October 25, 2026 at 12:21 PM
Are your wage and hour practices as compliant as you think they are? Misclassification, inaccurate overtime calculations, and off-the-clock work can create significant risks for employers. A voluntary audit can help uncover potential issues. .https://bit.ly/4zMOwEa