Clinical Diagnostic Error Analysis
This dataset provides detailed records of clinical diagnostic errors, including patient demographics, error types, severity, contributing factors, and outcomes. It enables healthcare organizations to analyze patterns, identify root causes, and implement corrective actions to improve diagnostic accuracy and patient safety. The dataset is ideal for quality improvement initiatives, risk management, and clinical research.
Sample rows
preview · 8 of 201 rows · all 21 columns| error_idstring | clinical_settingstring | patient_ageinteger | corrective_action_takenboolean | organization_idstring | patient_idstring | patient_genderstring | diagnosis_datedate | error_detected_datedate | initial_diagnosisstring | correct_diagnosisstring | error_typestring | error_severitystring | provider_idstring | provider_rolestring | outcome_impactstring | reporter_idstring | report_datedate | contributing_factorsstring | error_descriptionstring | corrective_action_descriptionstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ERR-10001 | outpatient | 67 | true | ORG001 | PAT-90001 | female | 2020-01-12 | 2020-01-30 | Acute bronchitis | Pneumonia | missed | high | PRV-001 | physician | temporary harm | REP-1001 | 2020-02-01 | Symptoms overlapped, chest x-ray not performed initially. | Initial diagnosis failed to identify pneumonia due to overlapping symptoms with bronchitis and lack of imaging. | Provider educated on use of imaging for similar presentations. |
| ERR-10002 | emergency | 34 | true | ORG002 | PAT-90002 | male | 2020-03-05 | 2020-03-15 | Migraine | Subarachnoid hemorrhage | missed | critical | PRV-002 | resident | permanent harm | REP-1002 | 2020-03-16 | History not reviewed, no imaging performed. | Patient presented with severe headache, incorrectly diagnosed as migraine, underlying hemorrhage missed. | Mandatory checklist for headache workup implemented. |
| ERR-10003 | outpatient | 22 | true | ORG001 | PAT-90003 | female | 2020-06-11 | 2020-06-13 | Urinary tract infection | Kidney stone | incorrect | moderate | PRV-003 | nurse | temporary harm | REP-1003 | 2020-06-15 | Incomplete history, limited physical exam. | Pain and hematuria attributed to infection, kidney stone missed until imaging performed. | Refresher training for nurses on differential diagnosis. |
| ERR-10004 | inpatient | 50 | true | ORG003 | PAT-90004 | male | 2020-08-21 | 2020-09-05 | Stable angina | Acute myocardial infarction | delayed | critical | PRV-002 | physician | permanent harm | REP-1004 | 2020-09-06 | ECG findings not interpreted correctly. | Patient admitted for chest pain, MI diagnosis delayed due to misinterpretation of ECG. | Cardiology consultation required for chest pain admissions. |
| ERR-10005 | outpatient | 41 | false | ORG002 | PAT-90005 | female | 2020-10-02 | 2020-10-04 | Allergic rhinitis | Sinusitis | incorrect | low | PRV-004 | resident | no harm | REP-1005 | 2020-10-05 | Symptoms overlapping, physical exam not detailed. | Patient with nasal congestion and headache diagnosed with allergies, sinusitis missed. | blank |
| ERR-10006 | inpatient | 71 | true | ORG003 | PAT-90006 | male | 2020-11-12 | 2020-11-22 | Congestive heart failure | Pulmonary embolism | missed | high | PRV-005 | specialist | death | REP-1006 | 2020-11-23 | Risk factors for PE not considered. | Dyspnea and edema attributed to CHF, PE missed until deterioration. | PE risk assessment protocol introduced. |
| ERR-10007 | emergency | 29 | true | ORG002 | PAT-90007 | male | 2021-02-14 | 2021-02-19 | Tension headache | Meningitis | missed | critical | PRV-001 | physician | permanent harm | REP-1007 | 2021-02-20 | No lumbar puncture performed. | Patient with fever and headache diagnosed with tension headache, meningitis not ruled out. | Protocol for headache and fever revised. |
| ERR-10008 | emergency | 47 | true | ORG001 | PAT-90008 | female | 2021-03-08 | 2021-03-10 | Gastroenteritis | Appendicitis | incorrect | moderate | PRV-003 | nurse | temporary harm | REP-1008 | 2021-03-11 | Abdominal pain attributed to viral infection. | Abdominal pain and vomiting misdiagnosed as gastroenteritis, appendicitis identified after worsening. | Training on abdominal pain triage for nursing staff. |
| ERR-10009 | inpatient | 53 | true | ORG003 | PAT-90009 | male | 2021-05-17 | 2021-05-25 | COPD exacerbation | Lung cancer | missed | high | PRV-004 | specialist | permanent harm | REP-1009 | 2021-05-26 | Long smoking history not considered. | Patient admitted for COPD flare, underlying lung cancer missed until imaging. | Updated screening for high-risk COPD patients. |
| ERR-10010 | outpatient | 38 | true | ORG001 | PAT-90010 | female | 2021-07-04 | 2021-07-10 | Anxiety disorder | Hyperthyroidism | incorrect | moderate | PRV-001 | physician | temporary harm | REP-1010 | 2021-07-11 | Physical symptoms attributed to psychiatric cause. | Symptoms like palpitations and weight loss diagnosed as anxiety, thyroid disorder missed. | Provider training on psychiatric vs. endocrine symptoms. |
| ERR-10011 | inpatient | 58 | true | ORG002 | PAT-90011 | male | 2021-09-18 | 2021-09-30 | Gout | Septic arthritis | delayed | high | PRV-002 | physician | permanent harm | REP-1011 | 2021-10-01 | Joint aspiration delayed. | Joint pain attributed to gout, septic arthritis diagnosis delayed due to late aspiration. | Standardized protocol for joint pain evaluation. |
| ERR-10012 | inpatient | 65 | true | ORG003 | PAT-90012 | female | 2021-11-05 | 2021-11-17 | Stroke | Transient ischemic attack | incorrect | moderate | PRV-005 | specialist | temporary harm | REP-1012 | 2021-11-18 | Imaging findings misinterpreted. | Misinterpretation of radiology led to incorrect diagnosis, TIA confirmed later. | Radiology review process improved. |
| ERR-10013 | outpatient | 15 | false | ORG001 | PAT-90013 | female | 2022-01-22 | 2022-01-24 | Viral pharyngitis | Mononucleosis | missed | low | PRV-003 | nurse | temporary harm | REP-1013 | 2022-01-25 | Lab tests not ordered. | Pharyngitis diagnosed without lab confirmation, mononucleosis diagnosis delayed. | blank |
| ERR-10014 | inpatient | 83 | true | ORG002 | PAT-90014 | male | 2022-02-11 | 2022-02-18 | Dementia | Normal pressure hydrocephalus | missed | high | PRV-001 | physician | permanent harm | REP-1014 | 2022-02-19 | Imaging not reviewed, gait disturbance overlooked. | Elderly patient with cognitive decline diagnosed as dementia, hydrocephalus missed. | Mandatory imaging review for cognitive decline. |
| ERR-10015 | emergency | 5 | true | ORG003 | PAT-90015 | male | 2022-03-21 | 2022-03-23 | Gastroenteritis | Intussusception | missed | high | PRV-004 | resident | temporary harm | REP-1015 | 2022-03-24 | Classic signs not recognized in child. | Child with abdominal pain and vomiting diagnosed as gastroenteritis, intussusception missed. | Pediatric abdominal pain protocol updated. |
| ERR-10016 | inpatient | 39 | true | ORG001 | PAT-90016 | female | 2022-04-15 | 2022-04-20 | Anemia | Leukemia | missed | critical | PRV-005 | specialist | permanent harm | REP-1016 | 2022-04-21 | CBC findings not fully evaluated. | Anemia diagnosed but malignant causes not considered, leukemia found after bone marrow biopsy. | Provider education on anemia workup. |
| ERR-10017 | emergency | 60 | true | ORG002 | PAT-90017 | female | 2022-05-03 | 2022-05-06 | Sciatica | Spinal abscess | missed | critical | PRV-002 | physician | permanent harm | REP-1017 | 2022-05-07 | Fever overlooked, imaging delayed. | Back pain and fever attributed to sciatica, spinal abscess not considered. | Fever added as red flag in triage protocol. |
| ERR-10018 | inpatient | 45 | true | ORG003 | PAT-90018 | other | 2022-06-12 | 2022-06-18 | Acute pancreatitis | Gallstones | delayed | moderate | PRV-003 | nurse | temporary harm | REP-1018 | 2022-06-19 | Imaging delayed, gallbladder not evaluated. | Pancreatitis diagnosed, underlying gallstones identified after delay. | Imaging protocol updated for pancreatitis. |
| ERR-10019 | outpatient | 30 | true | ORG001 | PAT-90019 | male | 2022-08-24 | 2022-08-26 | Anxiety | Pulmonary embolism | missed | critical | PRV-001 | physician | death | REP-1019 | 2022-08-27 | Symptoms attributed to anxiety without risk assessment. | Chest pain and dyspnea diagnosed as anxiety, PE missed. | Mandatory risk assessment for chest pain. |
| ERR-10020 | emergency | 22 | true | ORG002 | PAT-90020 | female | 2022-09-06 | 2022-09-10 | Gastroenteritis | Ectopic pregnancy | missed | critical | PRV-004 | resident | permanent harm | REP-1020 | 2022-09-11 | Pregnancy status not checked. | Abdominal pain and vomiting attributed to infection, ectopic pregnancy missed. | Pregnancy test protocol updated for women of childbearing age. |
What the 201 rows show
from the 201-row sampleInpatient (clinical setting) stands out: mean patient_
- 75%corrective_
action_ taken = true - 47median patient_
age - 4patient genders
- 4error types
- 4error severities
- 4provider roles
Median 47, from 5 to 83.
- string 16
- integer 1
- date 3
- boolean 1
Columns
21 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 16 columns | |||
error_id | string | Unique identifier for each diagnostic error recordunique | ERR-10001 |
patient_id | string | Unique identifier for the patient involved in the diagnostic error | PAT-90001 |
patient_gender | string | Gender of the patientmale · female · other · unknown | female |
initial_diagnosis | string | The original diagnosis given to the patient | Acute bronchitis |
correct_diagnosis | string | The correct diagnosis after error was identified | Pneumonia |
error_type | string | Type/category of diagnostic error (e.g., missed diagnosis, delayed diagnosis, incorrect diagnosis)missed · delayed · incorrect · other | missed |
error_severity | string | Severity of the diagnostic errorlow · moderate · high · critical | high |
contributing_factors | string | Summary of key factors that contributed to the error (e.g., communication breakdown, incomplete history)optional | Lab tests not ordered. |
clinical_setting | string | Clinical environment where the error occurred (e.g., emergency, outpatient, inpatient)emergency · outpatient · inpatient · other | outpatient |
provider_id | string | Unique identifier for the healthcare provider involved | PRV-001 |
provider_role | string | Role of the provider (e.g., physician, nurse, resident)physician · nurse · resident · specialist · other | physician |
organization_id | string | Unique identifier for the healthcare organization | ORG001 |
error_description | string | Detailed narrative describing the diagnostic erroroptional | Initial diagnosis failed … |
outcome_impact | string | Impact of the error on patient outcome (e.g., no harm, temporary harm, permanent harm, death)no harm · temporary harm · permanent harm · death · unknown | temporary harm |
corrective_action_description | string | Description of the corrective action taken (if any)optional | Provider educated on use … |
reporter_id | string | Unique identifier for the person reporting the error | REP-1001 |
| Numbers 1 column | |||
patient_age | integer | Age of the patient at the time of the diagnostic error0 to 120 | 67 |
| Dates and times 3 columns | |||
diagnosis_date | date | Date when the initial diagnosis was made | 2020-01-12 |
error_detected_date | date | Date when the diagnostic error was detected | 2020-01-30 |
report_date | date | Date when the error was reported | 2020-02-01 |
| True or false 1 column | |||
corrective_action_taken | boolean | Indicates if corrective action was taken following the error | true |
Use it for
A healthcare dashboard
The corrective_
action_ taken rate, patient_ age by clinical_ setting and a breakdown of organization_ id. Excel, Power BI or Tableau. Why do the 62 inpatient rows have a mean patient_
age of 63.7? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Errors201ERR-1000167outpatie…ERR-1000234emergencyERR-1000541outpatie…
A software demo
Believable errors with patient_
id, patient_ age and patient_ gender to fill a screen in front of a buyer.
blueprint · clinical-diagnostic-error-analysis
Behind this dataset
Same schema. As many rows as you need.
These 201 rows came out of a blueprint — 21 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
- Record diagnosis and outcome
- Flag errors and misdiagnoses
- Include provider experience level
- Exclude secondary diagnoses
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- clinical-diagnostic-error-analysis