MLchartDataset catalogue

Dataset · MLC-0403 · [SAMPLE]

Medical devices

1Description

US medical device regulatory records: 510(k) clearances with predicates and indications for use, device classifications and product codes, establishment registrations, recalls and adverse event reports. Records share product codes, K numbers and firm identifiers, so a device type can be followed from clearance to later recalls. Regulatory affairs teams use it for predicate searches, quality teams for post-market surveillance, and investors and ML teams for safety signal analysis.

Subsets

  • FDA establishment registrations
  • Device classifications
  • Recalls
  • Adverse events
  • 510(k) summaries

2Schema

Table 1. Fields
FieldTypeDescriptionExample
record_typestring510(k), recall, registration, classification or adverse event510(k) premarket notification
k_numberstring510(k) submission numberK250031
recall_numberstringFDA recall (product) number
recall_classstringFDA recall classification: Class I, II or III
device_namestringTrade or device nameAmplatzer Guidewire
applicantstring510(k) holderABBOTT MEDICAL
applicant_countrystringCountry code of the 510(k) holderUS
recalling_firmstringFirm conducting the recall
firm_countrystringCountry of the recalling firm
product_descriptionstringRecalled product as described by the firm
date_receiveddateDate FDA received the submission2025-01-07
decision_datedateDate of the FDA decision2025-10-03
decisionstringDecision, e.g. substantially equivalentSubstantially Equivalent
clearance_typestringTraditional, special or abbreviated 510(k)Traditional
product_codestringFDA three-letter product codeDQX
device_classstringRegulatory class 1, 2 or 32
regulation_numberstringClassification regulation in 21 CFR21 CFR 870.1330
classification_namestringName of the device classificationWire, Guide, Catheter
advisory_committeestringFDA review panelCardiovascular
predicate_devicesarray<string>Predicates claimed in the 510(k) summary["Pre-Formed Guidewire, K151244"]
reference_devicesarray<string>Reference devices cited in the summary["Cardiovascular and Vascular Guidewires, K935170", "PTFE Guidewire...
indications_for_usestringCleared indications for useThe Amplatzer Guidewire is intended to facilitate the introduction...
device_descriptionstringDevice description from the 510(k) summaryThe Amplatzer Guidewire is 0.035-inch in diameter and made of a...
related_510karray<string>510(k) numbers linked to the recalled product
affected_modelsarray<object>Recalled part numbers with UDI-DI
affected_lot_countintegerNumber of lots listed in the recall
reason_for_recallstringProblem that triggered the recall
root_causestringFDA root cause category
firm_actionstringWhat the firm told customers to do
product_quantitystringUnits affected
distribution_patternstringWhere the product was distributed
recall_initiateddateDate the firm started the recall
posted_by_fdadateDate FDA posted the recall
recall_statusstringOpen, completed or terminated
summary_pdf_urlstring510(k) decision letter and summary PDFhttps://www.accessdata.fda.gov/cdrh_docs/pdf25/K250031.pdf
source_urlstringFDA database entryhttps://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm?ID=K2...

3Sample records

Sample record 1

Table 2. Sample record 1, fields
record_type510(k) premarket notification
k_numberK250031
device_nameAmplatzer Guidewire
applicantABBOTT MEDICAL
applicant_countryUS
date_received2025-01-07
decision_date2025-10-03
decisionSubstantially Equivalent
clearance_typeTraditional
product_codeDQX
device_class2
regulation_number21 CFR 870.1330
classification_nameWire, Guide, Catheter
advisory_committeeCardiovascular
predicate_devicesPre-Formed Guidewire, K151244
reference_devicesCardiovascular and Vascular Guidewires, K935170; PTFE Guidewire, K242824
indications_for_useThe Amplatzer Guidewire is intended to facilitate the introduction and exchange of a delivery system or catheter within the vasculature and chambers of the heart.
device_descriptionThe Amplatzer Guidewire is 0.035-inch in diameter and made of a stainless steel core and a full length stainless steel spring coil coated with low-friction polytetrafluoroethylene (PTFE). The stainless steel core extends to the distal tip of the guidewire for one model (9-GW-001). Two models (9-GW-002 and 9-GW-003) have a stainless steel core that does not extend to the distal end of the wire. These models have an additional ribbon wire that runs parallel to the stainless steel core and extends to the distal end of the guidewire. The stainless steel core for all three models is tapered at the ...
summary_pdf_urlhttps://www.accessdata.fda.gov/cdrh_docs/pdf25/K250031.pdf
source_urlhttps://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm?ID=K250031
{
  "record_type": "510(k) premarket notification",
  "k_number": "K250031",
  "device_name": "Amplatzer Guidewire",
  "applicant": "ABBOTT MEDICAL",
  "applicant_country": "US",
  "date_received": "2025-01-07",
  "decision_date": "2025-10-03",
  "decision": "Substantially Equivalent",
  "clearance_type": "Traditional",
  "product_code": "DQX",
  "device_class": "2",
  "regulation_number": "21 CFR 870.1330",
  "classification_name": "Wire, Guide, Catheter",
  "advisory_committee": "Cardiovascular",
  "predicate_devices": [
    "Pre-Formed Guidewire, K151244"
  ],
  "reference_devices": [
    "Cardiovascular and Vascular Guidewires, K935170",
    "PTFE Guidewire, K242824"
  ],
  "indications_for_use": "The Amplatzer Guidewire is intended to facilitate the introduction and exchange of a delivery system or catheter within the vasculature and chambers of the heart.",
  "device_description": "The Amplatzer Guidewire is 0.035-inch in diameter and made of a stainless steel core and a full length stainless steel spring coil coated with low-friction polytetrafluoroethylene (PTFE). The stainless steel core extends to the distal tip of the guidewire for one model (9-GW-001). Two models (9-GW-002 and 9-GW-003) have a stainless steel core that does not extend to the distal end of the wire. These models have an additional ribbon wire that runs parallel to the stainless steel core and extends to the distal end of the guidewire. The stainless steel core for all three models is tapered at the ...",
  "summary_pdf_url": "https://www.accessdata.fda.gov/cdrh_docs/pdf25/K250031.pdf",
  "source_url": "https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm?ID=K250031"
}

Sample record 2

Table 3. Sample record 2, fields
record_typeDevice recall
recall_numberZ-0346-2025
recall_classClass II
recalling_firmCook Incorporated
firm_countryUnited States
product_descriptionApproach CTO Micro Wire Guide, Guide Wire, Catalog Prefix CMW
product_codeDQX
device_class2
regulation_number21 CFR 870.1330
classification_nameWire, Guide, Catheter
related_510kK171897
affected_models[0].part_numberCMW-14-190-12G
affected_models[0].udi_di00827002507876
affected_models[1].part_numberCMW-14-190-18G
affected_models[1].udi_di00827002507883
affected_models[2].part_numberCMW-14-190-25G
affected_models[2].udi_di00827002507890
affected_models[3].part_numberCMW-14-190-6G
affected_models[3].udi_di00827002507869
affected_models[4].part_numberCMW-14-300-12G
affected_models[4].udi_di00827002507913
affected_models[5].part_numberCMW-14-300-18G
affected_models[5].udi_di00827002507920
affected_models[6].part_numberCMW-14-300-25G
affected_models[6].udi_di00827002507937
affected_models[7].part_numberCMW-14-300-6G
affected_models[7].udi_di00827002507906
affected_lot_count111
reason_for_recallAffected device lots have labels that state the incorrect expiration dates.
root_causeLabeling Change Control
firm_actionOn October 8, 2024, the firm notified affected consignees through Urgent Medical Device Recall letters. Customers were informed of the product issue and instructed to quarantine any affected product that remains unused. Product should be returned to Cook Medical.
product_quantity2,005 US; 1,145 OUS
distribution_patternWorldwide - US Nationwide distribution.
recall_initiated2024-10-08
posted_by_fda2024-11-08
recall_statusOpen, Classified
source_urlhttps://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfRES/res.cfm?id=210545
{
  "record_type": "Device recall",
  "recall_number": "Z-0346-2025",
  "recall_class": "Class II",
  "recalling_firm": "Cook Incorporated",
  "firm_country": "United States",
  "product_description": "Approach CTO Micro Wire Guide, Guide Wire, Catalog Prefix CMW",
  "product_code": "DQX",
  "device_class": "2",
  "regulation_number": "21 CFR 870.1330",
  "classification_name": "Wire, Guide, Catheter",
  "related_510k": [
    "K171897"
  ],
  "affected_models": [
    {
      "part_number": "CMW-14-190-12G",
      "udi_di": "00827002507876"
    },
    {
      "part_number": "CMW-14-190-18G",
      "udi_di": "00827002507883"
    },
    {
      "part_number": "CMW-14-190-25G",
      "udi_di": "00827002507890"
    },
    {
      "part_number": "CMW-14-190-6G",
      "udi_di": "00827002507869"
    },
    {
      "part_number": "CMW-14-300-12G",
      "udi_di": "00827002507913"
    },
    {
      "part_number": "CMW-14-300-18G",
      "udi_di": "00827002507920"
    },
    {
      "part_number": "CMW-14-300-25G",
      "udi_di": "00827002507937"
    },
    {
      "part_number": "CMW-14-300-6G",
      "udi_di": "00827002507906"
    }
  ],
  "affected_lot_count": 111,
  "reason_for_recall": "Affected device lots have labels that state the incorrect expiration dates.",
  "root_cause": "Labeling Change Control",
  "firm_action": "On October 8, 2024, the firm notified affected consignees through Urgent Medical Device Recall letters. Customers were informed of the product issue and instructed to quarantine any affected product that remains unused. Product should be returned to Cook Medical.",
  "product_quantity": "2,005 US; 1,145 OUS",
  "distribution_pattern": "Worldwide - US Nationwide distribution.",
  "recall_initiated": "2024-10-08",
  "posted_by_fda": "2024-11-08",
  "recall_status": "Open, Classified",
  "source_url": "https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfRES/res.cfm?id=210545"
}

4Uses

  • Predicate device searches for 510(k) submissions
  • Post-market surveillance and recall monitoring
  • Competitive intelligence on device clearances
  • Supplier and quality risk scoring
  • Safety signal detection models

5Citation

@misc{mlchart_medical_devices_2026,
  title     = {Medical devices},
  author    = {MLchart},
  publisher = {MLchart},
  year      = {2026},
  version   = {2026.10},
  url       = {https://mlchart.com/datasets/medical-devices/}
}

MLchart. (2026). Medical devices (Version 2026.10) [Data set]. https://mlchart.com/datasets/medical-devices/

6Access

The full Medical devices dataset (MLC-0403), records on request. Delivered as JSONL, CSV or Parquet under a commercial licence.

Request the full dataset