Weekly triage

MSK Anatomy & Clinical Reasoning · Fall 2026 · Week 4 Demo preview · sample data

Students are ordered by risk score. Select one to see their full picture.

2 high risk 3 medium 5 on track

How risk levels are calculated

Signal	Wt	Trigger
Mastery deficit	2	More than 8% below cohort average
Overconfident answers	2	Wrong despite high confidence, 2+ questions
Very fast answers	2	Response time under 30% of class median
Low video completion	1	Completion below 60%
High rewatch	1	Same segment rewatched 5+ times
Slow answers	1	Response time above 2× class median

Score = sum of triggered weights · high ≥ 4 · medium 2–3 · on track 0–1. Adjustable in the Threshold Configurator.

Class roster

Click a row to open the student in Weekly triage · click a column to sort Demo preview · sample data

10 students · MSK Anatomy & Clinical Reasoning · Fall 2026

Student	Completion	Quiz accuracy	Mastery	Avg latency	Exam avg

How mastery is calculated

Covers all quiz answers from videos in this course. Each answer is weighted by how recent it is — an answer from 90 days ago counts half as much as today's.

Score = Σ (quiz score × recency weight) / Σ (recency weight) · recency weight = 0.5 ^ (days since answered / 90)

Content intelligence

How the course material itself is performing · Week 4 Demo preview · sample data

71%completion

73%quiz accuracy

2.3×avg views per video

4students overconfident

2underconfident

Mastery distribution

Where the cohort sits against the 75% benchmark

≥ 75% — 3 students 55–74% — 6 < 55% — 1

Exam overview

Pass-rate threshold 75% — adjustable in Thresholds

Exam	Cohort avg	Min	Max	Pass rate
Midterm 1 — Shoulder & Knee	71%	44%	94%	70%
Midterm 2 — Spine & Hip	68%	38%	91%	60%

Confidence gap

Calibration across the cohort

4 students overconfident

High confidence with accuracy below 60%

2 students underconfident

Low confidence with accuracy at or above 70%

AI tutor confusion topics

Most-asked topics this week

Topic	Qs	Students
ACL anatomy & biomechanics	12	5
Rotator cuff impingement classification	9	4
Lumbar disc herniation grading	7	4
Hip labral tear differential dx	5	3

Video drill-down sample data

Question-level item analysis, worst accuracy first

68%completion

2.4×views per student

65%quiz accuracy

12AI questions

28%overconfidence

Question	Accuracy	Confidence
Greater trochanteric bursitis vs IT band syndrome?	44%	2.6 / 4
Primary restraint to anterior tibial translation?	48%	3.2 / 4
Primary stabilizer of the glenohumeral joint?	54%	3.1 / 4
FADIR test assesses which pathology?	58%	2.9 / 4
Which muscles comprise the rotator cuff?	61%	2.9 / 4
Spurling's test — cervical vs thoracic?	67%	3.0 / 4

Reading this: low accuracy with high confidence (rows 2–3) marks a misconception worth re-teaching; low accuracy with low confidence usually just needs more practice.

Interventions

All students · all time Demo preview · sample data

Each entry stores a snapshot of the student's signals at the time it was logged.

Casey Wilson

Jul 8, 2026 · logged by Dr. Okafor

Mastery deficitLow completion 42%Overconfident on 4 questions

Advising session — reviewed ACL anatomy gap. Assigned supplemental video and a timed practice quiz for next week.

New interventions are recorded from a student's detail pane in Weekly triage.