From 1233884670015e38d77745b8517820d9f8679365 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szab=C3=B3=20D=C3=A1vid?= <lakatosidev25@gmail.com>
Date: Sat, 27 Jun 2026 10:54:17 +0200
Subject: [PATCH] Add survey psychometric validity assistant

---
 .../README.md                                 |  26 +++
 .../demo.js                                   |  29 +++
 .../make-demo-video.js                        |  39 ++++
 .../package.json                              |  13 ++
 .../reports/clean-result.json                 |  13 ++
 .../reports/demo.mp4                          | Bin 0 -> 29032 bytes
 .../reports/risky-report.md                   |  30 +++
 .../reports/risky-result.json                 | 188 ++++++++++++++++++
 .../reports/summary.svg                       |  12 ++
 .../src/guard.js                              | 177 +++++++++++++++++
 .../src/samplePackets.js                      |  75 +++++++
 .../test.js                                   |  25 +++
 12 files changed, 627 insertions(+)
 create mode 100644 survey-psychometric-validity-assistant/README.md
 create mode 100644 survey-psychometric-validity-assistant/demo.js
 create mode 100644 survey-psychometric-validity-assistant/make-demo-video.js
 create mode 100644 survey-psychometric-validity-assistant/package.json
 create mode 100644 survey-psychometric-validity-assistant/reports/clean-result.json
 create mode 100644 survey-psychometric-validity-assistant/reports/demo.mp4
 create mode 100644 survey-psychometric-validity-assistant/reports/risky-report.md
 create mode 100644 survey-psychometric-validity-assistant/reports/risky-result.json
 create mode 100644 survey-psychometric-validity-assistant/reports/summary.svg
 create mode 100644 survey-psychometric-validity-assistant/src/guard.js
 create mode 100644 survey-psychometric-validity-assistant/src/samplePackets.js
 create mode 100644 survey-psychometric-validity-assistant/test.js

diff --git a/survey-psychometric-validity-assistant/README.md b/survey-psychometric-validity-assistant/README.md
new file mode 100644
index 00000000..f25d32f1
--- /dev/null
+++ b/survey-psychometric-validity-assistant/README.md
@@ -0,0 +1,26 @@
+# Survey Psychometric Validity Assistant
+
+Self-contained SCIBASE issue #16 slice for AI-assisted peer review of survey manuscripts. The assistant blocks or escalates AI review output when a submitted survey scale has psychometric validity gaps that would make the downstream review misleading.
+
+The module uses synthetic packets only and has no network calls, external AI APIs, private manuscripts, credentials, or live data.
+
+## What it checks
+
+- reverse-coded item handling drift
+- low Cronbach alpha or missing internal-consistency evidence
+- factor-loading cross-loads and weak primary loadings
+- confirmatory factor analysis sample-size shortfall
+- missing or inconsistent Likert anchors
+- construct-claim mismatch between manuscript claims and validated scales
+- release readiness for AI-generated peer-review output
+
+## Run
+
+```bash
+npm run check
+npm test
+npm run demo
+npm run demo:video
+```
+
+Demo outputs are written to `reports/`.
diff --git a/survey-psychometric-validity-assistant/demo.js b/survey-psychometric-validity-assistant/demo.js
new file mode 100644
index 00000000..900d0367
--- /dev/null
+++ b/survey-psychometric-validity-assistant/demo.js
@@ -0,0 +1,29 @@
+import { mkdir, writeFile } from "node:fs/promises";
+import { evaluateSurveyPacket, renderMarkdownReport } from "./src/guard.js";
+import { cleanPacket, riskyPacket } from "./src/samplePackets.js";
+
+const reportsDir = new URL("./reports/", import.meta.url);
+await mkdir(reportsDir, { recursive: true });
+
+const clean = evaluateSurveyPacket(cleanPacket);
+const risky = evaluateSurveyPacket(riskyPacket);
+
+await writeFile(new URL("clean-result.json", reportsDir), JSON.stringify(clean, null, 2));
+await writeFile(new URL("risky-result.json", reportsDir), JSON.stringify(risky, null, 2));
+await writeFile(new URL("risky-report.md", reportsDir), renderMarkdownReport(risky));
+
+const svg = `<svg xmlns="http://www.w3.org/2000/svg" width="960" height="540" viewBox="0 0 960 540">
+  <rect width="960" height="540" fill="#f8fafc"/>
+  <rect x="54" y="58" width="852" height="424" rx="8" fill="#ffffff" stroke="#cbd5e1"/>
+  <text x="86" y="118" font-family="Arial, sans-serif" font-size="34" font-weight="700" fill="#111827">Survey Psychometric Validity Assistant</text>
+  <text x="86" y="168" font-family="Arial, sans-serif" font-size="22" fill="#334155">Packet: ${risky.packetId}</text>
+  <text x="86" y="218" font-family="Arial, sans-serif" font-size="28" font-weight="700" fill="#991b1b">Decision: ${risky.decision}</text>
+  <text x="86" y="268" font-family="Arial, sans-serif" font-size="22" fill="#334155">Severity score: ${risky.severityScore} | Findings: ${risky.findingCount}</text>
+  <text x="86" y="326" font-family="Arial, sans-serif" font-size="20" fill="#111827">Top gates: reverse coding, reliability, CFA sample size, factor cross-loads</text>
+  <text x="86" y="372" font-family="Arial, sans-serif" font-size="20" fill="#111827">Action: hold AI peer-review release for psychometric review</text>
+  <rect x="86" y="414" width="660" height="16" fill="#fee2e2"/>
+  <rect x="86" y="414" width="540" height="16" fill="#ef4444"/>
+</svg>`;
+await writeFile(new URL("summary.svg", reportsDir), svg);
+
+console.log(JSON.stringify({ clean: clean.decision, risky: risky.decision, reportsDir: reportsDir.pathname }, null, 2));
diff --git a/survey-psychometric-validity-assistant/make-demo-video.js b/survey-psychometric-validity-assistant/make-demo-video.js
new file mode 100644
index 00000000..cf9432e0
--- /dev/null
+++ b/survey-psychometric-validity-assistant/make-demo-video.js
@@ -0,0 +1,39 @@
+import { spawnSync } from "node:child_process";
+import { mkdir } from "node:fs/promises";
+import { fileURLToPath } from "node:url";
+
+const reportsDir = new URL("./reports/", import.meta.url);
+await mkdir(reportsDir, { recursive: true });
+
+const output = new URL("demo.mp4", reportsDir);
+const font = "C\\:/Windows/Fonts/arial.ttf";
+const filter = [
+  "color=c=0xf8fafc:s=960x540:d=5:r=12",
+  "drawbox=x=48:y=52:w=864:h=436:color=0xcbd5e1:t=2",
+  `drawtext=fontfile='${font}':text='Survey Psychometric Validity Assistant':x=78:y=92:fontsize=34:fontcolor=0x111827`,
+  `drawtext=fontfile='${font}':text='AI review release gate for survey manuscripts':x=78:y=146:fontsize=23:fontcolor=0x334155`,
+  `drawtext=fontfile='${font}':text='Checks reverse coding, reliability, factor loadings, CFA sample size':x=78:y=204:fontsize=22:fontcolor=0x111827`,
+  `drawtext=fontfile='${font}':text='Risky packet decision HOLD':x=78:y=276:fontsize=34:fontcolor=0x991b1b`,
+  `drawtext=fontfile='${font}':text='Action - psychometric reviewer required before AI output is trusted':x=78:y=344:fontsize=22:fontcolor=0x111827`,
+  "drawbox=x=78:y=402:w=660:h=18:color=0xfee2e2:t=18",
+  "drawbox=x=78:y=402:w=540:h=18:color=0xef4444:t=18"
+].join(",");
+
+const result = spawnSync("ffmpeg", [
+  "-y",
+  "-f",
+  "lavfi",
+  "-i",
+  filter,
+  "-pix_fmt",
+  "yuv420p",
+  "-movflags",
+  "+faststart",
+  fileURLToPath(output)
+], { stdio: "inherit" });
+
+if (result.status !== 0) {
+  throw new Error(`ffmpeg failed with status ${result.status}`);
+}
+
+console.log(`wrote ${fileURLToPath(output)}`);
diff --git a/survey-psychometric-validity-assistant/package.json b/survey-psychometric-validity-assistant/package.json
new file mode 100644
index 00000000..4d089e2d
--- /dev/null
+++ b/survey-psychometric-validity-assistant/package.json
@@ -0,0 +1,13 @@
+{
+  "name": "survey-psychometric-validity-assistant",
+  "version": "1.0.0",
+  "description": "Deterministic survey psychometric validity assistant for SCIBASE issue #16.",
+  "type": "module",
+  "scripts": {
+    "check": "node --check src/guard.js && node --check src/samplePackets.js && node --check test.js && node --check demo.js && node --check make-demo-video.js",
+    "test": "node test.js",
+    "demo": "node demo.js",
+    "demo:video": "node make-demo-video.js"
+  },
+  "license": "MIT"
+}
diff --git a/survey-psychometric-validity-assistant/reports/clean-result.json b/survey-psychometric-validity-assistant/reports/clean-result.json
new file mode 100644
index 00000000..8baa29d1
--- /dev/null
+++ b/survey-psychometric-validity-assistant/reports/clean-result.json
@@ -0,0 +1,13 @@
+{
+  "packetId": "survey-clean-001",
+  "title": "Validated Remote Collaboration Burnout Scale",
+  "decision": "RELEASE",
+  "severityScore": 0,
+  "findingCount": 0,
+  "findings": [],
+  "releaseGate": {
+    "canReleaseAiReview": true,
+    "requiresPsychometricReviewer": false,
+    "rationale": "Psychometric evidence is sufficient for AI peer-review release."
+  }
+}
\ No newline at end of file
diff --git a/survey-psychometric-validity-assistant/reports/demo.mp4 b/survey-psychometric-validity-assistant/reports/demo.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..27378144f0bfc4fd1b4050c924c7378428dcfbcf
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literal 0
HcmV?d00001

diff --git a/survey-psychometric-validity-assistant/reports/risky-report.md b/survey-psychometric-validity-assistant/reports/risky-report.md
new file mode 100644
index 00000000..07cdf89f
--- /dev/null
+++ b/survey-psychometric-validity-assistant/reports/risky-report.md
@@ -0,0 +1,30 @@
+# Survey Psychometric Validity Report
+
+Packet: survey-risky-017
+Decision: HOLD
+Severity score: 39
+Findings: 17
+
+## Findings
+- [medium] thin_likert_anchor_set: Survey reports 3 Likert anchors; expected at least 5.
+- [high] cfa_sample_size_shortfall: CFA sample size 96 is below 280 for 28 parameters.
+- [high] low_internal_consistency: Workload Anxiety Draft Scale reports alpha 0.58, below 0.7.
+- [medium] weak_primary_loading: wa_1 has primary loading 0.42, below 0.5.
+- [critical] reverse_coding_drift: wa_2 is reverse coded but not reverse scored before scale scoring.
+- [medium] weak_primary_loading: wa_2 has primary loading 0.39, below 0.5.
+- [medium] weak_primary_loading: wa_3 has primary loading 0.44, below 0.5.
+- [medium] weak_primary_loading: wa_4 has primary loading 0.31, below 0.5.
+- [high] factor_cross_loading: wa_1 has secondary loading 0.41, above 0.32.
+- [high] factor_cross_loading: wa_3 has secondary loading 0.37, above 0.32.
+- [high] missing_internal_consistency: Productivity Perception Index does not report Cronbach alpha or equivalent reliability evidence.
+- [medium] weak_primary_loading: ppi_1 has primary loading 0.47, below 0.5.
+- [medium] weak_primary_loading: ppi_2 has primary loading 0.36, below 0.5.
+- [high] factor_cross_loading: ppi_2 has secondary loading 0.34, above 0.32.
+- [high] construct_claim_mismatch: Manuscript claims anxiety, but no submitted scale validates that construct directly.
+- [high] construct_claim_mismatch: Manuscript claims productivity, but no submitted scale validates that construct directly.
+- [high] construct_claim_mismatch: Manuscript claims clinical burnout, but no submitted scale validates that construct directly.
+
+## Release gate
+- Can release AI review: false
+- Requires psychometric reviewer: true
+- Rationale: Psychometric validity issues must be reviewed before AI output is trusted.
diff --git a/survey-psychometric-validity-assistant/reports/risky-result.json b/survey-psychometric-validity-assistant/reports/risky-result.json
new file mode 100644
index 00000000..0caa7603
--- /dev/null
+++ b/survey-psychometric-validity-assistant/reports/risky-result.json
@@ -0,0 +1,188 @@
+{
+  "packetId": "survey-risky-017",
+  "title": "AI Workload Anxiety and Productivity Claims",
+  "decision": "HOLD",
+  "severityScore": 39,
+  "findingCount": 17,
+  "findings": [
+    {
+      "severity": "medium",
+      "code": "thin_likert_anchor_set",
+      "message": "Survey reports 3 Likert anchors; expected at least 5.",
+      "evidence": {
+        "anchors": [
+          "Never",
+          "Sometimes",
+          "Often"
+        ]
+      }
+    },
+    {
+      "severity": "high",
+      "code": "cfa_sample_size_shortfall",
+      "message": "CFA sample size 96 is below 280 for 28 parameters.",
+      "evidence": {
+        "sampleSize": 96,
+        "plannedCfaParameters": 28,
+        "minimumCfaSample": 280
+      }
+    },
+    {
+      "severity": "high",
+      "code": "low_internal_consistency",
+      "message": "Workload Anxiety Draft Scale reports alpha 0.58, below 0.7.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "alpha": 0.58
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "wa_1 has primary loading 0.42, below 0.5.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_1",
+        "loading": 0.42
+      }
+    },
+    {
+      "severity": "critical",
+      "code": "reverse_coding_drift",
+      "message": "wa_2 is reverse coded but not reverse scored before scale scoring.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_2"
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "wa_2 has primary loading 0.39, below 0.5.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_2",
+        "loading": 0.39
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "wa_3 has primary loading 0.44, below 0.5.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_3",
+        "loading": 0.44
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "wa_4 has primary loading 0.31, below 0.5.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_4",
+        "loading": 0.31
+      }
+    },
+    {
+      "severity": "high",
+      "code": "factor_cross_loading",
+      "message": "wa_1 has secondary loading 0.41, above 0.32.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_1",
+        "secondaryLoading": 0.41
+      }
+    },
+    {
+      "severity": "high",
+      "code": "factor_cross_loading",
+      "message": "wa_3 has secondary loading 0.37, above 0.32.",
+      "evidence": {
+        "scale": "Workload Anxiety Draft Scale",
+        "itemId": "wa_3",
+        "secondaryLoading": 0.37
+      }
+    },
+    {
+      "severity": "high",
+      "code": "missing_internal_consistency",
+      "message": "Productivity Perception Index does not report Cronbach alpha or equivalent reliability evidence.",
+      "evidence": {
+        "scale": "Productivity Perception Index"
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "ppi_1 has primary loading 0.47, below 0.5.",
+      "evidence": {
+        "scale": "Productivity Perception Index",
+        "itemId": "ppi_1",
+        "loading": 0.47
+      }
+    },
+    {
+      "severity": "medium",
+      "code": "weak_primary_loading",
+      "message": "ppi_2 has primary loading 0.36, below 0.5.",
+      "evidence": {
+        "scale": "Productivity Perception Index",
+        "itemId": "ppi_2",
+        "loading": 0.36
+      }
+    },
+    {
+      "severity": "high",
+      "code": "factor_cross_loading",
+      "message": "ppi_2 has secondary loading 0.34, above 0.32.",
+      "evidence": {
+        "scale": "Productivity Perception Index",
+        "itemId": "ppi_2",
+        "secondaryLoading": 0.34
+      }
+    },
+    {
+      "severity": "high",
+      "code": "construct_claim_mismatch",
+      "message": "Manuscript claims anxiety, but no submitted scale validates that construct directly.",
+      "evidence": {
+        "claim": "anxiety",
+        "availableConstructs": [
+          "workload anxiety",
+          "productivity perception"
+        ]
+      }
+    },
+    {
+      "severity": "high",
+      "code": "construct_claim_mismatch",
+      "message": "Manuscript claims productivity, but no submitted scale validates that construct directly.",
+      "evidence": {
+        "claim": "productivity",
+        "availableConstructs": [
+          "workload anxiety",
+          "productivity perception"
+        ]
+      }
+    },
+    {
+      "severity": "high",
+      "code": "construct_claim_mismatch",
+      "message": "Manuscript claims clinical burnout, but no submitted scale validates that construct directly.",
+      "evidence": {
+        "claim": "clinical burnout",
+        "availableConstructs": [
+          "workload anxiety",
+          "productivity perception"
+        ]
+      }
+    }
+  ],
+  "releaseGate": {
+    "canReleaseAiReview": false,
+    "requiresPsychometricReviewer": true,
+    "rationale": "Psychometric validity issues must be reviewed before AI output is trusted."
+  }
+}
\ No newline at end of file
diff --git a/survey-psychometric-validity-assistant/reports/summary.svg b/survey-psychometric-validity-assistant/reports/summary.svg
new file mode 100644
index 00000000..9e101e2d
--- /dev/null
+++ b/survey-psychometric-validity-assistant/reports/summary.svg
@@ -0,0 +1,12 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="960" height="540" viewBox="0 0 960 540">
+  <rect width="960" height="540" fill="#f8fafc"/>
+  <rect x="54" y="58" width="852" height="424" rx="8" fill="#ffffff" stroke="#cbd5e1"/>
+  <text x="86" y="118" font-family="Arial, sans-serif" font-size="34" font-weight="700" fill="#111827">Survey Psychometric Validity Assistant</text>
+  <text x="86" y="168" font-family="Arial, sans-serif" font-size="22" fill="#334155">Packet: survey-risky-017</text>
+  <text x="86" y="218" font-family="Arial, sans-serif" font-size="28" font-weight="700" fill="#991b1b">Decision: HOLD</text>
+  <text x="86" y="268" font-family="Arial, sans-serif" font-size="22" fill="#334155">Severity score: 39 | Findings: 17</text>
+  <text x="86" y="326" font-family="Arial, sans-serif" font-size="20" fill="#111827">Top gates: reverse coding, reliability, CFA sample size, factor cross-loads</text>
+  <text x="86" y="372" font-family="Arial, sans-serif" font-size="20" fill="#111827">Action: hold AI peer-review release for psychometric review</text>
+  <rect x="86" y="414" width="660" height="16" fill="#fee2e2"/>
+  <rect x="86" y="414" width="540" height="16" fill="#ef4444"/>
+</svg>
\ No newline at end of file
diff --git a/survey-psychometric-validity-assistant/src/guard.js b/survey-psychometric-validity-assistant/src/guard.js
new file mode 100644
index 00000000..f178bb96
--- /dev/null
+++ b/survey-psychometric-validity-assistant/src/guard.js
@@ -0,0 +1,177 @@
+const DEFAULTS = {
+  minimumAlpha: 0.7,
+  minimumLoading: 0.5,
+  maximumCrossLoading: 0.32,
+  minimumLikertAnchors: 5,
+  cfaCasesPerParameter: 10
+};
+
+function addFinding(findings, severity, code, message, evidence) {
+  findings.push({ severity, code, message, evidence });
+}
+
+function normalize(value) {
+  return String(value ?? "").trim().toLowerCase();
+}
+
+function evaluateScale(scale, findings, options) {
+  if (typeof scale.cronbachAlpha !== "number") {
+    addFinding(
+      findings,
+      "high",
+      "missing_internal_consistency",
+      `${scale.name} does not report Cronbach alpha or equivalent reliability evidence.`,
+      { scale: scale.name }
+    );
+  } else if (scale.cronbachAlpha < options.minimumAlpha) {
+    addFinding(
+      findings,
+      "high",
+      "low_internal_consistency",
+      `${scale.name} reports alpha ${scale.cronbachAlpha}, below ${options.minimumAlpha}.`,
+      { scale: scale.name, alpha: scale.cronbachAlpha }
+    );
+  }
+
+  for (const item of scale.items ?? []) {
+    if (item.reverseCoded && !item.reverseScored) {
+      addFinding(
+        findings,
+        "critical",
+        "reverse_coding_drift",
+        `${item.id} is reverse coded but not reverse scored before scale scoring.`,
+        { scale: scale.name, itemId: item.id }
+      );
+    }
+
+    if (typeof item.loading === "number" && item.loading < options.minimumLoading) {
+      addFinding(
+        findings,
+        "medium",
+        "weak_primary_loading",
+        `${item.id} has primary loading ${item.loading}, below ${options.minimumLoading}.`,
+        { scale: scale.name, itemId: item.id, loading: item.loading }
+      );
+    }
+  }
+
+  for (const cross of scale.crossLoadings ?? []) {
+    if (cross.secondaryLoading >= options.maximumCrossLoading) {
+      addFinding(
+        findings,
+        "high",
+        "factor_cross_loading",
+        `${cross.itemId} has secondary loading ${cross.secondaryLoading}, above ${options.maximumCrossLoading}.`,
+        { scale: scale.name, itemId: cross.itemId, secondaryLoading: cross.secondaryLoading }
+      );
+    }
+  }
+}
+
+export function evaluateSurveyPacket(packet, customOptions = {}) {
+  const options = { ...DEFAULTS, ...customOptions };
+  const findings = [];
+
+  const anchors = packet.likertAnchors ?? [];
+  if (anchors.length < options.minimumLikertAnchors) {
+    addFinding(
+      findings,
+      "medium",
+      "thin_likert_anchor_set",
+      `Survey reports ${anchors.length} Likert anchors; expected at least ${options.minimumLikertAnchors}.`,
+      { anchors }
+    );
+  }
+
+  const minimumCfaSample = (packet.plannedCfaParameters ?? 0) * options.cfaCasesPerParameter;
+  if (packet.plannedCfaParameters && packet.sampleSize < minimumCfaSample) {
+    addFinding(
+      findings,
+      "high",
+      "cfa_sample_size_shortfall",
+      `CFA sample size ${packet.sampleSize} is below ${minimumCfaSample} for ${packet.plannedCfaParameters} parameters.`,
+      {
+        sampleSize: packet.sampleSize,
+        plannedCfaParameters: packet.plannedCfaParameters,
+        minimumCfaSample
+      }
+    );
+  }
+
+  for (const scale of packet.scales ?? []) {
+    evaluateScale(scale, findings, options);
+  }
+
+  const scaleConstructs = new Set((packet.scales ?? []).map((scale) => normalize(scale.construct)));
+  for (const claim of packet.constructClaims ?? []) {
+    if (!scaleConstructs.has(normalize(claim))) {
+      addFinding(
+        findings,
+        "high",
+        "construct_claim_mismatch",
+        `Manuscript claims ${claim}, but no submitted scale validates that construct directly.`,
+        { claim, availableConstructs: [...scaleConstructs] }
+      );
+    }
+  }
+
+  const severityScore = findings.reduce((sum, finding) => {
+    if (finding.severity === "critical") return sum + 5;
+    if (finding.severity === "high") return sum + 3;
+    if (finding.severity === "medium") return sum + 1;
+    return sum;
+  }, 0);
+
+  const decision = findings.some((finding) => finding.severity === "critical") || severityScore >= 9
+    ? "HOLD"
+    : severityScore >= 3
+      ? "REVIEW"
+      : "RELEASE";
+
+  return {
+    packetId: packet.id,
+    title: packet.title,
+    decision,
+    severityScore,
+    findingCount: findings.length,
+    findings,
+    releaseGate: {
+      canReleaseAiReview: decision === "RELEASE",
+      requiresPsychometricReviewer: decision !== "RELEASE",
+      rationale: decision === "RELEASE"
+        ? "Psychometric evidence is sufficient for AI peer-review release."
+        : "Psychometric validity issues must be reviewed before AI output is trusted."
+    }
+  };
+}
+
+export function renderMarkdownReport(result) {
+  const lines = [
+    `# Survey Psychometric Validity Report`,
+    ``,
+    `Packet: ${result.packetId}`,
+    `Decision: ${result.decision}`,
+    `Severity score: ${result.severityScore}`,
+    `Findings: ${result.findingCount}`,
+    ``,
+    `## Findings`
+  ];
+
+  if (result.findings.length === 0) {
+    lines.push(`- No blocking psychometric validity findings.`);
+  } else {
+    for (const finding of result.findings) {
+      lines.push(`- [${finding.severity}] ${finding.code}: ${finding.message}`);
+    }
+  }
+
+  lines.push(
+    ``,
+    `## Release gate`,
+    `- Can release AI review: ${result.releaseGate.canReleaseAiReview}`,
+    `- Requires psychometric reviewer: ${result.releaseGate.requiresPsychometricReviewer}`,
+    `- Rationale: ${result.releaseGate.rationale}`
+  );
+
+  return `${lines.join("\n")}\n`;
+}
diff --git a/survey-psychometric-validity-assistant/src/samplePackets.js b/survey-psychometric-validity-assistant/src/samplePackets.js
new file mode 100644
index 00000000..76253d5a
--- /dev/null
+++ b/survey-psychometric-validity-assistant/src/samplePackets.js
@@ -0,0 +1,75 @@
+export const cleanPacket = {
+  id: "survey-clean-001",
+  title: "Validated Remote Collaboration Burnout Scale",
+  decisionContext: "pre-release AI peer review",
+  constructClaims: ["burnout", "remote collaboration fatigue"],
+  sampleSize: 420,
+  plannedCfaParameters: 32,
+  likertAnchors: ["Strongly disagree", "Disagree", "Neutral", "Agree", "Strongly agree"],
+  scales: [
+    {
+      name: "Remote Collaboration Fatigue",
+      construct: "remote collaboration fatigue",
+      cronbachAlpha: 0.86,
+      items: [
+        { id: "rcf_1", loading: 0.74 },
+        { id: "rcf_2", loading: 0.69 },
+        { id: "rcf_3", loading: 0.71 },
+        { id: "rcf_4", loading: 0.66, reverseCoded: true, reverseScored: true }
+      ],
+      crossLoadings: [
+        { itemId: "rcf_2", secondaryLoading: 0.18 }
+      ]
+    },
+    {
+      name: "Burnout Short Form",
+      construct: "burnout",
+      cronbachAlpha: 0.82,
+      items: [
+        { id: "bsf_1", loading: 0.72 },
+        { id: "bsf_2", loading: 0.77 },
+        { id: "bsf_3", loading: 0.68 }
+      ],
+      crossLoadings: []
+    }
+  ]
+};
+
+export const riskyPacket = {
+  id: "survey-risky-017",
+  title: "AI Workload Anxiety and Productivity Claims",
+  decisionContext: "pre-release AI peer review",
+  constructClaims: ["anxiety", "productivity", "clinical burnout"],
+  sampleSize: 96,
+  plannedCfaParameters: 28,
+  likertAnchors: ["Never", "Sometimes", "Often"],
+  scales: [
+    {
+      name: "Workload Anxiety Draft Scale",
+      construct: "workload anxiety",
+      cronbachAlpha: 0.58,
+      items: [
+        { id: "wa_1", loading: 0.42 },
+        { id: "wa_2", loading: 0.39, reverseCoded: true, reverseScored: false },
+        { id: "wa_3", loading: 0.44 },
+        { id: "wa_4", loading: 0.31 }
+      ],
+      crossLoadings: [
+        { itemId: "wa_1", secondaryLoading: 0.41 },
+        { itemId: "wa_3", secondaryLoading: 0.37 }
+      ]
+    },
+    {
+      name: "Productivity Perception Index",
+      construct: "productivity perception",
+      cronbachAlpha: null,
+      items: [
+        { id: "ppi_1", loading: 0.47 },
+        { id: "ppi_2", loading: 0.36 }
+      ],
+      crossLoadings: [
+        { itemId: "ppi_2", secondaryLoading: 0.34 }
+      ]
+    }
+  ]
+};
diff --git a/survey-psychometric-validity-assistant/test.js b/survey-psychometric-validity-assistant/test.js
new file mode 100644
index 00000000..819ed1ea
--- /dev/null
+++ b/survey-psychometric-validity-assistant/test.js
@@ -0,0 +1,25 @@
+import assert from "node:assert/strict";
+import { evaluateSurveyPacket, renderMarkdownReport } from "./src/guard.js";
+import { cleanPacket, riskyPacket } from "./src/samplePackets.js";
+
+const clean = evaluateSurveyPacket(cleanPacket);
+assert.equal(clean.decision, "RELEASE");
+assert.equal(clean.findingCount, 0);
+assert.equal(clean.releaseGate.canReleaseAiReview, true);
+
+const risky = evaluateSurveyPacket(riskyPacket);
+assert.equal(risky.decision, "HOLD");
+assert.equal(risky.releaseGate.requiresPsychometricReviewer, true);
+assert.ok(risky.findings.some((finding) => finding.code === "reverse_coding_drift"));
+assert.ok(risky.findings.some((finding) => finding.code === "low_internal_consistency"));
+assert.ok(risky.findings.some((finding) => finding.code === "missing_internal_consistency"));
+assert.ok(risky.findings.some((finding) => finding.code === "factor_cross_loading"));
+assert.ok(risky.findings.some((finding) => finding.code === "cfa_sample_size_shortfall"));
+assert.ok(risky.findings.some((finding) => finding.code === "construct_claim_mismatch"));
+
+const report = renderMarkdownReport(risky);
+assert.match(report, /Survey Psychometric Validity Report/);
+assert.match(report, /Decision: HOLD/);
+assert.match(report, /reverse_coding_drift/);
+
+console.log("survey psychometric validity assistant tests passed");