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Research & Learning skills

Research, academic papers, education, and exam prep (4.5K skills)

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Interprets a meta-analysis forest plot image and drafts a detailed description in Chinese or English. It can include visible effect sizes, heterogeneity, P values, study counts, and sample sizes, then formats the text with a figure marker and legend.

  • Describe a forest plot image in English
  • Summarize visible heterogeneity and statistical significance
  • Format a plot description with a figure marker and legend
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Estimate required sample sizes and statistical power for study designs including t-tests, survival analysis, clustered designs, and multiple comparisons. Given inputs such as effect size and significance level, the skill can also provide power curves, sensitivity analysis, and dropout-adjusted sample estimates.

  • Estimating sample size for a survival study
  • Planning a clustered or non-inferiority trial
  • Comparing power across effect size assumptions
aipoch/medical-research-skills2KUpdated Sep 17, 2026

peer-review

FreeSummary

Review a paper or thesis before submission or internal evaluation. The skill assesses novelty, methods, evidence, reproducibility, and clarity, separates major concerns from minor edits, and turns findings into concrete revision suggestions and a reasoned recommendation.

  • Reviewing a manuscript before journal submission
  • Assessing a thesis before committee review
  • Checking methods and conclusions for evidence alignment
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Prepares applicants for residency Match interviews with behavioral, clinical, ethical, and program-specific questions. It can suggest a STAR-style response structure, key points, and common pitfalls, with questions tailored to a specialty and the applicant’s experience when provided.

  • Practicing behavioral interview answers
  • Preparing for clinical scenario questions
  • Rehearsing ethical interview questions
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Drafts a meta-analysis results section describing risk of bias from supplied assessment tables and summary statistics. It reports the overall ratings, reviews each assessment domain with specific numbers, and formats the text with a figure citation and caption in Chinese or English.

  • Drafting the risk of bias results for a meta-analysis
  • Summarizing overall ratings across assessed studies
  • Describing domain-level findings using supplied statistics
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Prepare for presentations by generating challenging questions about methods, statistics, interpretation, limitations, and future work. It provides response frameworks and key points to address, based on an abstract or research topic and a specified audience.

  • Preparing answers to likely questions about a research abstract
  • Rehearsing a presentation for an expert or general audience
  • Identifying questions about methods, statistics, or study limitations
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Use Biopython tools to examine sequence motifs, restriction enzyme sites, codon usage, and related bioinformatics data. The skill helps produce structured analysis results and supports genomic feature visualization with GenomeDiagram.

  • Summarizing motifs across aligned sequences
  • Finding restriction enzyme cut sites in DNA
  • Calculating codon frequencies and basic sequence statistics
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Create interactive medical imaging quizzes and cases using X-ray, CT, MRI, or ultrasound images. Set question types and difficulty for medical students, residents, or board exam study, with findings and differential diagnoses where requested.

  • Creating a quiz from imaging cases
  • Preparing radiology board exam questions
  • Studying X-ray, CT, MRI, or ultrasound findings
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Drafts clear, patient-friendly clinical trial recruitment ads from study details. It organizes eligibility, procedures, risks, rights, and contact information while avoiding guaranteed benefits, pressure tactics, and misleading claims.

  • Drafting an ad for a clinical trial
  • Explaining eligibility and study visits in plain language
  • Preparing recruitment copy for print, digital, or social media
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Parse protein structure files in PDB or mmCIF format with Bio.PDB, inspect chains and residues, calculate geometric measurements, find nearby atoms or residues, and extract or superimpose structures for comparison.

  • Reading PDB or mmCIF structure files
  • Measuring distances, angles, or dihedrals
  • Finding residues near a selected atom
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Turn a research paper into a journal club slide outline with background context, key figure explanations, critical appraisal points, and discussion questions. Set the audience level and presentation time to shape the plan.

  • Preparing a lab meeting presentation
  • Introducing a paper to graduate students
  • Practicing critical appraisal
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Interpret scientific charts by identifying statistical measures, trends, uncertainty, and possible visual pitfalls. Create clear explanations for researchers, clinicians, patients, or public audiences, and draft figure captions for papers, posters, or presentations.

  • Explaining a clinical research graph to an audience
  • Drafting a publication figure caption
  • Interpreting effect sizes and confidence intervals
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Helps researchers prepare IRB submissions by checking protocols for missing or noncompliant sections, drafting informed consent documents, generating application forms, and validating submission packages against required fields and documents.

  • Drafting an informed consent form from study details
  • Checking a protocol for IRB requirements
  • Generating initial or continuing review forms
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Stress-test a biomedical grant proposal with a structured simulation of NIH peer review. It scores five review criteria, identifies strengths and weaknesses, drafts a summary statement, and suggests prioritized revisions; scores are simulated and may differ from real reviewers.

  • Reviewing a biomedical grant before submission
  • Finding weaknesses in specific aims or research approach
  • Comparing an original and revised proposal
aipoch/medical-research-skills2KUpdated Sep 17, 2026

lay-summary-gen

FreeSummary

Turn a medical research abstract into a plain-language summary for patients, the public, or media audiences. Replace jargon, adjust the reading level, and extract key takeaways in a structured result with a configurable word limit.

  • Explain a medical abstract to patients in plain language
  • Create a short public-facing summary of research findings
  • Adapt an abstract summary for a media audience
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Create structured literature reviews of medical imaging AI, covering areas such as segmentation, detection, and classification. Organize methods, datasets, metrics, limitations, and applications into a review manuscript with comparison tables and evidence-backed claims.

  • Surveying AI methods for CT or MRI imaging
  • Comparing segmentation and detection approaches
  • Organizing datasets and evaluation metrics
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Draft a structured Methods section for a meta-analysis using the supplied PICOS, eligibility criteria, risk-of-bias tool, and language. It covers the search strategy, screening, quality assessment, data extraction, and statistical analysis.

  • Drafting a meta-analysis Methods section from PICOS and eligibility criteria
  • Describing planned screening and risk-of-bias assessment
  • Preparing a structured manuscript section in English or Chinese
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Drafts an IACUC animal research application with a structured justification of the 3Rs: replacement, reduction, and refinement. It produces editable text from supplied protocol details, with standard, minimal, or detailed templates and text, Markdown, or DOCX output.

  • Draft an animal study application from protocol details
  • Explain why live animals are needed instead of alternatives
  • Document sample size reasoning and ways to reduce animal numbers
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Build a long-form medical review through staged work: outline the topic, gather PubMed literature, write and verify chapters, then format citations and assemble the final files. The workflow keeps intermediate documents and checks claims against references.

  • Planning a detailed medical review outline
  • Gathering PubMed references for each chapter
  • Writing and verifying a review chapter by chapter
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Create population-level clinical decision support documents for research and pharmaceutical work. The skill structures biomarker-stratified cohort analyses and evidence-graded treatment recommendations, with statistical outcome comparisons and decision algorithms in LaTeX or PDF format.

  • Comparing outcomes across biomarker groups
  • Drafting evidence-graded treatment guidelines
  • Preparing trial subgroup analyses
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Finds claims in a biomedical paper that need citations, searches PubMed for relevant articles, and adds PMID markers to a new Markdown copy. It also creates a separate file of candidate references for later formatting with a reference manager.

  • Add PubMed references to a biomedical manuscript
  • Find sources for claims in a review article
  • Create a candidate reference list from a paper draft
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Format manuscript references and bibliographies for academic writing, convert between styles such as APA, MLA, Vancouver, and Chicago, and check whether reference entries contain required details. The package documents batch processing and journal-oriented formatting workflows.

  • Formatting a bibliography for a journal submission
  • Converting references from APA to Vancouver style
  • Checking reference entries for missing fields
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Plan and conduct a systematic or scoping literature review across academic databases, screen and synthesize studies by theme, assess evidence quality, and verify citations. Produce a documented Markdown review and, when dependencies are available, a formatted PDF.

  • Prepare a systematic review on a research question
  • Synthesize findings and research gaps across studies
  • Write a thesis literature review with checked citations
aipoch/medical-research-skills2KUpdated Sep 17, 2026

Create a structured, practice-ready pitch for an academic conference poster. Choose a 30-second, 60-second, or three-minute duration, and use the poster title and available information to shape a concise spoken introduction with clear assumptions and scope.

  • Prepare a 30-second introduction for a poster session
  • Draft a one-minute explanation of a research poster
  • Practice a three-minute poster presentation
aipoch/medical-research-skills2KUpdated Sep 17, 2026