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Inspect DICOM (X-ray) header labels — verify presence/missingness of 21 clinically important header tags and compute a curation score (0-100). Use for LYDUS data quality assessment of DICOM imaging metadata before large-scale analysis.
لغة النص الأصلي: الإنجليزية
Detect and label de-identification–target personal information (names, IDs, addresses, dates/times/periods, other hospitals) in unstructured Korean clinical notes using regular-expression rules, wrapping each match as <LABEL>string</LABEL>.…
لغة النص الأصلي: الإنجليزية
Check the label-curation quality of GE MUSE ECG exports — verify presence/missingness of 35 ECG header attributes (3 classes) and compute a curation score (0-100), optionally rendering the 12-lead waveform. Use for LYDUS data quality assessment of ECG-derived…
لغة النص الأصلي: الإنجليزية
Detect demographic bias in LYDUS data quality metrics by computing all 16 QUIQ quality metrics (completeness, range/date/format/sequence validity, preciseness, fidelity, class/instance diversity, sentence/vocabulary diversity, logical accuracy,…
لغة النص الأصلي: الإنجليزية
Validate format of medical codes (ICD-9/10/11, SNOMED-CT, RxNorm, LOINC, ATC) in a QUIQ-format table. Identifies code type from variable name/description, then validates each value against the corresponding regex. Use for data quality assessment of medical…
لغة النص الأصلي: لغات متعددة
Convert MIMIC-IV clinical data into QUIQ (Quality Intelligence Unified Query) long-format table. Use when transforming MIMIC-IV tables to QUIQ format for data quality assessment, when applying QUIQ Mapping_info rules to MIMIC-IV variables, or when building a…
لغة النص الأصلي: الإنجليزية
Detect IQR outliers (1.5×IQR rule) in numeric variables of a QUIQ-format table and compute Range Validity (% of non-outlier values). SQL version available via DuckDB PERCENTILE_CONT. No API key required. Use for LYDUS data quality assessment of numeric value…
لغة النص الأصلي: الإنجليزية
Generate VIA (Variable Information Archive) table from a user-provided documentation file (PDF or text). Requires a data dictionary or schema documentation to produce meaningful variable descriptions. If no document is provided, the skill will ask for one…
لغة النص الأصلي: لغات متعددة
Calculate cross-sectional consistency for categorical string variables in a QUIQ-format table using Claude CLI to group semantically equivalent values. No API key required. Use for data quality assessment when the same real-world concept may be expressed in…
لغة النص الأصلي: لغات متعددة
Validate date values in a QUIQ-format table. Checks Event_date column and Mapping_info_1='date' rows using standard format parsing, Korean date formats, and optional LLM fallback. Use for data quality assessment of temporal data.
لغة النص الأصلي: لغات متعددة
Detect logical outliers in clinical variables using a multi-model ensemble (Quantile Regression + Gradient Boosting + Autoencoder for numeric; OneClassSVM + IsolationForest + Autoencoder for categorical). Uses Claude CLI (no API key required). Use for LYDUS…
لغة النص الأصلي: الإنجليزية
Evaluate accuracy of unstructured clinical notes and radiology reports in a QUIQ-format table using Claude CLI. Detects diagnostic, procedural, drug, demographic, and date errors in clinical notes; identifies critical errors in radiology impressions. No API…
لغة النص الأصلي: الإنجليزية
Evaluate completeness (fidelity) of unstructured clinical notes and radiology reports in a QUIQ-format table. Uses Claude CLI to check whether required template items are mentioned in each note. No API key required. Use for LYDUS data quality assessment of…
لغة النص الأصلي: الإنجليزية
Validate temporal ordering of date variables in a QUIQ-format table. Uses Claude CLI to automatically identify start/end date variable pairs, then checks whether start_date <= end_date for each matched record. No API key required. Use for LYDUS data quality…
لغة النص الأصلي: لغات متعددة
Measure diversity of verb-containing sentences extracted from clinical notes (Mapping_info_1 contains 'note') in a QUIQ-format table. Uses NLTK POS tagging to identify sentences with verbs, then computes unique/total ratio and coverage scores. No API key…
لغة النص الأصلي: لغات متعددة
Detect temporal distribution shifts (change points) in clinical data across years using GradientBoosting classifier + SHAP. For each year, trains a model to distinguish year-1 vs year data — AUROC ≥ 0.8 indicates a change point. No API key required. Use for…
لغة النص الأصلي: لغات متعددة
Measure diversity of noun words in clinical notes using NLTK POS tagging; computes unique/total noun ratio and top-5/10/20% coverage scores. No API key required. Use for LYDUS data quality assessment of vocabulary richness in unstructured text.
لغة النص الأصلي: لغات متعددة
Calculate class diversity for categorical variables in a QUIQ-format table. Use for data quality assessment of categorical variable distributions, detecting overly homogeneous or heterogeneous value distributions, and generating per-variable diversity…
لغة النص الأصلي: الإنجليزية
Calculate classification metrics (Accuracy, Precision, Recall, F1, AUROC) per variable in a QUIQ-format table with Ground_truth labels. Use for data quality assessment when predicted values can be compared against ground truth, generating per-variable…
لغة النص الأصلي: لغات متعددة
Calculate data completeness (non-null rate) per variable in a QUIQ-format table. Use for data quality assessment to identify variables with missing values and compute overall completeness ratio.
لغة النص الأصلي: لغات متعددة
Calculate structured fidelity for clinical variables in a QUIQ-format table. Measures how frequently each clinical concept (event, diagnosis, prescription, procedure) appears per patient. Use for data quality assessment of clinical record completeness and…
لغة النص الأصلي: لغات متعددة
Calculate instance diversity and Gini-Simpson index per (variable, value) combination in a QUIQ-format table. Measures how diversely distributed patients are across occurrences of each clinical value. Use for data quality assessment of recording pattern…
لغة النص الأصلي: لغات متعددة
Calculate numeric preciseness (decimal-place consistency) for numeric variables in a QUIQ-format table. Detects the actual decimal precision of each variable and measures last-digit distribution diversity using the Gini-Simpson index. No API key required. Use…
لغة النص الأصلي: الإنجليزية