By aipoch

Refines broad, vague, or aspirational biomedical research objectives into clear, bounded, measurable, executable, and downstream-ready study objective statements.

aipoch/medical-research-skills

Strategic clinical trial design feasibility assessment using ToolUniverse.

aipoch/medical-research-skills

Rapidly maps the evidence landscape around a medical topic by organizing major research streams, target populations, endpoints, methods, evidence density, and thin areas.

aipoch/medical-research-skills

PyTorch-native Graph Neural Network framework for molecules and proteins.

aipoch/medical-research-skills

Generates complete two-sample Mendelian randomization research designs from a user-provided outcome, exposure or exposure family, and robustness direction.

aipoch/medical-research-skills

Extracts concrete unmet clinical needs from guidelines, reviews, real-world studies, and clinical-practice evidence.

aipoch/medical-research-skills

Access the ZINC (230M+ purchasable compounds) database when you need to look up compounds by ZINC ID/SMILES, run similarity/analog searches, or download 3D ready-to-dock structures for virtual…

aipoch/medical-research-skills

Generates a structured prompt framework for clinical study protocols.

aipoch/medical-research-skills

Designs retrospective or prospective clinical cohort study protocols for biomedical and clinical research.

aipoch/medical-research-skills

Identify and counteract cognitive biases in medical decision-making through systematic error analysis and contextual algorithm application.

aipoch/medical-research-skills

Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor identification, incidence/prevalence estimation, and causal inference from observational…

aipoch/medical-research-skills

Analyze data with forest-plot-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

aipoch/medical-research-skills

Digital pathology image processing toolkit for whole slide images (WSI).

aipoch/medical-research-skills

Retrieve the latest journal issue's table of contents and abstracts from URL/DOI/PMID/RSS/TOC sources, then generate Chinese key points locally (no external translation APIs) when a new issue needs…

aipoch/medical-research-skills

Academic paper reading and research development system for biomedical researchers.

aipoch/medical-research-skills

A full-featured computational pathology toolkit for advanced WSI analysis, including multiplexed immunofluorescence (CODEX, Vectra), nuclei segmentation, tissue graph construction, and machine…

aipoch/medical-research-skills

Use pathology roi selector for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries.

aipoch/medical-research-skills

Designs discovery, modeling, and validation workflows for prognostic biomarkers in biomedical and clinical research.

aipoch/medical-research-skills

Advanced sample size and power calculations for complex study designs including survival analysis, clustered designs, and multiple comparisons.

aipoch/medical-research-skills

Model interpretability and explainability using SHAP (SHapley Additive exPlanations).

aipoch/medical-research-skills

Kaplan-Meier survival analysis tool for clinical and biological research.

aipoch/medical-research-skills

Orchestrates a systematic review and meta-analysis workflow following PRISMA 2020 guidelines, from protocol development through multi-database search, screening, data extraction, and evidence…

aipoch/medical-research-skills

Statistical modeling and regression analysis for biomedical data.

aipoch/medical-research-skills

Designs studies for predicting treatment response or resistance in biomedical and clinical research.

aipoch/medical-research-skills

Generates complete FAERS pharmacovigilance study designs for multi-drug or class-level safety comparison inside one predefined SOC or AE family using active comparators, disproportionality analysis…

aipoch/medical-research-skills

Turns reviewer comments into structured, professional point-by-point responses linked to manuscript revisions, clarifications, rebuttals, and additional analyses.

aipoch/medical-research-skills

Design a structured case-control study framework with explicit source population logic, control selection rules, matching decisions, exposure measurement planning, and bias-control checkpoints.

aipoch/medical-research-skills

Calibrates manuscript claim strength so wording matches the actual evidence level, study design, and validation status.

aipoch/medical-research-skills

Checks consistency across title, abstract, methods, results, figures, tables, and supplements to identify internal contradictions and version drift in biomedical manuscripts.

aipoch/medical-research-skills

Explains why studies on the same biomedical topic reach different or opposing conclusions by auditing differences in population, endpoint definition, sample source, assay or platform, study design…

aipoch/medical-research-skills

Design evidence-discovery and validation workflows for drug repurposing studies by integrating disease mechanisms, drug-target logic, expression reversal, real-world evidence, and validation routes…

aipoch/medical-research-skills

Organizes the evidence and competitive landscape around a drug, target, or pathway by separating disease relevance, tractability, preclinical evidence, clinical evidence, modality fit, and crowding.

aipoch/medical-research-skills

Ranks papers by evidence family, methodological quality tier, validation depth, and claim discipline; assigns anchor, context-setting, mechanistic support, or caution citation roles; prevents…

aipoch/medical-research-skills

Reads a paper figure by figure before re-integrating the full narrative, so the user can identify the core findings quickly and check whether each visual actually supports the authors' main claims.

aipoch/medical-research-skills

Converts a biomedical study storyline into a graphical abstract and, when direct image capability is available, generates the graphical abstract directly; otherwise it falls back to prompts, Mermaid…

aipoch/medical-research-skills

Quickly judges whether a biomedical paper is worth deep reading by screening for question fit, design quality, sample adequacy, methodological novelty, and reproducibility value.

aipoch/medical-research-skills

Builds background-gap-objective logic for biomedical manuscript introductions with clear study positioning and disciplined narrative structure.

aipoch/medical-research-skills

Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.

aipoch/medical-research-skills

Converts existing manuscript content into LaTeX format aligned with a target journal, conference, or template while preserving manuscript meaning and structural integrity.

aipoch/medical-research-skills

Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.

aipoch/medical-research-skills

Matches a user’s biomedical research direction, disease problem, study aim, data modality, and resource constraints to the most relevant recent algorithms and method papers.

aipoch/medical-research-skills

Identifies real, evidence-audited, topic-specific research gaps in medical research by first retrieving and verifying literature from trusted sources, then mapping the current evidence landscape…

aipoch/medical-research-skills

Assesses whether a medical research topic is worth starting now by separating true novelty from pseudo-novelty, auditing real feasibility under stated resource constraints, and forcing a concrete…

aipoch/medical-research-skills

Checks whether manuscript references are accurately matched to claims, appropriately scoped, and not overextended, misquoted, or second-hand cited.

aipoch/medical-research-skills

Checks biomedical manuscripts against reporting guidelines such as CONSORT, STROBE, PRISMA, and TRIPOD to identify missing or weak reporting elements before submission or revision.

aipoch/medical-research-skills

Assesses whether study results are trustworthy by auditing design integrity, sample structure, statistical handling, bias control, validation chain, and claim discipline.

aipoch/medical-research-skills

Organizes biomedical figures, analyses, and result blocks into a clear Results section structure with disciplined narrative ordering and evidence-aware presentation.

aipoch/medical-research-skills

Writes the full Results section of a biomedical manuscript from a sufficiently clear result structure, figure inventory, or analysis summary while preserving evidence boundaries and result hierarchy.

aipoch/medical-research-skills