Turn a cancer context, fixed target gene, and validation goal into a structured single-gene oncology study plan. It compares four workload levels, recommends a primary approach, maps analysis dependencies, and retrieves verified literature to support design choices.
中文简介正在准备中。当前显示英语简介。
- Plan a single-gene cancer biomarker study
- Compare lightweight and publication-focused study designs
- Build a gene study plan with a defined validation goal
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan a computational study that compares gene expression across two diseases to identify shared biomarkers or hub genes. It lays out four workload options, recommends a primary workflow, and organizes analysis, validation, figures, and literature support.
中文简介正在准备中。当前显示英语简介。
- Planning a shared biomarker study for two diseases
- Comparing differential expression and shared gene signals
- Designing hub-gene prioritization and diagnostic evaluation
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan a drug repurposing study from a disease, mechanism, or omics finding. The skill connects drug-target logic, expression patterns, and clinical evidence where relevant, then lays out candidate prioritization and validation steps while keeping research hypotheses separate from treatment advice.
中文简介正在准备中。当前显示英语简介。
- Planning a repurposing study from disease or omics evidence
- Connecting a biological target to existing drug candidates
- Combining expression reversal and mechanism evidence
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan an observational study of disease and biomarker associations using NHANES-style survey data. Get four workload options, a recommended plan, analysis steps, figures, validation boundaries, and a verified-reference search strategy tailored to the research question.
中文简介正在准备中。当前显示英语简介。
- Planning a survey-based biomarker association study
- Comparing a minimal study plan with publication-focused options
- Adding a retrospective hospital cohort to validate an association
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a clinical research question into a structured observational study plan using EHR, claims, or registry data. Define the cohort, index date, exposures, outcomes, follow-up, confounding approach, and assumptions the data cannot yet verify.
中文简介正在准备中。当前显示英语简介。
- Planning a comparative effectiveness study with claims data
- Defining time zero and exposure windows for an EHR analysis
- Framing an observational safety study with registry data
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Refine a broad biomedical research aim into a bounded, measurable objective that can guide study design. Identify the objective type, missing details, and exploratory versus confirmatory intent, then provide versions suited to plain-language, protocol, and downstream planning needs.
中文简介正在准备中。当前显示英语简介。
- Narrow a broad biomedical research aim before choosing a study design
- Identify missing populations, outcomes, comparisons, or time frames
- Separate exploratory questions from confirmatory objectives
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan a two-sample Mendelian randomization study using a disease outcome and one or more exposures. The skill lays out instrument selection, harmonization, primary and sensitivity analyses, validation, and publication upgrades across four workload levels, with conservative interpretation and verified references.
中文简介正在准备中。当前显示英语简介。
- Planning an MR screen for an exposure panel and disease
- Designing IVW and sensitivity analyses from summary statistics
- Comparing Lite, Standard, Advanced, and Publication+ plans
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan a bioinformatics study comparing two related diseases to find shared biomarkers. Get four workload options, a recommended workflow, validation ideas, figure plans, and a literature search strategy based on verified references.
中文简介正在准备中。当前显示英语简介。
- Planning a shared biomarker study across two related diseases
- Prioritizing shared genes and PPI hub genes
- Adding immune, regulatory network, or drug screening analyses
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Find recent algorithms that fit a biomedical research question, its data type, goals, and resource limits. The skill prioritizes recent literature, verifies primary method papers, checks published uses when available, and separates practical recommendations from baselines and unverified names.
中文简介正在准备中。当前显示英语简介。
- Finding recent methods for a disease-specific research project
- Matching algorithms to omics data and a study aim
- Checking whether a named biomedical algorithm is real and relevant
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a biomedical idea into a structured single-cell study plan. It clarifies the research question, selects a fitting study pattern, outlines sample groups and analysis steps, and compares four workload levels with validation and deliverables.
中文简介正在准备中。当前显示英语简介。
- Planning a single-cell study around a disease or phenotype
- Choosing a study design for a biological mechanism question
- Scoping a biomarker or cell-state project
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Create a research plan linking one compound or exposure to a disease or toxic phenotype. Compare target overlap, enrichment, protein interaction networks, docking, and optional expression checks across four workload levels, while clearly limiting mechanistic claims to the evidence available.
中文简介正在准备中。当前显示英语简介。
- Planning a network toxicology study for one pollutant and disease
- Comparing target overlap and pathway analysis options
- Adding docking or expression data as validation branches
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Generate anatomy quizzes by body region, topic, and difficulty, including neuroanatomy and clinical scenarios. The described tool also supports image identification, timed exam practice, adaptive question selection, and progress tracking for medical education.
中文简介正在准备中。当前显示英语简介。
- Create a focused quiz for a body region and difficulty
- Practice neuroanatomy pathways and lesion effects
- Generate clinically framed anatomy questions
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan conventional diagnostic machine learning studies for non-oncology diseases using transcriptome data. It produces four workload options, a recommended design, stepwise methods, figures, validation tiers, a minimal version, upgrade path, and verified literature or a search strategy when browsing is unavailable.
中文简介正在准备中。当前显示英语简介。
- Plan a disease versus control transcriptome study
- Design mechanism-guided biomarker feature selection
- Compare study plans at different workload levels
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Build a structured study plan for prognostic biomarkers, from cohort and follow-up design to endpoint selection, marker screening, risk modeling, and validation. It helps researchers distinguish prognosis from diagnosis or treatment-response prediction and surface key feasibility and bias risks.
中文简介正在准备中。当前显示英语简介。
- Planning a cohort study for a survival biomarker
- Defining follow-up and endpoints for recurrence risk
- Choosing between a single marker and a prognostic score
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Builds a structured case-control study blueprint from a clinical research question. It clarifies whether the design fits, how to define and sample cases and controls, whether matching is justified, how to measure exposure, and which biases and interpretation limits need attention.
中文简介正在准备中。当前显示英语简介。
- Planning a case-control study for a rare clinical outcome
- Choosing a defensible control sampling strategy
- Deciding whether and how to match cases and controls
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a biomedical research direction into a structured plan combining Mendelian randomization, a method for testing causal links, with single-cell RNA sequencing. Compare four workload levels, choose a primary plan, and outline analyses, figures, validation, and verified references.
中文简介正在准备中。当前显示英语简介。
- Plan an MR and single-cell study from a disease or mechanism theme
- Compare feasible study plans for different time and resource limits
- Map analysis steps to figures and validation strategies
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turns a biomedical study objective into operational primary, secondary, and exploratory endpoints. It specifies event rules, assessment timing, composite logic, plausible data capture sources, and feasibility or interpretation concerns, while asking for clarification when the study context is too vague.
中文简介正在准备中。当前显示英语简介。
- Defining protocol-ready endpoints from a study aim
- Clarifying event criteria and follow-up timing
- Reviewing a proposed composite endpoint
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a biomedical research question into a structured retrospective or prospective clinical cohort protocol. Define the population, eligibility, time zero, follow-up, endpoints, variables, and one primary analysis plan, while flagging uncertain data availability and design limitations.
中文简介正在准备中。当前显示英语简介。
- Planning a retrospective EHR cohort study
- Choosing retrospective or prospective cohort structure
- Defining cohort eligibility, time zero, and follow-up
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Design a structured drug-safety signal study using FAERS or a similar spontaneous-report database. The plan can define drug and comparator groups, adverse-event terms, seriousness filters, subgroup analyses, and Reporting Odds Ratio (ROR) comparisons, while setting limits on interpretation.
中文简介正在准备中。当前显示英语简介。
- Planning a FAERS drug-safety study
- Comparing safety signals across a drug class
- Stratifying reports by indication or patient group
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn an early biomedical finding, biomarker, or mechanism into a staged translational research blueprint. It clarifies the intended use, separates current evidence from planned validation, and defines milestones, advancement thresholds, feasibility dependencies, and fallback routes without claiming clinical readiness.
中文简介正在准备中。当前显示英语简介。
- Planning validation for a candidate diagnostic biomarker
- Mapping evidence needed for treatment response prediction
- Turning a mechanism finding into a patient stratification route
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a fixed drug and adverse effect into a structured network pharmacology research plan. Compare four workload levels and map target collection, pathway interpretation, docking, optional validation, references, figures, dependencies, and evidence limits.
中文简介正在准备中。当前显示英语简介。
- Planning a one-drug, one-adverse-effect study
- Comparing Lite through Publication+ research scopes
- Adding pathway, docking, or validation modules to a study plan
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Plan a biomedical study to predict response or resistance to a defined treatment. Clarify the population, response endpoint, baseline predictors, model development, and validation approach while surfacing bias, data leakage, feasibility limits, and assumptions that still need confirmation.
中文简介正在准备中。当前显示英语简介。
- Planning a treatment response prediction study
- Defining responder and non-responder groups
- Designing a resistance prediction study
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Condense an academic paper into a structured abstract of up to 250 words, organized by background, objective, methods, results, and conclusion. It aims to retain key quantitative findings and supports papers from several research fields; figures and charts are not interpreted.
中文简介正在准备中。当前显示英语简介。
- Creating a concise abstract from a research paper
- Summarizing empirical studies while retaining key statistics
- Preparing structured summaries across multiple papers
aipoch/medical-research-skills☆ 19802026年9月17日 更新
Turn a disease and process-related gene or pathway theme into a structured diagnostic biomarker bioinformatics study plan. Compare four workload levels, then get a recommended workflow, figure plan, validation hierarchy, minimal version, upgrade path, and verified literature or a search strategy when browsing is unavailable.
中文简介正在准备中。当前显示英语简介。
- Designing a process-related biomarker study
- Planning DEG and WGCNA integration
- Building a diagnostic model and nomogram workflow
aipoch/medical-research-skills☆ 19802026年9月17日 更新