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Intent Elements · US · Verified

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US Vitamin D Search Intent: Supplementation and Deficiency

This dataset maps US search interest in vitamin D across symptoms, dosages, and product evaluation. It shows that supplement seeking and deficiency concerns drive the highest search volumes.

Content gate: evidence supports an attributed draft. Scope review and publication approval are still done by a person.

nodes 91relations 179age 5.8 daysread: 0 Lima

15 elements preview

Top 3 per element by search volume (monthly average). Full nodes and evidence come from intent_elements over the API or MCP.

Decision layer
CEP · Buying situationThe trigger, situation, problem or moment that creates the need
  • Seeking Vitamin D Supplementation 632,000
  • Experiencing Vitamin D Deficiency Symptoms 264,333
  • Addressing Specific Health Concerns 620
OccasionWhen, where, how often and with what it is used after purchase
  • Infant Supplementation
  • Taking with Meals for Absorption
  • Weekly Supplement Intake
+2
Nano intentThe specific result or task wanted in that situation
  • Understand Vitamin D Function and Sources
  • Manage Vitamin D Deficiency 27,466
  • Find Optimal Vitamin D Supplement
+1
KBF · Choice criteriaCriteria for comparing and choosing (must-have, preferred, situational)
  • Supplement Form and Type
  • Health Benefits 22,200
  • Brand Reputation and Comparison
+3
ThresholdRecurring consumer cut-off values, always with a number and unit
  • 60,000 IU Dosage 866
  • 50,000 IU Dosage 260
  • 1,000 IU Dosage 53
+8
AvoidanceFears, complaints and risks that cause rejection or drop-off
  • Adverse Side Effects
  • Risks of High Dosage 13
  • Factors Hindering Absorption
+1
Knowledge layer
HeuristicPractical rules in the form "if this, then do that"
  • You can increase your vitamin D levels through a combination of safe sunlight exposure, dietary choices, and supplements.
  • Aim for 10 to 30 minutes of midday sunlight on your bare arms and legs a few times a week for safe sunlight exposure.
  • To increase vitamin D through diet, consume fatty fish such as salmon, mackerel, sardines, and tuna.
+10
ConventionRules repeated across brands and documents; may be folk belief, so review it
  • Doctors typically prescribe a high weekly dose of 50,000 IU for 6 to 8 weeks, sometimes up to 12 weeks, to fix a severe deficiency.
PitfallConditions that cost you if unknown: counterexamples, exceptions, hidden costs
  • Sunscreen blocks the UV rays needed to make vitamin D, but you should still protect your skin by applying it if you stay out longer to avoid skin damage.
  • Taking a 50,000 IU pill every day instead of once a week causes severe vitamin D toxicity, leading to dangerous calcium buildup, nausea, and vomiting.
  • Never take a 60,000 IU capsule every day unless a doctor explicitly tells you to do so for a short period, as daily high doses can cause dangerous calcium buildup in your blood.
+3
Trade-offGaining one thing means losing another
  • Research shows D3 raises and maintains vitamin D levels in the blood better than D2.
BenchmarkA measured difference between two options
  • Sports Research Vitamin D3 + K2 provides 2,500 IU of D3 and 100 mcg of K2.
  • Doctor's Best Vitamin D3 and K2 pairs 5,000 IU of D3 with MK-7 vitamin K2.

Elements not found in this topic: Constraint, RTB · Reason to believe, Expectation, Stance

What this topic shows

  • Seeking vitamin D supplementation generates 632,000 searches, while experiencing deficiency symptoms accounts for 264,333 searches.
  • When evaluating products, consumers prioritize supplement form and type at 46,500 searches, followed by health benefits at 22,200 searches.
  • Infant supplementation represents a specific intake occasion with 46,500 searches.

The summary was written by a language model from the data above; numbers not in the data were removed.

Journey hubs
  • vitamin d deficiency symptoms 90,500
  • cholecalciferol pronunciation 720
  • vitamin d deficiency 264,333
  • vitamin d3 benefits 22,200
  • vitamin d deficiency management 27,466
  • vitamin d foods 46,500

Queries where searches gather, with monthly volume. The order people move between them is not confirmed yet.

Limits of this topic
  • This intent knowledge graph does not include information on Vitamin D's historical context or discovery, beyond what is implicitly mentioned in search queries.
  • It does not cover all possible medical conditions related to Vitamin D, focusing only on those explicitly mentioned in the search data.
  • The intent knowledge graph does not provide a comprehensive list of all Vitamin D supplements or brands, only those appearing in the provided search queries and SERP results.
How an agent uses this topic (API·MCP)
  • What are the highest-volume search queries for vitamin D deficiency management in the US?
  • Which dosage thresholds and brand benchmarks appear in consumer evaluations?
  • What risks and pitfalls do users associate with high-dose vitamin D intake?
{
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  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "intent_elements",
    "arguments": {
      "topic_id": "44571997aac5",
      "types": [
        "cep",
        "kbf",
        "avoidance"
      ]
    }
  }
}

REST: GET https://daas.listeningmind.ai/v1/topics/44571997aac5/elements?types=cep,kbf,avoidance&max_lima=70 · 70 Lima · first 2 free

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Related definitions and apps

DefinitionsIntent knowledge graph (IKG)15 intent elementsCEP · Buying situationKBF · Choice criteriaSearch journey

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