CAMERS Algorithm Validator

The exact scoring engine the API uses, made visible — so the algorithm's creator can verify the backend behaves as designed without reading code.

Algorithm version:V2 is active on this validation/staging backend only — population SD, 0.70 flag boundary, domain Entropy, Bypass over Fragmentation, Fragmentation-extended, subtypes. Mobile/live cutover is not approved.

Set each life area's answer pattern and watch the verdict change live. “Swing” alternates 5s and 1s; “Set all” buttons force one answer everywhere.

Congruency
Mind
Emotions
Response/Reaction
Speech
Spiritual Dysregulation (reverse-scored)

Live result

V2 — creator spec (validation/staging)
78
/ 100
Aligned
Good, with some areas for growth
Disruption: Low response variability

Overall: Aligned, though Spiritual Erosion. This suggests local divergences within a generally Aligned pattern.

Tag Burden unweighted descriptive layer

Tag Burden: 1 of 6 domains shows a non-Aligned rhythm pattern. Tag Burden Percentage: 16.7%.

Fragmentation 0 · Erosion 1 · Entropy 0 · Bypass 0
Backend/audit variables
{
  "valid_domain_count": 6,
  "insufficient_data_domain_count": 0,
  "aligned_domain_count": 5,
  "provisional_tag_burden": {
    "tag_burden_version": "tb-1.0-unweighted",
    "total_tag_burden": 1,
    "tag_burden_percentage": 16.7,
    "fragmentation_burden_count": 0,
    "erosion_burden_count": 1,
    "entropy_burden_count": 0,
    "bypass_burden_count": 0,
    "any_fragmentation": false,
    "any_erosion": true,
    "any_entropy": false,
    "any_bypass": false,
    "mixed_tag_profile": false,
    "valid_domain_count": 6,
    "aligned_domain_count": 5,
    "insufficient_data_domain_count": 0,
    "domain_tag_combinations": [
      "Congruency-Aligned",
      "Mind-Aligned",
      "Emotions-Aligned",
      "Response/Reaction-Aligned",
      "Speech-Aligned",
      "Spiritual Dysregulation-Erosion"
    ],
    "non_aligned_combinations": [
      "Spiritual Dysregulation-Erosion"
    ],
    "domain_tags": {
      "C": "Aligned",
      "M": "Aligned",
      "E": "Aligned",
      "R": "Aligned",
      "S": "Aligned",
      "D": "Erosion"
    },
    "display": "Tag Burden: 1 of 6 domains shows a non-Aligned rhythm pattern. Tag Burden Percentage: 16.7%."
  },
  "final_tag_burden": {
    "tag_burden_version": "tb-1.0-unweighted",
    "total_tag_burden": 1,
    "tag_burden_percentage": 16.7,
    "fragmentation_burden_count": 0,
    "erosion_burden_count": 1,
    "entropy_burden_count": 0,
    "bypass_burden_count": 0,
    "any_fragmentation": false,
    "any_erosion": true,
    "any_entropy": false,
    "any_bypass": false,
    "mixed_tag_profile": false,
    "valid_domain_count": 6,
    "aligned_domain_count": 5,
    "insufficient_data_domain_count": 0,
    "domain_tag_combinations": [
      "Congruency-Aligned",
      "Mind-Aligned",
      "Emotions-Aligned",
      "Response/Reaction-Aligned",
      "Speech-Aligned",
      "Spiritual Dysregulation-Erosion"
    ],
    "non_aligned_combinations": [
      "Spiritual Dysregulation-Erosion"
    ],
    "domain_tags": {
      "C": "Aligned",
      "M": "Aligned",
      "E": "Aligned",
      "R": "Aligned",
      "S": "Aligned",
      "D": "Erosion"
    },
    "display": "Tag Burden: 1 of 6 domains shows a non-Aligned rhythm pattern. Tag Burden Percentage: 16.7%."
  },
  "official_disruption_level": "Low response variability",
  "contradiction_load_coherence_tension": {
    "provisional": true,
    "contradictory_domain_count": 0,
    "cross_domain_sd": 0.7454,
    "within_domain": {
      "C": {
        "sd": 0,
        "range": 0
      },
      "M": {
        "sd": 0,
        "range": 0
      },
      "E": {
        "sd": 0,
        "range": 0
      },
      "R": {
        "sd": 0,
        "range": 0
      },
      "S": {
        "sd": 0,
        "range": 0
      },
      "D": {
        "sd": 0,
        "range": 0
      }
    }
  },
  "algorithm_version": "v2"
}
Congruency (weight 10%)AlignedLow variability
mean 4spread (SD) 0lowest 4highest 4subtype aligned_core
Mind (weight 20%)AlignedLow variability
mean 4spread (SD) 0lowest 4highest 4subtype aligned_core
Emotions (weight 20%)AlignedLow variability
mean 4spread (SD) 0lowest 4highest 4subtype aligned_core
Response/Reaction (weight 25%)AlignedLow variability
mean 4spread (SD) 0lowest 4highest 4subtype aligned_core
Speech (weight 20%)AlignedLow variability
mean 4spread (SD) 0lowest 4highest 4subtype aligned_core
Spiritual Dysregulation (weight 5%)ErosionLow variability
mean 2spread (SD) 0lowest 2highest 2
Approved weighted-score calculation
DomainMeanWeightWeighted mean0-100 points
Congruency410%0.48
Mind420%0.816
Emotions420%0.816
Response/Reaction425%120
Speech420%0.816
Spiritual Dysregulation25%0.12

Status: complete. Weights are applied to post-scored domain means; Tag Burden is not part of this calculation.

Full narrative report (exactly what the app shows)
Overall

Alignment may reflect greater coherence across thought, speech, behavior, emotion, and spiritual rhythm. This pattern may support resilience, steadier stress regulation, and healthier recovery practices.

  • Gratitude + Emotion Pairing — “I am grateful for… and I feel…”
  • Weekly Testimony of Coherence with a trusted person.
  • Silence Integration + Daily Breath Reset (AM/PM).

Retest in 6-8 weeks, or sooner if stress increases. Maintain rhythms to protect against drift.

Congruency Aligned

Although your overall rhythm shows Aligned, your Congruency domain reveals that your beliefs, choices, and behaviors are moving as one, creating stability and resilience.

  • Strengthen habits of coherence (journaling, Sabbath).
  • Share one integrity story weekly with trusted others.
  • Continue rhythm practices that anchor values in action.
Mind Aligned

Although your overall rhythm shows Aligned, your Mind domain reveals that your thoughts appear integrated, steady, and oriented toward truth and coherence.

  • Maintain daily reflection (AM/PM scan).
  • Pair thought practices with emotion journaling.
  • Continue integrating Scripture + reflection.
Emotions Aligned

Although your overall rhythm shows Aligned, your Emotions domain reveals that your emotional life is open and responsive, allowing you to feel, process, and integrate with grace.

  • Continue emotional resonance journaling.
  • Daily gratitude/emotion pairing.
  • Share emotions openly in trusted community.
Response/Reaction Aligned

Although your overall rhythm shows Aligned, your Response domain reveals that your responses are measured and wise, reflecting both inner stability and outer awareness.

  • Maintain pause-before-response rhythm.
  • Continue grounding breathwork.
  • Weekly reflection on decision quality.
Speech Aligned

Although your overall rhythm shows Aligned, your Speech domain reveals that your speech reflects inner integrity—what you say resonates with what you believe and feel.

  • Maintain rhythm of blessing + honesty.
  • Weekly reflection: “Did my words feel true?”
  • Integrate silence alongside speech.
Spiritual Dysregulation Erosion

Although your overall rhythm shows Aligned, your Spiritual domain reveals that your connection to meaning or sacred presence feels dry, as if rituals have become routine without renewal.

This pattern could reflect depletion, reduced vitality, or sustained stress and may warrant further reflection and supportive follow-up.

  • Integrate beauty into devotion (music/nature).
  • Schedule weekly Sabbath rest.
  • Journal: “What feels dry? What once gave me delight?”