ERROR-TO-PRIORITY ENGINE: WHAT TO FIX NEXT

ALL YEARS | PAGE 76B - MISS -> CLASSIFY -> PRIORITIZE -> REPAIR -> DELAYED RETEST

PRIORITY RULE: DO NOT LET THE LOUDEST SINGLE MISS CONTROL THE WEEK. CLASSIFY THE FAILURE, THEN PRIORITIZE REPEATED OR HIGH-CONSEQUENCE GAPS THAT FAIL TO STAY REPAIRED. THE QUEUE SHOULD GET SMALLER AS TRANSFER BECOMES STABLE.

B. ERROR TAXONOMY -> REPAIR MATCH

Error class	Typical signal	Best repair move	Proof of repair
Knowledge / recall	Fact, equation, association or criterion is absent.	Focused encoding + spaced retrieval; avoid broad rewatching.	Delayed recall + new item without cue.
Mechanism	Cannot explain cause-effect or predict findings.	Targeted deep explanation -> blank-page reconstruction.	New mechanism/application question.
Discrimination	Knows both diagnoses/options but misses the deciding clue.	Contrast table / why-right-why-wrong drill.	Fresh close-distractor items.
Sequence / management	Chooses a valid step at the wrong time.	Write ordered 3-5 step algorithm with triggers/reassessment.	New next-best-step case.
Representation	Text is fine; image/graph/table/ECG/histo is weak.	Relearn the same concept through the failed format.	Unseen representation interpreted correctly.
Timing / process	Rumination, late-block collapse, overtesting, changed answers.	Timed segments + decision checkpoints + pacing review.	Stable later-block accuracy and completion.
Motor / communication	Written knowledge strong; observed performance weak.	Supervised practice + direct feedback.	Observed correct execution.

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

Axis	Question	Priority rises when...
Recurrence	Has this survived prior review or repair?	The same rule fails again across days, systems or representations.
Consequence / frequency	How often or how seriously can this error matter in the current course/exam/clinical setting?	It is common, safety-relevant, foundational or blocks multiple downstream decisions.
Repairability / leverage	Will repairing one rule improve many future items?	One mechanism, discriminator or sequence explains a cluster of misses.
Control rule	What evidence will let this leave the queue?	A delayed fresh retest succeeds under representative conditions.

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

TOP 10 ADAPTIVE-MASTERY CONCEPT - 4: RECURRING ERRORS OUTRANK ISOLATED NOISE

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

DEEP EXPLANATION	WHY STUDENTS MISS IT	EASIEST CLUE
A repeated error is evidence that prior learning did not survive delay or transfer. It deserves more attention than a	Emotion makes unusual questions feel important, while repeated ordinary errors become background noise.	Sort by recurrence before novelty.
rare detail missed once, even when the rare item feels memorable.

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

TOP 10 ADAPTIVE-MASTERY CONCEPT - 5: REPAIR THE FAILURE MODE, NOT THE TOPIC LABEL

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

DEEP EXPLANATION	WHY STUDENTS MISS IT	EASIEST CLUE
“Renal weak” is too broad. The actionable diagnosis may be acid-base mechanism, diuretic adverse effects,	System labels are easy to organize, so learners prescribe more renal content for every renal miss.	Finish the sentence: I missed this because I could not ___.
nephritic-vs-nephrotic discrimination, image recognition or timing.

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

TOP 10 ADAPTIVE-MASTERY CONCEPT - 6: A REPAIR IS UNFINISHED UNTIL IT SURVIVES DELAY

C. THREE-AXIS PRIORITY QUEUE - NO FAKE UNIVERSAL SCORE

DEEP EXPLANATION	WHY STUDENTS MISS IT	EASIEST CLUE
Immediate success after rereading can reflect short-lived familiarity. Durable repair requires a later, uncued attempt in	The first corrected attempt feels like closure, so retesting gets displaced by new content.	Put every repair on a delayed retest date before calling it fixed.
a new item, image or case. 2026/27 adaptive-mastery expanded edition - use school objectives and current official assessment guidance as the controlling standards