Multi-Model Clinical Review

CASE CONTEXT Case ID: 8 Patient: Hustle Species: Dog Breed: Sex: Weight kg: 14.00 BCS: 4.00 CASE DETAILS Primary Complaint: Reflux, Skin itching , Wt loss Case Status: Open Initial Differential Notes: IMAGING SNAPSHOT EVIDENCE RAC SNAPSHOT EVIDENCE [07/06/2026] RAC / Audiomixer Report Evidence Layer: BODY Evidence Subdomain: Unclassified / Needs Review Classification Status: Auto-classified RAC Snapshot Evidence: RAC evidence summary generated from classified RAC marker results. Positive RAC markers: 22 of 24. BODY evidence: 22 positive markers. MIND evidence: 0 positive markers. SPIRIT evidence: 0 positive markers. SOUL evidence: 0 positive markers. DAMNIT-V RAC domain signals: No positive RAC markers currently mapped to DAMNIT-V domains. Ontology review required for 0 marker(s). RAC DAMNIT-V Summary: No positive RAC markers currently mapped to DAMNIT-V domains. [07/06/2026] RAC / Audiomixer Report Evidence Layer: SPIRIT Evidence Subdomain: Consciousness States Classification Status: Auto-classified RAC Snapshot Evidence: RAC evidence summary generated from classified RAC marker results. Positive RAC markers: 14 of 15. BODY evidence: 0 positive markers. MIND evidence: 0 positive markers. SPIRIT evidence: 14 positive markers. SOUL evidence: 0 positive markers. DAMNIT-V RAC domain signals: No positive RAC markers currently mapped to DAMNIT-V domains. Ontology review required for 0 marker(s). RAC DAMNIT-V Summary: No positive RAC markers currently mapped to DAMNIT-V domains. [07/06/2026] RAC / Audiomixer Report Evidence Layer: BODY Evidence Subdomain: Unclassified / Needs Review Classification Status: Auto-classified RAC Snapshot Evidence: RAC evidence summary generated from classified RAC marker results. Positive RAC markers: 23 of 24. BODY evidence: 23 positive markers. MIND evidence: 0 positive markers. SPIRIT evidence: 0 positive markers. SOUL evidence: 0 positive markers. DAMNIT-V RAC domain signals: No positive RAC markers currently mapped to DAMNIT-V domains. Ontology review required for 0 marker(s). RAC DAMNIT-V Summary: No positive RAC markers currently mapped to DAMNIT-V domains. [07/06/2026] RAC / Audiomixer Report Evidence Layer: BODY Evidence Subdomain: Food Reactivity Classification Status: Auto-classified RAC Snapshot Evidence: RAC evidence summary generated from classified RAC marker results. Positive RAC markers: 13 of 15. BODY evidence: 13 positive markers. MIND evidence: 0 positive markers. SPIRIT evidence: 0 positive markers. SOUL evidence: 0 positive markers. DAMNIT-V RAC domain signals: A: - Mycotoxins -all1 | Inhalant Allergens | RAC 10 | Normal / no concern N: - Fodmap group marker | Food Burden Analysis | RAC 25 | Significant concern - Lectin -Legume | Food Reactivity | RAC 20 | Mild concern - Lectins-Soy | Food Burden Analysis | RAC 20 | Mild concern - Sulphur group marker | Food Burden Analysis | RAC 20 | Mild concern - Histamine group mark | Food Burden Analysis | RAC 15 | Mild concern - Lectin group marker | Food Burden Analysis | RAC 15 | Mild concern - Oxalate Group marker | Food Burden Analysis | RAC 15 | Mild concern - Gluten Marker | Food Burden Analysis | RAC 10 | Normal / no concern - Lectin - Peanut | Food Reactivity | RAC 5 | Normal / no concern - Lectins- Nightshades | Food Burden Analysis | RAC 5 | Normal / no concern - Linolenic acid | Vitamins / Micronutrients | RAC 5 | Normal / no concern - Purine group marker | Food Burden Analysis | RAC 5 | Normal / no concern Ontology review required for 0 marker(s). RAC DAMNIT-V Summary: A: - Mycotoxins -all1 | Inhalant Allergens | RAC 10 | Normal / no concern N: - Fodmap group marker | Food Burden Analysis | RAC 25 | Significant concern - Lectin -Legume | Food Reactivity | RAC 20 | Mild concern - Lectins-Soy | Food Burden Analysis | RAC 20 | Mild concern - Sulphur group marker | Food Burden Analysis | RAC 20 | Mild concern - Histamine group mark | Food Burden Analysis | RAC 15 | Mild concern - Lectin group marker | Food Burden Analysis | RAC 15 | Mild concern - Oxalate Group marker | Food Burden Analysis | RAC 15 | Mild concern - Gluten Marker | Food Burden Analysis | RAC 10 | Normal / no concern - Lectin - Peanut | Food Reactivity | RAC 5 | Normal / no concern - Lectins- Nightshades | Food Burden Analysis | RAC 5 | Normal / no concern - Linolenic acid | Vitamins / Micronutrients | RAC 5 | Normal / no concern - Purine group marker | Food Burden Analysis | RAC 5 | Normal / no concern [07/06/2026] RAC / Audiomixer Report Evidence Layer: SOUL Evidence Subdomain: Soul Dimensions Classification Status: Auto-classified RAC Snapshot Evidence: RAC evidence summary generated from classified RAC marker results. Positive RAC markers: 79 of 96. BODY evidence: 72 positive markers. MIND evidence: 6 positive markers. SPIRIT evidence: 0 positive markers. SOUL evidence: 1 positive markers. DAMNIT-V RAC domain signals: A: - Tradescantia - Wandering Jew | Contact Allergens | RAC 26 | Significant concern - Canine Allergy Sig. | Immune Assessment | RAC 25 | Significant concern - Clioquinol | Contact Allergens | RAC 20 | Mild concern - 16-Mould Qld | Inhalant Allergens | RAC 15 | Mild concern - Benzocaine | Contact Allergens | RAC 15 | Mild concern - Couch Grass1 | Inhalant Allergens | RAC 15 | Mild concern - Cynodon_dactylon | Inhalant Allergens | RAC 15 | Mild concern - Imidazolidinyl urea | Contact Allergens | RAC 15 | Mild concern - Rubber accelerants combined | Contact Allergens | RAC 15 | Mild concern - Tradescantia pallida Purple Heart | Contact Allergens | RAC 15 | Mild concern - 13-Grasses Qld | Inhalant Allergens | RAC 10 | Normal / no concern - 15-Shrubs | Inhalant Allergens | RAC 10 | Normal / no concern - 17-Insects | Inhalant Allergens | RAC 10 | Normal / no concern - Buffaloe Grass | Inhalant Allergens | RAC 10 | Normal / no concern - Couch Grass | Inhalant Allergens | RAC 10 | Normal / no concern - Neomycin | Contact Allergens | RAC 10 | Normal / no concern - Nickel | Contact Allergens | RAC 10 | Normal / no concern - Polyester | Contact Allergens | RAC 10 | Normal / no concern - Buffaloe Grass 1 | Inhalant Allergens | RAC 5 | Normal / no concern - Callestia - Inch Plant | Contact Allergens | RAC 5 | Normal / no concern - Callestia - Purple Vine | Contact Allergens | RAC 5 | Normal / no concern - Cis-trans-Quaternium-15 | Contact Allergens | RAC 5 | Normal / no concern - Diphenylguanidine | Contact Allergens | RAC 5 | Normal / no concern - Ethylenediamine | Contact Allergens | RAC 5 | Normal / no concern - Kikuyu Grass | Inhalant Allergens | RAC 5 | Normal / no concern M: - C_GIT_ID1 | DAMNIT-V Organ/System | RAC 20 | Mild concern - HPA axis | Endocrine / Hormonal Axis | RAC 20 | Mild concern - HPG-axis | Endocrine / Hormonal Axis | RAC 20 | Mild concern - Adipose PCT marker_Canine | Metabolic / Adipose Inflammation | RAC 15 | Mild concern - C_HEPATIC_ID1 | DAMNIT-V Organ/System | RAC 10 | Normal / no concern - C_RENAL_ID1 | DAMNIT-V Organ/System | RAC 5 | Normal / no concern - HPT axis | Endocrine / Hormonal Axis | RAC 5 | Normal / no concern N: - Cobalt | HTMA Minerals | RAC 31 | Strong concern - Fere1 | Food Reactivity | RAC 30 | Significant concern - C_TUMOUR_SIGNAL | Cancer Signals | RAC 20 | Mild concern - Lamb1 | Food Reactivity | RAC 20 | Mild concern - Wheat - Lectins | Food Burden Analysis | RAC 20 | Mild concern - Chicken1 | Food Reactivity | RAC 15 | Mild concern - Oat - Lectins1 | Food Burden Analysis | RAC 15 | Mild concern - Barley -Lectins1 | Food Burden Analysis | RAC 10 | Normal / no concern - Beef1 | Food Reactivity | RAC 10 | Normal / no concern - Calcium Shell1 | HTMA Minerals | RAC 10 | Normal / no concern - Corn LTPDx1 | Food Reactivity | RAC 10 | Normal / no concern - Pork - 19-02-2024 22:36 | Food Reactivity | RAC 10 | Normal / no concern - Sardine1 | Food Reactivity | RAC 10 | Normal / no concern - Barramundi1 | Food Reactivity | RAC 5 | Normal / no concern - Chromium Colloidal | HTMA Minerals | RAC 5 | Normal / no concern - Rice - Lectins1 | Food Burden Analysis | RAC 5 | Normal / no concern I: - Autoimmune_NK | Immune System | RAC 15 | Mild concern - T4-TH17+Cytokines-level1 | Immune System | RAC 15 | Mild concern - T4-TH2+Cytokines-level1 | Immune System | RAC 15 | Mild concern - C_IMM_ID1 | Immune System | RAC 10 | Normal / no concern - C_RESP_ID1 | DAMNIT-V Organ/System | RAC 10 | Normal / no concern - Pain combined4 | Primary Body State | RAC 10 | Normal / no concern - Stress Inflammation | Primary Body State | RAC 10 | Normal / no concern - TReg + Cytokines-level1 | Immune System | RAC 10 | Normal / no concern - AutoimmuneSig_Canine | Immune System | RAC 5 | Normal / no concern - C_PAIN_ID | Primary Body State | RAC 5 | Normal / no concern - T4-TH1+Cytokines-level1 | Immune System | RAC 5 | Normal / no concern - Visceral Pain1 | Primary Body State | RAC 5 | Normal / no concern T: - Vegetable Rancid - 08-01-2024 23_111 | Environmental Toxicity | RAC 25 | Significant concern - Acetylaldehyde1 | Environmental Toxicity | RAC 15 | Mild concern Ontology review required for 0 marker(s). RAC DAMNIT-V Summary: A: - Tradescantia - Wandering Jew | Contact Allergens | RAC 26 | Significant concern - Canine Allergy Sig. | Immune Assessment | RAC 25 | Significant concern - Clioquinol | Contact Allergens | RAC 20 | Mild concern - 16-Mould Qld | Inhalant Allergens | RAC 15 | Mild concern - Benzocaine | Contact Allergens | RAC 15 | Mild concern - Couch Grass1 | Inhalant Allergens | RAC 15 | Mild concern - Cynodon_dactylon | Inhalant Allergens | RAC 15 | Mild concern - Imidazolidinyl urea | Contact Allergens | RAC 15 | Mild concern - Rubber accelerants combined | Contact Allergens | RAC 15 | Mild concern - Tradescantia pallida Purple Heart | Contact Allergens | RAC 15 | Mild concern - 13-Grasses Qld | Inhalant Allergens | RAC 10 | Normal / no concern - 15-Shrubs | Inhalant Allergens | RAC 10 | Normal / no concern - 17-Insects | Inhalant Allergens | RAC 10 | Normal / no concern - Buffaloe Grass | Inhalant Allergens | RAC 10 | Normal / no concern - Couch Grass | Inhalant Allergens | RAC 10 | Normal / no concern - Neomycin | Contact Allergens | RAC 10 | Normal / no concern - Nickel | Contact Allergens | RAC 10 | Normal / no concern - Polyester | Contact Allergens | RAC 10 | Normal / no concern - Buffaloe Grass 1 | Inhalant Allergens | RAC 5 | Normal / no concern - Callestia - Inch Plant | Contact Allergens | RAC 5 | Normal / no concern - Callestia - Purple Vine | Contact Allergens | RAC 5 | Normal / no concern - Cis-trans-Quaternium-15 | Contact Allergens | RAC 5 | Normal / no concern - Diphenylguanidine | Contact Allergens | RAC 5 | Normal / no concern - Ethylenediamine | Contact Allergens | RAC 5 | Normal / no concern - Kikuyu Grass | Inhalant Allergens | RAC 5 | Normal / no concern M: - C_GIT_ID1 | DAMNIT-V Organ/System | RAC 20 | Mild concern - HPA axis | Endocrine / Hormonal Axis | RAC 20 | Mild concern - HPG-axis | Endocrine / Hormonal Axis | RAC 20 | Mild concern - Adipose PCT marker_Canine | Metabolic / Adipose Inflammation | RAC 15 | Mild concern - C_HEPATIC_ID1 | DAMNIT-V Organ/System | RAC 10 | Normal / no concern - C_RENAL_ID1 | DAMNIT-V Organ/System | RAC 5 | Normal / no concern - HPT axis | Endocrine / Hormonal Axis | RAC 5 | Normal / no concern N: - Cobalt | HTMA Minerals | RAC 31 | Strong concern - Fere1 | Food Reactivity | RAC 30 | Significant concern - C_TUMOUR_SIGNAL | Cancer Signals | RAC 20 | Mild concern - Lamb1 | Food Reactivity | RAC 20 | Mild concern - Wheat - Lectins | Food Burden Analysis | RAC 20 | Mild concern - Chicken1 | Food Reactivity | RAC 15 | Mild concern - Oat - Lectins1 | Food Burden Analysis | RAC 15 | Mild concern - Barley -Lectins1 | Food Burden Analysis | RAC 10 | Normal / no concern - Beef1 | Food Reactivity | RAC 10 | Normal / no concern - Calcium Shell1 | HTMA Minerals | RAC 10 | Normal / no concern - Corn LTPDx1 | Food Reactivity | RAC 10 | Normal / no concern - Pork - 19-02-2024 22:36 | Food Reactivity | RAC 10 | Normal / no concern - Sardine1 | Food Reactivity | RAC 10 | Normal / no concern - Barramundi1 | Food Reactivity | RAC 5 | Normal / no concern - Chromium Colloidal | HTMA Minerals | RAC 5 | Normal / no concern - Rice - Lectins1 | Food Burden Analysis | RAC 5 | Normal / no concern I: - Autoimmune_NK | Immune System | RAC 15 | Mild concern - T4-TH17+Cytokines-level1 | Immune System | RAC 15 | Mild concern - T4-TH2+Cytokines-level1 | Immune System | RAC 15 | Mild concern - C_IMM_ID1 | Immune System | RAC 10 | Normal / no concern - C_RESP_ID1 | DAMNIT-V Organ/System | RAC 10 | Normal / no concern - Pain combined4 | Primary Body State | RAC 10 | Normal / no concern - Stress Inflammation | Primary Body State | RAC 10 | Normal / no concern - TReg + Cytokines-level1 | Immune System | RAC 10 | Normal / no concern - AutoimmuneSig_Canine | Immune System | RAC 5 | Normal / no concern - C_PAIN_ID | Primary Body State | RAC 5 | Normal / no concern - T4-TH1+Cytokines-level1 | Immune System | RAC 5 | Normal / no concern - Visceral Pain1 | Primary Body State | RAC 5 | Normal / no concern T: - Vegetable Rancid - 08-01-2024 23_111 | Environmental Toxicity | RAC 25 | Significant concern - Acetylaldehyde1 | Environmental Toxicity | RAC 15 | Mild concern PATHOLOGY / LABORATORY SNAPSHOT EVIDENCE CURRENT EVIDENCE COUNTS Imaging reports: 0 Pathology reports: 0 Other evidence layers are retained in their own modules and will be added to this evidence base in Snapshot V2.

Conventional Veterinary Model: - Likely differentials: - Food allergy or intolerance (supported by multiple food reactivity markers, especially FODMAPs, lectins from legumes, soy, wheat) - Atopic dermatitis or environmental/contact allergy (significant concern for Tradescantia, canine allergy signature, multiple contact allergens) - Gastroesophageal reflux disease (clinical complaint) possibly secondary to GI inflammation or food sensitivity - Mild endocrine axis involvement (HPA and HPG axis mild concern) potentially contributing to systemic signs or pruritus - Possible low-grade immune dysregulation (mild concern for autoimmune NK, T4-TH17, T4-TH2 cytokines) - Serious rule-outs: - Neoplasia (mild concern for tumor signal) - Heavy metal toxicity (strong concern for cobalt) - Environmental toxicity (significant concern for vegetable rancid exposure) - Severe systemic infection or organ failure less likely given no mapped DAMNIT-V markers and no imaging/pathology yet - Missing tests: - Complete blood count, serum biochemistry including liver and kidney function - Specific allergy testing (intradermal or serum IgE) to confirm allergens - Endocrine testing (ACTH stimulation, thyroid panel) to evaluate HPA and HPG axis involvement - Heavy metal screening (blood/urine cobalt levels) - GI diagnostics (fecal exam, endoscopy if indicated) to assess reflux and weight loss causes - Skin cytology or biopsy if indicated for pruritus - Monitoring markers: - Clinical signs of pruritus and reflux severity - Weight and body condition score - Response to elimination diet or allergen avoidance - Repeat RAC or other immune markers if available to track immune status - Endocrine function tests if abnormalities found Traditional Chinese Medicine Model: - Possible patterns: - Spleen Qi deficiency (weight loss, digestive upset, food sensitivities) - Liver Qi stagnation or Liver Blood deficiency (itching, skin issues, emotional stress possible) - Dampness accumulation (reflux, digestive upset, skin itching) - Heat signs possible from inflammation/allergy (pruritus, skin irritation) - Yin deficiency less clear but possible if chronic irritation present - Channel involvement likely Liver and Spleen channels due to skin and GI signs - Food energetics: - Avoidance of damp-producing foods such as legumes, soy, wheat (noted lectin and FODMAP concerns) - Consider warming, spleen-supportive foods (e.g., cooked root vegetables, moderate proteins) - Avoid cold or raw foods that may impair digestion and spleen function - No certainty but these patterns align with clinical signs and RAC food reactivity Homeopathic Model: - Remedy-picture themes: - Sensitivity to environment and foods, pruritus, digestive disturbances - Constitutional observations needed: temperament, modalities (better/worse with heat/cold, time of day, activity) - Modalities missing: detailed symptom qualities (e.g., type of itching, nature of reflux, emotional state) - Possible themes: hypersensitivity, inflammatory skin conditions, digestive irritability - Missing characteristic symptoms: - Specific aggravations or ameliorations - Mental/emotional state details - Detailed description of skin lesions or reflux episodes - No remedy prescribed, further symptom collection needed Anthroposophic Model: - Nerve-sense system: - Possible irritation or imbalance related to skin and sensory perception (pruritus) - Rhythmic system: - Digestive disturbances and reflux suggest imbalance in rhythmic system (heart-lung and liver-spleen rhythms) - Metabolic-limb system: - Weight loss indicates metabolic-limb system involvement, possibly impaired assimilation or catabolic state - Life process themes: - Disrupted boundary functions (skin barrier, mucosal lining) - Organ-process themes: liver (detoxification, metabolism), spleen/pancreas (digestion), skin as excretory organ - No certainty but these interpretations align with clinical signs and RAC evidence of food and environmental sensitivities Cross-Model Agreement: - Multiple models highlight digestive system involvement: Conventional (food reactivity, GI signs), TCM (Spleen Qi deficiency, Damp), Anthroposophic (rhythmic and metabolic-limb system) - Skin involvement and allergy/pruritus noted in Conventional (contact allergens, immune markers), TCM (Liver Qi stagnation, Heat), Anthroposophic (nerve-sense system) - Immune dysregulation/allergy is a common theme in Conventional and supported by RAC immune markers; TCM and Anthroposophic models imply systemic imbalance but less specific - Divergence: Homeopathic model requires more symptom detail for alignment; no clear DAMNIT-V domain markers from RAC complicate conventional diagnosis - Evidence tension: Strong RAC body markers but no mapped DAMNIT-V signals; environmental toxicity and heavy metal concerns require vet interpretation Rule-In / Rule-Out Priorities: - Rule-in: - Food allergy/intolerance (FODMAP, lectins, multiple food reactivity markers) - Environmental/contact allergy (Tradescantia, canine allergy signature) - Mild immune dysregulation/allergy - Possible endocrine axis involvement (HPA, HPG mild concern) - Rule-out: - Neoplasia (mild tumor signal, low priority but monitor) - Heavy metal toxicity (cobalt strong concern, rule out with testing) - Severe systemic infection or organ failure (no current evidence) - Evidence pending: - Confirmatory allergy testing - Endocrine function tests - Heavy metal levels - GI diagnostics for reflux and weight loss - Skin cytology/biopsy if indicated Testing / Treatment / Diet Trial Priorities: - Next tests: - CBC, serum biochemistry, thyroid panel, ACTH stimulation test - Specific allergy testing (intradermal or serum IgE) - Heavy metal screening (blood/urine cobalt) - Fecal exam and GI imaging/endoscopy if indicated - Skin cytology or biopsy if pruritus persists - Diet additions/subtractions: - Elimination diet avoiding identified reactive foods (legumes, soy, wheat, high FODMAP foods) - Introduce easily digestible, low allergen proteins and carbohydrates - Avoid raw or cold foods to support digestion (TCM perspective) - Supplement review priorities: - Consider supplements supporting skin barrier and immune modulation (e.g., omega-3 fatty acids) - Evaluate for antioxidants or liver support if indicated - Response-to-treatment markers: - Improvement in pruritus and reflux symptoms - Weight stabilization or gain - Repeat RAC or immune markers if available - RAC follow-up priorities: - Monitor changes in food reactivity and immune markers - Track environmental allergen sensitivities Next Snapshot Trigger: - New or worsening clinical signs (increased pruritus, weight loss, reflux severity) - Results of allergy, endocrine, heavy metal, and GI testing - Response or lack of response to elimination diet or treatments - Any new imaging or pathology findings Clinical Caution: - This review is not a diagnosis. The veterinarian must interpret all evidence in context, integrating clinical examination and diagnostic testing. Treatment decisions should be based on comprehensive clinical judgment.