菜单
已展示 40 / 51 个已收集 Skill。
Calculate APACHE IV (Acute Physiology and Chronic Health Evaluation IV) score for ICU mortality prediction. Use for severity assessment, hospital mortality prediction, ICU benchmarking, or case-mix adjustment. eICU has pre-computed scores; MIMIC-IV requires…
原文语言：英语
Start a structured clinical research session. Use when users describe research goals, want to analyze cohorts, investigate hypotheses, or need a rigorous research plan. Interviews the user, then produces a research protocol.
原文语言：英语
Use the M4 Python API to query clinical datasets programmatically. Use when writing code to access clinical databases, executing SQL via Python, or performing multi-step data analysis.
原文语言：英语
Diagnose and repair common M4 environment, dataset, skill installation, backend, and vitrine setup problems. Use when M4 tools, datasets, skills, or visualization are missing or broken.
原文语言：英语
Calculate Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index for hospital admissions. Use for risk adjustment, mortality prediction, case-mix analysis, or comparing comorbidity burden across patient populations.
原文语言：英语
Identify first ICU stays and first hospital admissions for cohort selection. Use to exclude readmissions, create independent observations, or build adult patient cohorts.
原文语言：英语
Guide users through creating M4 skills with proper structure, provenance tracking, and tier assignment. Use when users want to create a new M4 skill, document a clinical concept, or contribute a skill to the M4 skills library.
原文语言：英语
Use the vitrine display API for M4 research visualization, review cards, forms, study tracking, approvals, exports, and recovery of displayed results.
原文语言：英语
Calculate SOFA (Sequential Organ Failure Assessment) score for ICU patients. Use for sepsis severity assessment, organ dysfunction quantification, mortality prediction, or Sepsis-3 criteria evaluation.
原文语言：英语
Calculate Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index for hospital admissions. Use for risk adjustment, mortality prediction, case-mix analysis, or comparing comorbidity burden across patient populations.
原文语言：英语
Calculate MELD (Model for End-Stage Liver Disease) score for ICU patients. Use for liver disease severity assessment, transplant prioritization, or hepatology research.
原文语言：英语
Extract and calculate Glasgow Coma Scale (GCS) for ICU patients. Use for neurological assessment, consciousness monitoring, or trauma severity scoring.
原文语言：英语
Calculate OASIS (Oxford Acute Severity of Illness Score) for ICU patients. Use for mortality prediction with fewer variables than APACHE/SAPS, or when lab data is limited.
原文语言：英语
Calculate OASIS (Oxford Acute Severity of Illness Score) for ICU patients. Use for mortality prediction with fewer variables than APACHE/SAPS, or when lab data is limited.
原文语言：英语
Calculate SAPS-II (Simplified Acute Physiology Score II) for ICU patients. Use for mortality prediction, severity assessment, or international ICU benchmarking.
原文语言：英语
Calculate SIRS (Systemic Inflammatory Response Syndrome) criteria for ICU patients. Use for historical sepsis definitions, inflammatory response assessment, or research comparing SIRS vs Sepsis-3.
原文语言：英语
Classify ventilation status into InvasiveVent, NonInvasiveVent, HFNC, SupplementalOxygen, Tracheostomy, or None from charting data. Use for ventilation duration analysis, respiratory support characterization, or as a component of severity scores (SOFA…
原文语言：英语
Calculate rolling urine output rates (mL/kg/hr) over 6/12/24-hour windows for ICU patients. Use for KDIGO AKI staging (urine output criterion) or SOFA renal component.
原文语言：英语
Calculate rolling urine output rates (mL/kg/hr) over 6/12/24-hour windows for ICU patients. Use for KDIGO AKI staging (urine output criterion) or SOFA renal component.
原文语言：英语
Calculate norepinephrine-equivalent dose for vasopressor comparison. Use for hemodynamic support quantification, shock severity assessment, or vasopressor weaning studies.
原文语言：英语
Calculate norepinephrine-equivalent dose for vasopressor comparison. Use for hemodynamic support quantification, shock severity assessment, or vasopressor weaning studies.
原文语言：英语
Calculate APACHE III (Acute Physiology Score III) for ICU patients. Use for mortality prediction, severity stratification, case-mix adjustment, or risk-adjusted outcome comparisons.
原文语言：英语
Estimate baseline serum creatinine for AKI assessment. Use for KDIGO staging, AKI research, or renal function baseline establishment.
原文语言：英语
Extract and calculate Glasgow Coma Scale (GCS) for ICU patients. Use for neurological assessment, consciousness monitoring, or trauma severity scoring.
原文语言：英语
Calculate KDIGO AKI (Acute Kidney Injury) staging for ICU patients using creatinine and urine output criteria. Use for nephrology research, AKI outcome studies, or renal function monitoring.
原文语言：英语
Calculate KDIGO AKI (Acute Kidney Injury) staging for ICU patients using creatinine and urine output criteria. Use for nephrology research, AKI outcome studies, or renal function monitoring.
原文语言：英语
Calculate MELD (Model for End-Stage Liver Disease) score for ICU patients. Use for liver disease severity assessment, transplant prioritization, or hepatology research.
原文语言：英语
Identify Sepsis-3 patients using the consensus definition (SOFA >= 2 + suspected infection). Use for sepsis cohort studies, outcome research, or quality metrics.
原文语言：英语
Identify suspected infection events using antibiotic administration plus culture timing. Use as a component of Sepsis-3 definition or for infection research.
原文语言：英语
Calculate SOFA (Sequential Organ Failure Assessment) score for ICU patients. Use for sepsis severity assessment, organ dysfunction quantification, mortality prediction, or Sepsis-3 criteria evaluation.
原文语言：英语
Classify ventilation status into InvasiveVent, NonInvasiveVent, HFNC, SupplementalOxygen, Tracheostomy, or None from charting data. Use for ventilation duration analysis, respiratory support characterization, or as a component of severity scores (SOFA…
原文语言：英语
Calculate OASIS (Oxford Acute Severity of Illness Score) for ICU patients. Use for mortality prediction with fewer variables than APACHE/SAPS, or when lab data is limited.
原文语言：英语
Extract and calculate Glasgow Coma Scale (GCS) for ICU patients. Use for neurological assessment, consciousness monitoring, or trauma severity scoring.
原文语言：英语
Calculate MELD (Model for End-Stage Liver Disease) score for ICU patients. Use for liver disease severity assessment, transplant prioritization, or hepatology research.
原文语言：英语
Classify ventilation status into InvasiveVent, NonInvasiveVent, HFNC, SupplementalOxygen, Tracheostomy, or None from charting data. Use for ventilation duration analysis, respiratory support characterization, or as a component of severity scores (SOFA…
原文语言：英语
Calculate LODS (Logistic Organ Dysfunction Score) for ICU patients. Use for organ dysfunction assessment across 6 systems with weighted scoring.
原文语言：英语
Guided workflow for statistical and ML analysis of clinical data. Use when planning or executing research analyses on MIMIC, eICU, or similar EHR data. Ensures methodological rigor through structured consultation, assumption checking, and stepwise execution…
原文语言：英语
Calculate SAPS-II (Simplified Acute Physiology Score II) for ICU patients. Use for mortality prediction, severity assessment, or international ICU benchmarking.
原文语言：英语
Identify Sepsis-3 patients using the consensus definition (SOFA >= 2 + suspected infection). Use for sepsis cohort studies, outcome research, or quality metrics.
原文语言：英语
Calculate SIRS (Systemic Inflammatory Response Syndrome) criteria for ICU patients. Use for historical sepsis definitions, inflammatory response assessment, or research comparing SIRS vs Sepsis-3.
原文语言：英语