ToolAssay

Liang 2020 COVID-GRAM logistic probability of critical illness (ICU, invasive ve

Liang 2020 COVID-GRAM logistic probability of critical illness (ICU, invasive ventilation, or death) among hospitalized COVID-19 from age, caller-assigned chest radiograph abnormality, hemoptysis, dyspnea, unconsciousness, comorbidity count, cancer history, neutrophil-to-lymphocyte ratio, LDH (U/L), and direct bilirubin (umol/L). Table 3 coefficients. magent does not read the film or count comorbidities. Not a diagnosis or ICU-allocation order.

Asked 1.4x its listed price for its own exampleour last check, 2026-09-28
1 of 1checks answered this week
322 msmedian answer time
$0.005listed price per call
$0.007price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://api.magentlab.com/api/calc/cgram

CategoryEverything else
Provider hostapi.magentlab.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days0 from 0 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-09-28 valid payment request 402$0.007 322 ms

Example input (from the provider)

{
  "body": {
    "items": [
      {
        "age": 30,
        "cancer_history": false,
        "chest_xray_abnormal": false,
        "direct_bilirubin_umol_l": 3,
        "dyspnea": false,
        "hemoptysis": false,
        "ldh_u_l": 150,
        "nlr": 2,
        "number_of_comorbidities": 0,
        "unconsciousness": false
      },
      {
        "age": 30,
        "cancer_history": false,
        "chest_xray_abnormal": false,
        "direct_bilirubin_umol_l": 3,
        "dyspnea": false,
        "hemoptysis": false,
        "ldh_u_l": 150,
        "nlr": 2,
        "number_of_comorbidities": 0,
        "unconsciousness": false
      }
    ]
  },
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "items": {
              "items": {
                "properties": {
                  "age": {
                    "description": "Age in years (integer 1-120). Liang 2020 Table 3: +0.0276 per year (OR 1.03 per year). Development cohort ages 1-95.",
                    "type": "integer"
                  },
                  "cancer_history": {
                    "description": "Cancer history as assigned by the caller (true or false). Liang 2020 Table 3: true adds 1.4037 (OR 4.07), separate from the comorbidity count.",
                    "type": "boolean"
                  },
                  "chest_xray_abnormal": {
                    "description": "Chest radiograph abnormality as assigned by the caller (true or false). Liang 2020 Table 3: true adds 1.2205 (OR 3.39). magent does not read the film.",
                    "type": "boolean"
                  },
                  "direct_bilirubin_umol_l": {
                    "description": "Direct bilirubin in umol/L (0-200). Liang 2020 Table 3: +0.1376 per umol/L (OR 1.15). magent does not convert mg/dL.",
                    "type": "number"
                  },
                  "dyspnea": {
                    "description": "Dyspnea (shortness of breath) as assigned by the caller (true or false). Liang 2020 Table 3: true adds 0.632 (OR 1.88).",
                    "type": "boolean"
                  },
                  "hemoptysis": {
                    "description": "Hemoptysis as assigned by the caller (true or false). Liang 2020 Table 3: true adds 1.5116 (OR 4.53).",
                    "type": "boolean"
                  },
                  "ldh_u_l": {
                    "description": "Lactate dehydrogenase in U/L (1-5000). Liang 2020 Table 3: +0.0024 per U/L (OR 1.002). magent does not convert other LDH units.",
                    "type": "number"
                  },
                  "nlr": {
                    "description": "Neutrophil-to-lymphocyte ratio (0.01-200). Liang 2020 Table 3: +0.0562 per unit (OR 1.06). Caller assigns the ratio; magent does not compute it from counts.",
                    "type": "number"
                  },
                  "number_of_comorbidities": {
                    "description": "Caller-assigned count of comorbidities as Liang 2020 defined (integer 0-10): COPD, diabetes, hypertension, cardiovascular disease, cerebrovascular disease, hepatitis B, cancer, chronic kidney disease, immunodeficiency. Table 3: +0.4668 per comorbidity (OR 1.60). magent does not count diagnoses.",
                    "type": "integer"
                  },
                  "unconsciousness": {
                    "description": "Unconsciousness as assigned by the caller (true or false). Liang 2020 Table 3: true adds 1.5494 (OR 4.71).",
                    "type": "boolean"
                  }
                },
                "required": [
                  "age",
                  "chest_xray_abnormal",
                  "hemoptysis",
                  "dyspnea",
                  "unconsciousness",
                  "number_of_comorbidities",
                  "cancer_history",
                  "nlr",
                  "ldh_u_l",
                  "direct_bilirubin_umol_l"
                ],
                "type": "object"
              },
              "maxItems": 25,
              "minItems": 1,
              "type": "array"
            }
          },
          "required": [
            "items"
          ],
          "type": "object"
        },
        "headers": {
          "additionalProperties": {
            "type": "string"
          },
          "type": "object"
        },
        "method": {
          "const": "POST",
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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