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Grilled Cheese is a product of Village Compute

Version devBuilt at: 2026-10-10 01:38:52 EDT

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@docvilla.bsky.socialOct 9, 2026, 5:17 PM

Six notes. Four med lists. One buried family history. Patient AI Summary in DocVilla reads the chart for you – a structured pre-visit recap, with shaky items flagged. Not a scribe. Not a diagnosis.

More: https://www.docvilla.com/ai-healthcare/patient-ai-summary-ehr/

#AIEHR #ClinicalDocumentation

@monalisarout1701.bsky.socialOct 5, 2026, 5:58 AM

Title: Non-lexical Sounds in ASR for Clinical Documentation

⚠️ NLCS poorly recognized in clinical ASR
🚫 Clinically relevant NLCS misrecognized with 94.7% (Google) and 98.7% (Amazon) error rates
bluesy
#ClinicalDocumentation #ASR #PatientSafety #NLP #HealthcareTech

https://tnyp.me/Npmiz0F4/s

@gmj-georgia.bsky.socialSep 28, 2026, 5:27 PM

NHS England is accelerating deployment of artificial intelligence tools across the healthcare system to reduce waiting times an… #Artificialintelligence #Clinicaldocumentation #Healthcareefficiency #NHS #Patientwaitingtimes #Artificialintelligence #Clinicaldocumentation #Healthcareefficiency #N…

@avenuementalhealth.bsky.socialSep 23, 2026, 5:37 AM

Does your documentation match the diagnosis and service billed?

A mismatch can trigger payer questions, delays, or denials.

Avenue Mental Health keeps documentation and billing aligned for cleaner claims.

#MentalHealthBilling #ClinicalDocumentation #BehavioralHealthBilling

Square Avenue Mental Health infographic with a dark navy background. The headline asks, “Does Your Documentation Match the Diagnosis and Service?” Three cards highlight “Correct Diagnosis,” “Matched Service,” and “Stronger Claims.” A 3D patient note with checked documentation items appears on the right, while the Avenue Mental Health logo is placed at the bottom left.
@avenuementalhealth.bsky.socialSep 19, 2026, 5:39 AM

Vague progress notes can delay therapy payments.

Missing details make claims harder to support.

Avenue Mental Health helps practices improve documentation and reduce payment delays.

#MentalHealthBilling #BehavioralHealthBilling #ClinicalDocumentation

Square Avenue Mental Health infographic with a dark navy and blue gradient background. The headline reads “Why Vague Progress Notes Cause Payment Problems,” with supporting text about missing details making claims harder to support. Three cards highlight unclear treatment progress, missing session details, and no connection to the care plan. A 3D progress-note clipboard, warning icon, magnifying glass, delayed-payment panel, and stacked billing folders appear on the right. The Avenue Mental Health logo is at the top left.
@avenuementalhealth.bsky.socialSep 17, 2026, 5:30 AM

Copy-paste notes save time but repeated wording or outdated details can raise audit concerns.

Avenue Mental Health helps keep documentation accurate, session-specific, and claim-ready.

#MentalHealthBilling #ClinicalDocumentation #AuditRisk

Square infographic with a dark navy background and teal-blue glow accents. Large text on the left reads, “How Copy-Paste Notes Increase Mental Health Audit Risk.” Smaller text below says, “Repeated documentation can trigger red flags, claim issues, and audit concerns.” Three icon cards highlight key issues: “Repeated Wording,” “Missing Session Details,” and “Higher Audit Risk.” On the right, a 3D-style illustration shows session notes, duplicate document pages, a magnifying glass, a warning alert, a checklist, and a protective medical shield. The Avenue Mental Health logo appears at the bottom left.
@kill-bait.bsky.socialSep 16, 2026, 2:42 PM

AI scribes reduce clinical documentation time by 69.1% in primary care simulation

🤖 IA: It's not clickbait ✅
👥 Users: It's not clickbait ✅

#aiscribes #healthcare #clinicaldocumentation

👇👇👇

@akdigital.bsky.socialSep 16, 2026, 11:39 AM

Looking for Certified Medical Coders (ICD-10)!
Remote, hourly contract focused on multilingual clinical documentation and AI evaluation.
Pay: $45–$65/hour
Apply here: t.mercor.com/SLoKs
#MedicalCoding #HealthcareJobs #RemoteJobs #AIJobs #ClinicalDocumentation #FreelanceWork

@monalisarout1701.bsky.socialSep 16, 2026, 4:04 AM

Research explores NLCS impact on ASR in clinical docs.

🧩 135,647 words; 3284 NLCS (2.4%)
🧩 76 NLCS (2.3%) held clinical info
🧩 WER for Google ASR: 11.8%; Amazon ASR: 12.8%

#ClinicalDocumentation #ASR #NLCS #HealthcareInnovation

https://tnyp.me/PVuATQWG/s

@monalisarout1701.bsky.socialSep 9, 2026, 10:24 AM

Are "Mm-hm," "Uh-uh" hindering ambient clinical documentation tech?
📉 2.4% NLCS & 0.06% clinically relevant in data
📝 11.8% WER Google, 12.8% WER Amazon

#ASR #NLCS #ClinicalDocumentation #PatientSafety https://dev.tnyp.me/jyCvTXy1/s

@flo7up.bsky.socialSep 7, 2026, 8:12 AM

Heidi fine-tuned and deployed medical speech recognition for clinical documentation, using synthetic multilingual data, distributed GPU training, and scalable AWS serving. The platform supports 2.4M+ consultations weekly. #HealthcareAI #SpeechRecognition #ClinicalDocumentation

@monalisarout1701.bsky.socialSep 3, 2026, 11:30 AM

Are non-lexical sounds.
- 📉 11.8% WER for Google, 12.8% for Amazon
- ❌ Google error: 40.8%, Amazon: 57.2% in NLCS
- ℹ️ 2.4% of 135647 spoken words were NLCS
DOI: https://tnyp.me/Npmiz0F4/s
#ClinicalDocumentation #ASR #NLCS