Shevs Connect Institute https://validator.w3.org/feed/docs/rss2.html Data Governance 60. Capstone planning: scoping an end-to-end annotation project 59. Career pathways: senior annotator, QA lead, project manager 57. De-identification within imaging pipelines Resources 56. Throughput, SLAs and production metrics Case Studies Our Programs Data Collection footer SCI Healthcare AI Registration Staff Details header 58. Building a portfolio and choosing a specialisation track Contact us Today Scilabel 55. Managing large datasets and storage considerations 54. Active learning and prioritised labelling About Shevs Connect Institute 53. Semi-automated and AI-assisted annotation (model-in-the-loop) 52. Temporal annotation: video, cine loops and functional imaging 51. 3D and volumetric segmentation at scale 50. Auditing a dataset for completeness and quality 49. Edge cases, ambiguity and escalation protocols 48. Feedback loops and annotator calibration 47. Statistical QA sampling and review cadences 46. Gold-standard sets and benchmark creation 45. Consensus, adjudication and tie-breaking workflows 44. Inter-annotator agreement metrics (IoU, Dice, Cohen’s kappa) 43. Designing annotation guidelines that scale across a team 42. Sources of annotation error and bias 41. What “ground truth” really means in medicine 40. Working with domain experts and securing clinical sign-off 39. Maintaining labelling consistency across domains 38. Diabetic retinopathy grading and OCT annotation 37. Ophthalmology: fundus imaging and retinal annotation 36. Skin-tone diversity and equitable annotation 35. Dermatology imaging: lesions and the ABCDE criteria 34. Immunohistochemistry and stain considerations 33. Tumour region delineation and support for grading 32. Cell, nucleus and tissue annotation at the microscopic level 31. Digital pathology and whole-slide imaging (WSI) 30. Radiology reporting standards (RadLex, BI-RADS) and label alignment 29. Multi-slice and volumetric (3D) annotation strategies Home 28. Musculoskeletal MRI annotation 27. Brain MRI annotation: structures and abnormalities 26. MRI sequences and what each reveals 25. Lesion and nodule detection, classification and measurement Blog