MedChron SME

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  "last_changed_at": "2026-06-13T07:56:25.136Z",
  "active_status": "deleted"
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{
  "language": "en",
  "location": {
    "raw": "United States",
    "city": null,
    "region": null,
    "country": "United States",
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    "confidence": 0.95
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  "inferred_at": "2026-06-11T07:56:38.561Z",
  "launch_scope": {
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    "language": "en",
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      "raw": "United States",
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    "countries": [
      "United States"
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{
  "lists": [
    {
      "text": "What You'll Do:",
      "content": "<div>\n\n<li>\n<p><strong>Audit AI Outputs:</strong> Review AI-generated medical chronologies, gap signals, and summaries to ensure they match real-world clinical and legal reasoning.</p>\n</li>\n<li>\n<p><strong>Identify Edge Cases:</strong> Spot instances where AI outputs are technically coherent but clinically flawed, or where an automated \"finding\" would be dismissed as noise by an attorney.</p>\n</li>\n<li>\n<p><strong>Annotate Datasets:</strong> Review, tag, and annotate real medical records to create gold-standard \"ground truth\" datasets for pipeline testing.</p>\n</li>\n<li>\n<p><strong>Define Pass/Fail Rubrics:</strong> Partner with engineering to establish strict, defensible criteria and grading scales for model performance (evals).</p>\n</li>\n<li>\n<p><strong>Stress-Test Features:</strong> Actively \"red-team\" new model iterations to catch potential errors, hallucinations, and documentation oversights before they ship.</p>\n</li>\n<li>\n<p><strong>Advise Product &amp; Engineering:</strong> Serve as an on-demand domain consultant for Product Managers and Engineers to shorten technical iteration loops.</p>\n</li>\n<li>\n<p><strong>Map Billing Nuances:</strong> Translate the complexities of Explanation of Benefits (EOBs) versus itemized bills and provider-level gap detection into logical rules for developers.</p>\n</li>\n<li>\n<p><strong>Shape the Feature Roadmap:</strong> Provide expert guidance on upcoming high-stakes features, including Missing Documents V2, Treatment Gaps, and automated demand letter artifacts.</p>\n</li>\n<li>\n<p><strong>Refine Topic Taxonomies:</strong> Establish the clinical classification rubrics for our \"Smart Summaries\" feature, ensuring data is organized exactly how practitioners think.</p>\n</li>\n\n</div>"
    },
    {
      "text": "What You'll Need:",
      "content": "<div>\n\n<li>\n<p><strong>Domain Expertise:</strong> 3 to 5+ years of direct, hands-on experience in personal injury case preparation, medical-legal consulting, or clinical documentation review.</p>\n</li>\n<li>\n<p><strong>Professional Background:</strong> Background as a Personal Injury Paralegal, Legal Assistant, Nurse Case Manager, Life Care Planner, or Health Information/Billing Specialist.</p>\n</li>\n<li>\n<p><strong>Record Mastery:</strong> Deep, expert-level familiarity with reviewing medical records, summarizing treatments, and navigating provider documentation standards.</p>\n</li>\n<li>\n<p><strong>Billing Literacy:</strong> Strong understanding of medical billing practices, including itemized statements, EOBs, insurance billing, and CPT codes.</p>\n</li>\n<li>\n<p><strong>Meticulous Precision:</strong> An exceptional eye for detail, with the proven ability to spot missing treatment gaps or subtle clinical anomalies that others miss.</p>\n</li>\n<li>\n<p><strong>Cross-Disciplinary Communication:</strong> Ability to translate complex medical and legal jargon into clear, logical concepts that software engineers can easily understand.</p>\n</li>\n<li>\n<p><strong>Tech-Fluency:</strong> Highly comfortable working with modern digital tools, software platforms, and collaborative, remote project management environments.</p>\n</li>\n<li>\n<p><strong>Sprint Agility:</strong> Proven ability to work autonomously and manage time effectively across flexible, sprint-based contract cycles.</p>\n</li>\n<li>\n<p><strong>AI Curiosity:</strong> A strong interest in legal-tech innovation and a desire to help shape how AI safely automates complex reasoning tasks.</p>\n</li>\n\n</div>"
    },
    {
      "text": "Additional Details:",
      "content": "<div>\n\n<li>\n<p><strong>Flexible, Part-Time Contract:</strong> Structured around product sprint cycles (e.g., dedicated blocks of hours for dataset annotation and feature review).</p>\n</li>\n<li>\n<p><strong>Hours:</strong> Anticipated 20-30 hours per week to start, with potential to scale as our feature roadmap expands.</p>\n</li>\n<li>\n<p><strong>Compensation:</strong> Competitive hourly/contract rate commensurate with experience.</p>\n</li>\n\n</div>"
    }
  ],
  "country": "US",
  "createdAt": 1780928713172,
  "updatedAt": null,
  "categories": {
    "team": "Product",
    "location": "United States",
    "commitment": "Part-time",
    "department": "Engineering",
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      "United States"
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