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0.7
1.8
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Anus squamous cell carcinoma</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem+extension
1.26
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Irritative hyperplasia of oral mucosa</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Disorder of phenylalanine metabolism</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem
1.2
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Syphilitic pericarditis</input> Relevant matched stem codes found: - 1A62.1 - Syphilitic pericarditis - BB20.0 - Infectious pericarditis Post-coordination options: - 1A62.1 (Syphilitic pericarditis) - BB2Z (Pericarditis, unspecified)
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+cluster
1.8
Find the corresponding ICD-11 extension code for this modifier.
Clinical concept to map: <input>Mosso das Pedras virus</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XN34P</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Spinal muscular atrophy, scapuloperoneal type</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem
0.84
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Preterm premature rupture of membranes</input> Relevant matched stem codes found: - JA89.3 - Preterm premature rupture of membranes - KA01.1 - Fetus or newborn affected by premature rupture of membranes - JA89 - Maternal care related to premature rupture of membranes - JA89.Z - Maternal ...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Congenital anomaly or multiple anomalies, without further specification</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 extension code corresponding to the specified extension concept.
Clinical concept to map: <input>Bone of thumb, not elsewhere classified</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XA95Q5</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Provide the ICD-11 extension code corresponding to the specified extension concept.
Clinical concept to map: <input>Common fibular nerve</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XA7HH4</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Hypoparathyroidism, unspecified</input> Relevant matched stem codes found: - 5A50.Z - Hypoparathyroidism, unspecified - 5A50 - Hypoparathyroidism - 5A50.00 - Idiopathic hypoparathyroidism - 5A00.Z - Hypothyroidism, unspecified - 5A50.01 - Secondary hypoparathyroidism - 5A50.Y - Other spe...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Increased menstrual flow pattern (TM2)</input> Relevant matched stem codes found: - SR4J - Increased menstrual flow pattern (TM2) - SR4K - Diminution of menstrual flow pattern (TM2)
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>recurrent renal calculus</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>SAS - [sleep apnoea syndrome]</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Adverse reaction to anti-common cold drugs</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem
1.2
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Assault by exposure to or harmful effects of paints or dyes, not elsewhere classified</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Secondary osteolysis</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Benign neoplasm of lateral wall of nasopharynx</input> Relevant matched stem codes found: - 2E90.6 - Benign neoplasm of lateral wall of nasopharynx - 2B6B.Z - primary malignant neoplasm of lateral wall of nasopharynx Post-coordination options: - XA21P9 (Anterior wall of nasopharynx) - XA...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+stem+extension
1.8
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Abortion-related tetanus</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem
0.84
Find the corresponding ICD-11 extension code for this modifier.
Clinical concept to map: <input>Interosseous sacroiliac ligament</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XA02T6</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Tongue fissure disorder (TM2)</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Adherent placenta without haemorrhage</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>congestive idiopathic cardiomyopathy</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Abnormal spleen function studies</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>sensory loss</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Limb-girdle muscular dystrophy 2J, Titin gene mutation</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Poisoning caused by Vicia faba</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem
0.84
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Subserous leiomyoma of uterus</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem
1.2
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Cancer of the ampulla of vater</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem+extension
1.26
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Adult osteomalacia due to malabsorption, tibia</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>uterus adnexa cancer</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Congenital combined bony and soft tissue deformity of orbit</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>selective deficiency of IgG</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Concussion with incomplete loss of consciousness with amnesia</input> Relevant matched stem codes found: - NA07.00 - Concussion with incomplete loss of consciousness with amnesia - NA07.01 - Concussion with incomplete loss of consciousness without amnesia - NA07.09 - Concussion with loss...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Juvenile osteochondrosis of metatarsus</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Powassan encephalitis virus infection that invades the nervous system</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem
0.84
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Traumatic haemorrhage in brain tissue, unspecified</input> Relevant matched stem codes found: - NA07.8Z - Traumatic haemorrhage in brain tissue, unspecified - NA07.8 - Traumatic haemorrhage in brain tissue - NA07.8Y - Other specified traumatic haemorrhage in brain tissue - NA07.84 - Trau...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Calculus of bile duct with cholecystitis</input> Relevant matched stem codes found: - DC11.5 - Calculus of bile duct with cholecystitis - DC11.4 - Calculus of bile duct with cholangitis
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Identify the ICD-11 extension code for the following extension concept.
Clinical concept to map: <input>Out-of-hospital</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XE2BE</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Progressive focal atrophies</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Familial acute facial nerve palsy</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Primary gout, acromioclavicular joint</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the corresponding ICD-11 extension code for this modifier.
Clinical concept to map: <input>Geniculate ganglion</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XA66H0</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Acute pancreatitis due to ERCP and ERCP-associated treatments</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>chronic haemorrhagic anaemia</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Identify the ICD-11 extension code for the following extension concept.
Clinical concept to map: <input>Piperocaine peripheral nerve block</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XM8J09</code> <category>source:icdapi>extension</category>
source:icdapi>synonym>extension
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Open Fracture of Base of Skull with Intracranial Injury, Moderate (1-24 Hours) Loss of Consciousness</input> Relevant matched stem codes found: - NA02.1Z - Fracture of base of skull, unspecified - NA02.1 - Fracture of base of skull - NA02.1A - Other fractures of base of skull Post-coordi...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+cluster+extension
1.8
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Orchitis without abscess</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+stem+extension
1.8
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Lymphangitis</input> Relevant matched stem codes found: - BD91 - Lymphangitis - BD90 - Lymphadenitis - BD90.Z - Lymphadenitis, unspecified - 1B70.3 - acute lymphangitis
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+stem
1.2
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Muscular ventricular septal defect opening into right ventricular outlet with anterocranial malalignment of outlet septum</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>congenital malformation of lips</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>HIV disease associated with malaria</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Fever of unknown cause after childbirth</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem
0.84
Identify the ICD-11 extension code for the following extension concept.
Clinical concept to map: <input>Capreomycin</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XM0892</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Identify the ICD-11 extension code for the following extension concept.
Clinical concept to map: <input>Malignant melanoma in giant pigmented naevus</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XH5L25</code> <category>source:icdapi>extension</category>
source:icdapi>synonym>extension
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Liver primary carcinoma</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem
0.84
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Glycogen storage disease due to phosphoglycerate kinase 1 deficiency</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Identify the ICD-11 extension code for the following extension concept.
Clinical concept to map: <input>Food processor, blender, juicer</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XE6DV</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Change in faeces or bowel movements</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Adhesion of male pelvis</input> Relevant matched stem codes found: - DC51.1 - adhesion of male pelvis - GA06 - female pelvic adhesions
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem
1.2
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Paralytic contracture of ocular muscle</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Infestation with the larvae of Trichinella spiralis</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem
0.84
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Fracture of lumbar vertebra</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Find the corresponding ICD-11 extension code for this modifier.
Clinical concept to map: <input>Paraganglioma, NOS</input>
<scratchpad>Extension codes do not require a scratchpad explanation.</scratchpad> <map_type>SAME-AS</map_type> <code>XH0EW6</code> <category>source:icdapi>extension</category>
source:icdapi>extension
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Acute Chagas' disease with heart involvement</input> Relevant matched stem codes found: - 1F53.Y - Acute Chagas disease with heart involvement - 1F53.1 - Acute Chagas disease without heart involvement - 1F53.2 - Chronic Chagas disease with heart involvement Post-coordination options: - B...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem+extension
1.8
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Occupant of pick-up truck or van injured in collision with other nonmotor vehicle : passenger injured in nontraffic accident</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Penoscrotal pruritus</input> Relevant matched stem codes found: - GA81.0 - Penoscrotal pruritus - EC90 - Pruritus
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Hemorrhoids during the postpartum period</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem
0.84
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Harmful effects of substances, Drugs, medicaments or biological substances, Drugs primarily affecting the autonomic nervous system, Centrally-acting or adrenergic-neuron-blocking agents</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>aspiration of amniotic fluid in newborn</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Osteonecrosis due to chemical burn of oral mucosa</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Tetrachloroethylene toxicity</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem+extension
1.26
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Finding of opiate drug in blood</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Inborn errors of purine, pyrimidine or nucleotide metabolism</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Fungal infection of vertebra</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Toxic conjunctivitis</input> Relevant matched stem codes found: - 9A60.2 - Acute toxic conjunctivitis - 9A60.02 - Allergic conjunctivitis - 9A60.1 - Chronic follicular conjunctivitis, toxic - 9A60 - Conjunctivitis
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>narrower-than+stem
1.2
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Schwannoma NOS</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Adenocarcinoma of lung</input> Relevant matched stem codes found: - 2C25.0 - Adenocarcinoma of bronchus or lung - 2C25.5 - carcinoma of lung
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+stem
1.2
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Sickle cell disease with crisis</input> Relevant matched stem codes found: - 3A51.2 - Sickle cell disease with crisis - 3A51.1 - Sickle cell disease without crisis - 3A51.4 - Sickle cell Hb-C disease with crisis - 3A51.3 - Sickle cell Hb-C disease without crisis
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Fusospirochaetal gangrene</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Feeling of heaviness of the stomach disorder (TM2)</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Unilateral congenital dislocation of hip</input> Relevant matched stem codes found: - LB74.0 - congenital unilateral hip dislocation - LB74.2 - congenital dislocatable hip - LB93.Y - Congenital knee dislocation, unilateral - QA0A.Y - Screening for congenital dislocation of hip Post-coord...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>same-as+stem+extension
1.8
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>epimenorrhea</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Unintentional ingestion of lomustine</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>narrower-than+stem+extension
1.26
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Dependence on Diazepam</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>broader-than+stem+extension
1.26
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Aortic prosthetic valve regurgitation</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Travel sickness</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Prolonged spontaneous rupture of membranes</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>broader-than+stem
1.2
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Hyperperistalsis</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Heat prostration resulting from lack of water</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Phakomatosis</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>stiff neck</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Hyperextension of the Elbow Joint</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested stem code). ...
source:ciel>paraphrase>same-as+stem+extension
1.26
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Endocarditis of unspecified bioprosthetic valve</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>congenital anomaly of myocardium</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Find the ICD-11 code corresponding to the clinical concept. Use extensions or secondary stem codes if necessary.
Clinical concept to map: <input>Other specified disorders due to use of synthetic cannabinoids</input> Relevant matched stem codes found: - 6C42.Y - Other specified disorders due to use of synthetic cannabinoids - 6C42 - Disorders due to use of synthetic cannabinoids - 6C42.Z - Disorders due to use of synthetic cannabi...
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>same-as+stem
1
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>Harmful effects of Human papillomavirus vaccines</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Assign the ICD-11 code to the following concept, considering extensions or secondary stem codes where appropriate.
Clinical concept to map: <input>staying in supine (face upwards)</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Provide the ICD-11 code for the clinical concept. Include extensions or secondary stem codes if required for full specificity.
Clinical concept to map: <input>Encephalitis due to Listeria monocytogenes</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
Map the clinical concept to its ICD-11 code. Add extensions or secondary stem codes if needed.
Clinical concept to map: <input>Haematoma of conjunctiva</input>
<scratchpad> We are verifying the stem code that is most related to the concept. Ideally, it should not be more specific (i.e., contain elements not present in the original concept to be mapped), nor less specific (i.e., miss elements present in the concept to be mapped but not represented in the suggested ste...
source:icdapi>synonym>same-as+stem
0.7
End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

TD;LR Run:

pip install torch==2.4.1+cu118 torchvision==0.19.2+cu118 torchaudio==2.4.1 --extra-index-url https://download.pytorch.org/whl/cu118
pip install -U packaging setuptools wheel ninja
pip install --no-build-isolation axolotl[flash-attn,deepspeed]
axolotl train axolotl_2_a40_runpod_config.yaml

πŸ“š CIEL to ICD-11 Fine-tuning Dataset

This dataset was created to support the fine-tuning of open-source large language models (LLMs) specialized in ICD-11 terminology mapping.

It includes clinical concepts from the Columbia International eHealth Laboratory (CIEL) and official entities from the ICD-11 MMS classification by the World Health Organization (WHO).

βΈ»

🍿 Dataset Structure

Each line in the .jsonl file follows this structure:

{
  "instruction": "Provide the ICD-11 code for the clinical concept. Include extensions or cluster codes if required for full specificity.",
  "input": "Carcinoma of tongue base - dorsal surface",
  "output": "SAME-AS 2B40.0&XA7LA4",
  "category": "source:ciel>same-as+stem+extensions"
}
  • instruction: Text prompting the model to generate the expected output.
  • input: Clinical concept to be mapped.
  • output: Expected mapping output with the relation type (e.g., SAME-AS, NARROWER-THAN, BROADER-THAN) followed by the ICD-11 code(s).
  • category: Metadata field indicating the source and mapping type.

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πŸ“‚ Categories

The dataset covers multiple mapping scenarios:

Category Description
source:icdapi>same-as+stem Original ICD-11 concepts (stem codes)
source:icdapi>extension ICD-11 extension codes (modifiers)
source:ciel>same-as+stem CIEL concept mapped to a single ICD-11 stem code
source:ciel>narrower-than+stem CIEL concept narrower than ICD-11 stem code
source:ciel>broader-than+stem CIEL concept broader than ICD-11 stem code
source:ciel>same-as+stem+extensions CIEL concept mapped to stem + extensions
source:ciel>narrower-than+stem+extensions Narrower mapping with extensions
source:ciel>broader-than+stem+extensions Broader mapping with extensions
source:ciel>same-as+stem+extension CIEL concept mapped to stem + single extension
source:ciel>narrower-than+stem+extension Narrower mapping with single extension
source:ciel>broader-than+stem+extension Broader mapping with single extension
source:ciel>same-as+cluster CIEL concept mapped to an ICD-11 cluster (multi-stem)
source:ciel>same-as+cluster+extension CIEL concept mapped to cluster + extensions

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🎯 Intended Use

  • Fine-tuning LLMs to understand, map, and post-coordinate ICD-11 concepts.
  • Training specialized RAG (Retrieval Augmented Generation) systems for healthcare terminology.
  • Supporting automated ICD-11 coding tasks.

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⚑ Notes

  • Clinical concepts were carefully filtered and reviewed to ensure quality.
  • Mapping relationships (e.g., SAME-AS, NARROWER-THAN) follow standardized conventions.
  • Extension codes (X...) are never returned alone β€” they must be attached to a stem or cluster.

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πŸ§ͺ License

This dataset is distributed under the MIT License.

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🀝 Contributions

Contributions, corrections, and suggestions are welcome to improve this resource for the community.

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