QuantumLearning Machines

Director Evidence Dashboard

Clinical Nursing Competency Program · NCSBN CJMM v1.1Illustrative cohort data

Instrument Summary

Total items56 (52 calibrated + 4 integrative M13 Capstone)
Scored frameworkNCSBN CJMM v1.1 — 6 layers
Misconception tags tracked8 (NURS-01 through NURS-08)
Audit methodPreregistered synthetic-respondent preflight
Evidence classProvisional
PapersPublic, under journal review

Provisional means preflight, not validation — the class flips on real-cohort data. All numbers below are illustrative until the evidence class is promoted.

Cohort by CJMM LayerIllustrative data

CJMM LayerAccuracyFlagsTrend
Recognize cues81%4
Analyze cues74%7
Prioritize hypotheses69%9
Generate solutions77%5
Take action72%8
Evaluate outcomes66%11

Flag threshold: students scoring below 70% on the layer across completed scenarios. Trend computed over a rolling 3-scenario window.

Misconception Registry — NURS TagsIllustrative data

TagLabelConfrontedResolvedActive

Confrontation rate = % of cohort who met this trap in at least one scenario. Resolution rate = % who corrected after confrontation. Active = students still holding. Click a row to see the canonical definition.

Per-Student Evidence GridIllustrative data

Student A S-001
Module score (56 items)84%
Items completed52/56
Scenarios completed15/15
Misconceptions confrontedNURS-01, NURS-05
Misconceptions resolvedNURS-01
On Track
Student B S-002
Module score (56 items)71%
Items completed52/56
Scenarios completed14/15
Misconceptions confrontedNURS-02, NURS-05, NURS-08
Misconceptions resolvedNURS-08
Flagged
Student C S-003
Module score (56 items)91%
Items completed52/56
Scenarios completed15/15
Misconceptions confrontedNURS-04
Misconceptions resolvedNURS-04
On Track
Student D S-004
Module score (56 items)62%
Items completed48/56
Scenarios completed12/15
Misconceptions confrontedNURS-01, NURS-03, NURS-05, NURS-06
Misconceptions resolvedNURS-03
At Risk
Student E S-005
Module score (56 items)78%
Items completed52/56
Scenarios completed15/15
Misconceptions confrontedNURS-05, NURS-07
Misconceptions resolvedNURS-05, NURS-07
On Track
Student F S-006
Module score (56 items)68%
Items completed50/56
Scenarios completed13/15
Misconceptions confrontedNURS-02, NURS-04, NURS-06
Misconceptions resolvedNURS-04
Flagged
Student G S-007
Module score (56 items)87%
Items completed52/56
Scenarios completed15/15
Misconceptions confrontedNURS-08
Misconceptions resolvedNURS-08
On Track
Student H S-008
Module score (56 items)59%
Items completed44/56
Scenarios completed11/15
Misconceptions confrontedNURS-01, NURS-02, NURS-05, NURS-06, NURS-07
Misconceptions resolvedNURS-01
At Risk

Status thresholds — On Track: module score ≥ 75% and no more than 1 unresolved misconception. Flagged: score 65-74% or 2 unresolved. At Risk: score < 65% or 3+ unresolved.

Hash Chain Audit

genesis 1f59e2ea head 7b679553 links 8 student chains algorithm djb2 (world-trace/1 schema) status 21 confrontation events, 9 resolution events

Every student decision writes a hash-chained trace event. The chain is recomputable by any auditor — not a log after the fact, but a signed record at the moment of commitment. Verify integrity from the expert route or the audit API.

Credential Status

Certificate in Clinical Nursing Competency

The certificate will state: “This certifies that [name] has demonstrated the competencies below, as evidenced by committed decisions in scored scenarios across 14 knowledge modules and 15 patient scenarios, audited by hash-chained trace.”

Supplement language: “This certificate supplements a nursing program. It is not a license and does not replace the NCLEX. The instrument uses 52 calibrated items + 4 integrative (M13 Capstone) scored against the NCSBN Clinical Judgment Measurement Model v1.1. Evidence class at issuance: provisional — preflight, not validation. The class flips only on real-cohort data.”

This is an education dashboard. It contains no clinical advice. All data shown is illustrative until the evidence class is promoted on real-cohort data.