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
| Category | Everything else |
|---|---|
| Provider host | api.magentlab.com |
| Networks | eip155:8453 |
| Payment schemes | exact |
| Self-reported calls, 30 days | 0 from 0 payers (the provider's figure, not ours) |
Our checks, last 30 days
| Day | Result | HTTP | Asked | Time |
|---|---|---|---|---|
| 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"
}