# IMPROVEDD VTE risk score

IMPROVEDD

Status: LIVE
Price: $0.005 USDC
`GET /api/calc/improvedd`
HTML: https://magentlab.com/docs/improvedd
Markdown: https://magentlab.com/docs/improvedd.md

Not a medical device. Not a diagnosis, dose, or listing recommendation.

## What it computes

Compute the Gibson 2017 IMPROVEDD VTE score from age, six caller-assigned IMPROVE flags, and caller-assigned D-dimer >=2x ULN.

## When to use

When an agent needs the published IMPROVEDD VTE score (Spyropoulos 2011 7-factor associative IMPROVE items plus D-dimer >=2x ULN). Not the 4-factor admission predictive model, not Padua, not Caprini. magent does not assay D-dimer, does not examine the patient, and does not diagnose VTE or issue a prophylaxis order.

## When not to use

- Not a medical device.
- Not a VTE diagnosis. magent does not diagnose venous thromboembolism.
- Not a prophylaxis order. This tool does not recommend a drug or start thromboprophylaxis.
- Gibson 2017 IMPROVEDD: Spyropoulos 2011 7-factor associative IMPROVE items plus 2 points if caller-assigned D-dimer is >=2x ULN. Max 14. Cutoff 0-1 (low) vs >=2 (high; heightened VTE risk through 77 days). Does not copy Spyropoulos 2011 observed hospitalization percents.
- Not the 4-factor admission-only predictive IMPROVE model.
- Not Padua or Caprini.
- magent does not assay D-dimer. d_dimer_ge_2x_uln is caller-assigned.
- magent does not examine the patient. Flags are caller-assigned.

## Formula

```
IMPROVEDD VTE (Gibson 2017; Spyropoulos 2011 7-factor associative items plus D-dimer >=2x ULN) = previous_vte (3) + known_thrombophilia (2) + lower_limb_paralysis (2) + current_cancer (2) + immobilized_ge_7_days (1) + icu_ccu_stay (1) + age>60 (1) + d_dimer_ge_2x_uln (2); max 14; 0-1 low vs >=2 high (heightened VTE risk through 77 days when >=2); not the 4-factor admission predictive model; not Padua; not Caprini
```

## Citation

[The IMPROVEDD VTE Risk Score: Incorporation of D-Dimer into the IMPROVE Score to Improve Venous Thromboembolism Risk Stratification](https://doi.org/10.1055/s-0037-1603929)
Gibson CM, Spyropoulos AC, Cohen AT, Hull RD, Goldhaber SZ, Yusen RD, Hernandez AF, Korjian S, Daaboul Y, Gold A, Harrington RA, Chi G
TH Open. 2017;1(1):e56-e65
DOI: [10.1055/s-0037-1603929](https://doi.org/10.1055/s-0037-1603929)

## Worked example

### Age 50, all flags false including D-dimer

Given: `age=50, current_cancer=false, d_dimer_ge_2x_uln=false, icu_ccu_stay=false, immobilized_ge_7_days=false, known_thrombophilia=false, lower_limb_paralysis=false, previous_vte=false`

1. Age 50 is not >60 → 0; all seven flags false → 0
2. Score = 0 (max 14); vte_band low (0-1)


### D-dimer >=2x ULN alone is high

Given: `age=50, current_cancer=false, d_dimer_ge_2x_uln=true, icu_ccu_stay=false, immobilized_ge_7_days=false, known_thrombophilia=false, lower_limb_paralysis=false, previous_vte=false`

1. d_dimer_ge_2x_uln → 2; age 50 not >60 → 0
2. Score = 2 (max 14); vte_band high (>=2)


## Also searched as

- IMPROVEDD VTE score
- IMPROVEDD
- Gibson IMPROVEDD
- IMPROVE D-dimer VTE
- D-dimer IMPROVE score
- hospital VTE D-dimer
- IMPROVEDD risk score

## Parameters

- `age` (integer, required): Age in years (18-120). Scores 1 when age >60 (Spyropoulos 2011 / Gibson 2017). Age 60 scores 0; age 61 scores 1.
- `previous_vte` (boolean, required): Previous VTE as assigned by the caller (Spyropoulos 2011 7-factor associative items in Gibson 2017 IMPROVEDD). true or false. 3 points if true. magent does not diagnose VTE.
- `known_thrombophilia` (boolean, required): Known thrombophilia as assigned by the caller (Spyropoulos 2011 / Gibson 2017). true or false. 2 points if true. magent does not interpret a thrombophilia panel.
- `lower_limb_paralysis` (boolean, required): Lower-limb paralysis as assigned by the caller (Spyropoulos 2011 / Gibson 2017). true or false. 2 points if true. magent does not examine the patient.
- `current_cancer` (boolean, required): Current cancer as assigned by the caller (Spyropoulos 2011 / Gibson 2017). true or false. 2 points if true. magent does not diagnose cancer.
- `immobilized_ge_7_days` (boolean, required): Immobilized >=7 days as assigned by the caller (Spyropoulos 2011 / Gibson 2017, during hospitalization). true or false. 1 point if true. magent does not observe mobility.
- `icu_ccu_stay` (boolean, required): ICU or CCU stay as assigned by the caller (Spyropoulos 2011 / Gibson 2017, during hospitalization). true or false. 1 point if true. magent does not assign level of care.
- `d_dimer_ge_2x_uln` (boolean, required): D-dimer >=2x the local upper limit of normal as assigned by the caller (Gibson 2017). true or false. 2 points if true. magent does not assay D-dimer.

## Bulk (POST)

POST the same path with a JSON items array. The first item is the GET unit; each additional item is $0.002. Invalid items return HTTP 400 before settlement.

Method: `POST /api/calc/improvedd`
Max items: 25
Price: unit_amount + extra_item_amount * (n - 1) (unit 5000 atomic, extra 2000 atomic)
Status: PREVIEW

- 1 to 25 items. Each item uses the same keys as the GET query parameters.
- POST of 1 item costs the same as GET. Lists longer than 25: chunk into multiple POSTs. Extra items still execute; do not pad dummy rows.
- The first invalid item fails the whole request (index in the 400 JSON). You are not charged.
- HTTP 200 is {count, path, items}. Each items[i] is the GET 200 body for that row.
- Catalog misses (empty matches, found=false) stay paid 200s inside that slot.
- x402 resource URL is this path plus n and body_sha256. Browsers that prefer text/html get the same paywall as GET; Pay retries POST with the same items.

Example request:

```json
{
  "items": [
    {
      "age": "50",
      "current_cancer": "false",
      "d_dimer_ge_2x_uln": "false",
      "icu_ccu_stay": "false",
      "immobilized_ge_7_days": "false",
      "known_thrombophilia": "false",
      "lower_limb_paralysis": "false",
      "previous_vte": "false"
    },
    {
      "age": "50",
      "current_cancer": "false",
      "d_dimer_ge_2x_uln": "false",
      "icu_ccu_stay": "false",
      "immobilized_ge_7_days": "false",
      "known_thrombophilia": "false",
      "lower_limb_paralysis": "false",
      "previous_vte": "false"
    }
  ]
}
```

Human paywall (two-item fixture): https://api.magentlab.com/paywall/bulk/improvedd

Example 200:

```json
{
  "count": 2,
  "path": "/api/calc/improvedd",
  "items": [
    {
      "components": [
        {
          "factor": "previous_vte",
          "points": 0,
          "present": false
        },
        {
          "factor": "known_thrombophilia",
          "points": 0,
          "present": false
        },
        {
          "factor": "lower_limb_paralysis",
          "points": 0,
          "present": false
        },
        {
          "factor": "current_cancer",
          "points": 0,
          "present": false
        },
        {
          "factor": "immobilized_ge_7_days",
          "points": 0,
          "present": false
        },
        {
          "factor": "icu_ccu_stay",
          "points": 0,
          "present": false
        },
        {
          "value": 50,
          "factor": "age_gt_60",
          "points": 0,
          "present": false
        },
        {
          "factor": "d_dimer_ge_2x_uln",
          "points": 0,
          "present": false
        }
      ],
      "disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
      "citation": {
        "authors": "Gibson CM, Spyropoulos AC, Cohen AT, Hull RD, Goldhaber SZ, Yusen RD, Hernandez AF, Korjian S, Daaboul Y, Gold A, Harrington RA, Chi G",
        "doi": "10.1055/s-0037-1603929",
        "id": "gibson-2017",
        "pmid": "31249911",
        "source": "TH Open. 2017;1(1):e56-e65",
        "title": "The IMPROVEDD VTE Risk Score: Incorporation of D-Dimer into the IMPROVE Score to Improve Venous Thromboembolism Risk Stratification"
      },
      "formula": "improvedd",
      "formula_expression": "IMPROVEDD VTE (Gibson 2017; Spyropoulos 2011 7-factor associative items plus D-dimer >=2x ULN) = previous_vte (3) + known_thrombophilia (2) + lower_limb_paralysis (2) + current_cancer (2) + immobilized_ge_7_days (1) + icu_ccu_stay (1) + age>60 (1) + d_dimer_ge_2x_uln (2); max 14; 0-1 low vs >=2 high (heightened VTE risk through 77 days when >=2); not the 4-factor admission predictive model; not Padua; not Caprini",
      "age_years": 50,
      "max_score": 14,
      "score": 0,
      "vte_band": "low"
    },
    {
      "components": [
        {
          "factor": "previous_vte",
          "points": 0,
          "present": false
        },
        {
          "factor": "known_thrombophilia",
          "points": 0,
          "present": false
        },
        {
          "factor": "lower_limb_paralysis",
          "points": 0,
          "present": false
        },
        {
          "factor": "current_cancer",
          "points": 0,
          "present": false
        },
        {
          "factor": "immobilized_ge_7_days",
          "points": 0,
          "present": false
        },
        {
          "factor": "icu_ccu_stay",
          "points": 0,
          "present": false
        },
        {
          "value": 50,
          "factor": "age_gt_60",
          "points": 0,
          "present": false
        },
        {
          "factor": "d_dimer_ge_2x_uln",
          "points": 0,
          "present": false
        }
      ],
      "disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
      "citation": {
        "authors": "Gibson CM, Spyropoulos AC, Cohen AT, Hull RD, Goldhaber SZ, Yusen RD, Hernandez AF, Korjian S, Daaboul Y, Gold A, Harrington RA, Chi G",
        "doi": "10.1055/s-0037-1603929",
        "id": "gibson-2017",
        "pmid": "31249911",
        "source": "TH Open. 2017;1(1):e56-e65",
        "title": "The IMPROVEDD VTE Risk Score: Incorporation of D-Dimer into the IMPROVE Score to Improve Venous Thromboembolism Risk Stratification"
      },
      "formula": "improvedd",
      "formula_expression": "IMPROVEDD VTE (Gibson 2017; Spyropoulos 2011 7-factor associative items plus D-dimer >=2x ULN) = previous_vte (3) + known_thrombophilia (2) + lower_limb_paralysis (2) + current_cancer (2) + immobilized_ge_7_days (1) + icu_ccu_stay (1) + age>60 (1) + d_dimer_ge_2x_uln (2); max 14; 0-1 low vs >=2 high (heightened VTE risk through 77 days when >=2); not the 4-factor admission predictive model; not Padua; not Caprini",
      "age_years": 50,
      "max_score": 14,
      "score": 0,
      "vte_band": "low"
    }
  ]
}
```

## Response fields

- `formula` (string): improvedd
- `formula_expression` (string): Exact expression used
- `score` (integer): Total points 0-14
- `max_score` (integer): Always 14
- `vte_band` (string): Gibson 2017 cutoff: low (score 0-1) vs high (score >=2, heightened VTE risk through 77 days). Not a diagnosis and not a prophylaxis order.
- `age_years` (integer): Age used for the >60 criterion
- `components` (array): Per-item points
- `citation` (object): Gibson 2017 citation
- `disclaimer` (string): Not-a-device notice

## Example JSON

Frozen fixture. Not a live lookup.

```json
{
  "components": [
    {
      "factor": "previous_vte",
      "points": 0,
      "present": false
    },
    {
      "factor": "known_thrombophilia",
      "points": 0,
      "present": false
    },
    {
      "factor": "lower_limb_paralysis",
      "points": 0,
      "present": false
    },
    {
      "factor": "current_cancer",
      "points": 0,
      "present": false
    },
    {
      "factor": "immobilized_ge_7_days",
      "points": 0,
      "present": false
    },
    {
      "factor": "icu_ccu_stay",
      "points": 0,
      "present": false
    },
    {
      "value": 50,
      "factor": "age_gt_60",
      "points": 0,
      "present": false
    },
    {
      "factor": "d_dimer_ge_2x_uln",
      "points": 0,
      "present": false
    }
  ],
  "disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
  "citation": {
    "authors": "Gibson CM, Spyropoulos AC, Cohen AT, Hull RD, Goldhaber SZ, Yusen RD, Hernandez AF, Korjian S, Daaboul Y, Gold A, Harrington RA, Chi G",
    "doi": "10.1055/s-0037-1603929",
    "id": "gibson-2017",
    "pmid": "31249911",
    "source": "TH Open. 2017;1(1):e56-e65",
    "title": "The IMPROVEDD VTE Risk Score: Incorporation of D-Dimer into the IMPROVE Score to Improve Venous Thromboembolism Risk Stratification"
  },
  "formula": "improvedd",
  "formula_expression": "IMPROVEDD VTE (Gibson 2017; Spyropoulos 2011 7-factor associative items plus D-dimer >=2x ULN) = previous_vte (3) + known_thrombophilia (2) + lower_limb_paralysis (2) + current_cancer (2) + immobilized_ge_7_days (1) + icu_ccu_stay (1) + age>60 (1) + d_dimer_ge_2x_uln (2); max 14; 0-1 low vs >=2 high (heightened VTE risk through 77 days when >=2); not the 4-factor admission predictive model; not Padua; not Caprini",
  "age_years": 50,
  "max_score": 14,
  "score": 0,
  "vte_band": "low"
}
```

## Errors

- HTTP 400 `invalid_age`: age must be an integer from 18 to 120 Returned before settlement; you are not charged.
- HTTP 400 `invalid_flag`: boolean clinical flags must be true or false Returned before settlement; you are not charged.
- HTTP 400 `invalid_items`: POST body must be a JSON object with only an items array Returned before settlement; you are not charged.
- HTTP 400 `invalid_item_count`: items must be an array of 1 to 25 objects Returned before settlement; you are not charged.
- HTTP 400 `invalid_item`: each items entry must be a JSON object Returned before settlement; you are not charged.

Shared HTTP 402 and 503: https://magentlab.com/docs/payments

## Related tools

- [IMPROVE VTE](https://magentlab.com/docs/improve-vte) — Compute the Spyropoulos 2011 7-factor associative IMPROVE VTE score during hospitalization from age and six caller-assigned flags.

## Payment

Unpaid requests return HTTP 402 even if query parameters or POST items are missing or invalid, so CDP and agents can index the path. After a PAYMENT-SIGNATURE, invalid params return HTTP 400 JSON before settlement. magent does not charge. Fix the params, then request a new 402 quote for that complete URL. Catalog misses (empty matches, found=false) are valid paid 200s.

- GET the tool with Accept: application/json (do not send Accept: text/html unless you want the human paywall).
- HTTP 402 means you have not paid. Decode the base64 PAYMENT-REQUIRED header. HTTP 503 is not a new quote.
- Sign accepts[0] (exact, EIP-3009) with validBefore = now + maxTimeoutSeconds (600 seconds), or accepts[1] (batch-settlement deposit/voucher) on product GET. Ping and POST {items} stay exact. Magent retries transient facilitator 429/5xx before answering.
- Retry the same URL with PAYMENT-SIGNATURE (base64 JSON of accepted and payload). Magent attaches canonical extensions.bazaar on CDP verify/settle; echoing 402 bazaar is optional.
- Success is HTTP 200 JSON plus PAYMENT-RESPONSE. exact settles before the tool. batch-settlement verifies (and deposit-settles) before the tool and commits the charge after HTTP 2xx. HTTP 503: retry the same PAYMENT-SIGNATURE. Mint a new exact nonce only after a new HTTP 402.

- offered `exact` on eip155:8453: Fixed-price USDC on Base. The buyer authorizes the advertised amount (EIP-3009). magent settles before the tool runs (paymentFlow upfront). extra.assetTransferMethod=eip3009 extra.paymentFlow=upfront.
- offered `batch-settlement` on eip155:8453: Payment-channel vouchers claimed later in batches. Exact stays accepts[0]. Same-path POST {items} is still exact. extra.assetTransferMethod=eip3009 extra.paymentFlow=authorization.

- not offered `upto`: Not offered. Usage-based: buyer authorizes a ceiling, seller settles the actual amount after work. Reserved for a future metered tool. Not for current calculators or code search.

Same-path POST {items} is still scheme exact: one EIP-3009 authorization for GET unit plus $0.002 per extra item. That is not x402 batch-settlement (payment channels / vouchers).

Shared HTTP 402 and 503 table: https://magentlab.com/docs/payments

Stdio MCP (one process per host): https://magentlab.com/docs/mcp

## Guarantees

- HTTP 402 is unpaid, including a missing query. After PAYMENT-SIGNATURE, invalid parameters return HTTP 400 before settlement. You are not charged. HTTP 402 never includes the tool JSON.
- exact: settlement finishes before the tool (paymentFlow upfront). batch-settlement: verify/deposit before the tool; chargedCumulativeAmount commits after HTTP 2xx. Uncertain or failed settlement fails closed (HTTP 503). Retry the same PAYMENT-SIGNATURE.
- HTTP 402 is unpaid only. Do not sign a second authorization because of a 503.
- Execution is timeout-bounded and concurrency-capped.
- Calculator inputs are stored encrypted for allowlisted operators (Magent Console). They are not in public logs, SSH lookups, catalog, or rollups. Request logs store path without query.
