Guides
Comprehensive reference guides, organised by topic cluster.
CRediT & Authorship
IPCC Assessment Report Authorship Roles vs. Journal-Article Authorship: Coordinating Lead Author, Lead Author, Contributing Author, and Review Editor Explained
How the IPCC’s Coordinating Lead Author, Lead Author, Contributing Author, and Review Editor roles work, how authors are nominated and selected, and how this government-mediated system differs from ICMJE/CRediT journal-article authorship.
Honorary Authorship in Surgical Subspecialties: Why Prevalence Is So High in Cardiothoracic, Orthopedic, and Spine Journals
Discipline-specific surveys put honorary authorship at 62.7% in cardiothoracic surgery and 41.9% in orthopedic/sports medicine journals — well above general biomedical-publishing averages. Here is why surgical training and team culture drive that gap.
Gift and Ghost Authorship in Psychology: What an 800+ Researcher Survey Found
A 2025 survey of 811 psychology researchers found gift authorship reported far more often than ghost authorship, and that actively encouraging explicit authorship guidelines was linked to earlier authorship discussions and fairer perceived outcomes.
Genomics Megaconsortium Authorship: How UK Biobank and Large Sequencing Papers Credit Hundreds of Scientists
How UK Biobank-scale whole-genome-sequencing papers assign and list credit across hundreds of scientists: a single group-name byline, tiered leadership/contributor/supplementary name lists, narrative Author Contributions statements, and ICMJE’s group-authorship rule that every credited individual still meet all four authorship criteria.
Veterinary Medicine Authorship Criteria: How AVMA/JAVMA Define Who Qualifies as an Author
AVMA/JAVMA authorship criteria for veterinary research: the four-part test AVMA journals apply, why funding-only sponsors, referring clinicians, and data-collection-only technicians don’t automatically qualify, and how it maps to ICMJE.
Cochrane’s Authorship Rules for Systematic Reviews: Criteria and Byline-Order Changes on Updates
Cochrane requires every review author to meet its four ICMJE-aligned criteria, treats byline order as a collective author decision, and requires a signed Changes in Authorship form whenever the author list changes on an updated review.
How Listing a Foreign Co-Author or Affiliation Can Trigger NIH Foreign-Component Disclosure
A foreign co-author or foreign institutional affiliation on a publication can itself trigger NIH foreign-component disclosure — independent of funding. Covers NIH’s June 2026 Extramural Nexus guidance on co-authorship and affiliation as disclosure triggers, distinct from foreign subaward rules.
How Does a Co-Author’s Misconduct Retraction Affect Innocent Collaborators’ Careers?
A co-author’s fraud-driven retraction can measurably hurt the careers of collaborators who had no role in the misconduct. This guide covers what bibliometric research documents about that impact, COPE’s guidance on distinguishing culpability, and practical steps for innocent co-authors and institutions.
When Does Data Curation or Stewardship Work Become Co-Authorship?
A judgment framework, built on ICMJE’s authorship criteria and the CRediT taxonomy, for deciding when curating, cleaning, or maintaining a shared or reused dataset rises to co-authorship versus acknowledgment.
AI-Generated Authorship Identity Theft: When Your Name Appears on a Paper You Never Wrote
How researcher identity theft in authorship happens (fake affiliations, sold authorship slots, direct impersonation), how AI tools may be lowering the barrier, and the concrete steps to take if your name turns up on a paper you never wrote or approved.
Authorship Credit in Arts-Based and Practice-Based Creative Research
How authorship and contribution credit are attributed for exhibitions, performances, design works, and other practice-based creative research outputs that fall outside the journal-article authorship model.
Law Review and Legal-Scholarship Authorship Norms: Why Single Authorship Still Dominates
Why the single-authored article remains the default in student-edited law reviews even as most fields shift toward multi-author teams, and the genuine exceptions: empirical legal studies, law-and-economics, and interdisciplinary scholarship.
Research Data Management
Publisher Reproducibility Checklists: Nature Reporting Summary and MDAR
A comparison of the two most common publisher reproducibility checklists life-sciences authors encounter at submission: the mandatory Nature Portfolio Reporting Summary and the multi-publisher MDAR (Materials Design Analysis Reporting) framework and checklist.
Differential Privacy for Research Data Release
What differential privacy means, a worked numeric example, how to choose an epsilon privacy budget, and when it should replace suppression for releasing research data.
dbGaP: Submission and Controlled-Access Data Requests
How dbGaP submission and controlled-access data requests actually work: study registration and file submission for data-generating investigators, and the eRA Commons, Signing Official, DUC, and DAC review steps for a Data Access Request.
NIH Genomic Data Sharing Policy and Institutional Certification
Who signs the NIH Institutional Certification, what it attests, and how it gates dbGaP genomic data submission — with the full step-by-step workflow from IRB review through award and repository acceptance.
Trusted Research Environments and the Five Safes Framework
A practical guide to trusted research environments (TREs): what the Five Safes framework assesses, how the researcher accreditation and project-approval procedure works, and how TREs relate to data safe havens and secure data environments.
Versioning Research Datasets: Numbering Schemes, Concept DOI vs. Version DOI, and When to Mint a New Version
How to version research datasets: when a change warrants a new version versus a metadata edit, common numbering schemes, and how a concept DOI differs from a version DOI in repositories like Zenodo.
Submitting Sequence Data to NCBI SRA
A step-by-step guide to depositing sequencing reads in NCBI SRA: how BioProject, BioSample, and SRA run accessions relate, when to route data to dbGaP or GEO instead, and the submission workflow through the NCBI Submission Portal.
Structuring Research Data for Analysis: Tidy Data Rules
The three rules that define a tidy dataset, why wide-format spreadsheets violate them, and how to restructure research data so it works with any statistical software.
k-Anonymity and Disclosure Risk in Shared Datasets
How k-anonymity, l-diversity and t-closeness quantify re-identification risk in a dataset before it is shared, with a worked example and how they relate to HIPAA Expert Determination.
File Naming and Folder Structure Conventions for Research Data
A practical convention for naming research-data files and organizing project folders: ISO 8601 dates, no spaces or special characters, versioning, a raw-vs-processed folder split, and a fill-in template for a data management plan.
How to Cite Software, Code and R Packages
How to cite an R package with R’s citation() function, how to cite software or code with no formal citation, and how CITATION.cff (Citation File Format) works, with worked examples.
Redacting Participant Data From PDFs Without Adobe Pro
True PDF redaction means permanently deleting underlying text and metadata, not just drawing a black box. This guide covers when free tools like iLovePDF genuinely work, when they don’t, and how Foxit PDF Editor compares as a lower-cost Acrobat Pro alternative for redacting participant and patient data.
Research Information & Identifiers
Getting Clean BibTeX from a DOI
How to pull accurate BibTeX from any DOI using Crossref and DataCite content negotiation, and how to fix the title-casing, journal-abbreviation, dash, and citation-key problems the raw output leaves behind.
Link Rot in Citations and How to Prevent It
Link rot and reference rot break scholarly citations over time — about 1 in 5 articles are affected. This guide gives a decision flow for durable citation (DOI vs. archived URL), a checklist for archiving sources with Perma.cc or the Wayback Machine, and why WebCite is no longer a viable option.
How Many Citations Is Actually Good?
A citation count only means something once you fix field, time since publication, document type and database. This guide explains why no raw number is universally “good,” and how field-normalized metrics like FWCI, CNCI, MNCS and RCR give a defensible answer instead.
How to Add Publications to Your ORCID Record
ORCID offers three ways to add a publication to your record: Search & Link (DOI-based), BibTeX import, and manual entry. This guide covers all three, plus visibility settings and how to avoid duplicate work entries.
Crossref: DOIs, Metadata, and How Publishers and Researchers Use It
What Crossref actually is (a DOI registration agency, not the DOI system itself), how publishers deposit and maintain metadata, how researchers retrieve it via Simple Text Query and the REST API, and why metadata quality matters for CRIS ingestion and institutional reporting.
SNDL: Algeria’s National Online Documentation System
SNDL is Algeria’s national portal, run by CERIST under MESRS/DGRSDT, giving researchers access to subscribed international databases and e-journals. This guide covers eligibility, registration through your lab director or central library, login and password recovery, and off-campus access.
Publindex: Colombia’s National Journal Classification System
What Publindex is, how the A1/A2/B/C/Reconocida categories are assigned, how the convocatoria cycle works, and how to check a journal’s current classification.
VIDWAN Login: Expert, Nodal Officer & Funding
A role-by-role guide to logging in to VIDWAN (Expert, Nodal Officer, Funding Agency), registering as a Nodal Officer, claiming or correcting your profile, and troubleshooting failed logins.
IASJ (Iraqi Academic Scientific Journals): New Domain, Search, and Access Guide
What IASJ is, why iasj.net was replaced by iasj.rdd.edu.iq, how to confirm you’re on the legitimate current site, how to search Iraqi academic journals, and how manuscript submission works on IASJ-listed journals.
AJOL (African Journals Online): What It Hosts, Fees, and Indexing Explained
AJOL (African Journals Online) is a pan-African, non-profit journal-hosting platform started by INASP in 1998. This guide covers what it hosts, whether it is Scopus-indexed, its fee model, and how to search, access, and submit manuscripts.
VJOL (Vietnam Journals Online): The Guide to Its Three Domains
VJOL (Vietnam Journals Online) hosts Vietnam’s peer-reviewed journals — but its 2026 OJS 3.5 migration split it across three domains. This guide explains which one (vjol.info.vn) is real, which (vjol.vista.gov.vn) is API-only infrastructure, and which (vjol.info) is not VJOL at all, plus access, submission, and how it relates to NAFOSTED.
IRINS (INFLIBNET): India’s Institutional Research Information System — Login & Profile Guide
IRINS is INFLIBNET’s institution-by-institution research information system. This guide explains what it is, how it differs from VIDWAN, why there’s no single login URL, and how to log in, register, and manage your profile.
Research Integrity & Compliance
The IACUC and Animal Research Oversight: A Compliance Guide
How PHS Policy/OLAW, the Animal Welfare Act/USDA, and voluntary AAALAC accreditation together govern IACUC oversight of animal research — composition, protocol review pathways, the 3Rs, pain/distress categories, and NIH Vertebrate Animals Section alignment.
The Belmont Report Principles and How They Apply in Practice
A teaching guide to the Belmont Report’s three principles — Respect for Persons, Beneficence, and Justice — and how each becomes a concrete IRB requirement under 45 CFR 46, plus OHRP’s oversight role.
“US Person” Status and Foreign National Access in Export-Controlled Research
Who counts as a US person under export control law, how the ITAR (22 CFR 120.62) and EAR (15 CFR 772.1) definitions differ, and what the determination means for foreign-national lab access and deemed exports.
Zero Data Retention for AI Tools in Research: How It Works and What It Doesn’t Cover
What OpenAI zero data retention (ZDR) actually does, the exact procedure to request and enable it on the API, and the specific gaps it leaves for HIPAA PHI, FISMA-covered data, and CUI in research settings.
Using AI With PHI in Research: HIPAA Rules and the BAA Question
ChatGPT and most AI tools are not HIPAA compliant by default. This guide covers when a Business Associate Agreement applies, which AI product tiers actually qualify, and how to handle PHI in research prompts safely.
Institutional Conflict of Interest and Equity Holdings
How institutional COI differs from individual investigator COI: what triggers it (equity in spinouts, licensing revenue, gifts), how institutional-COI committees review it, and how universities manage spinout equity conflicts.
Detecting Image Manipulation in Figures
A practical procedure for spotting duplicated regions, splice seams, and selective contrast/brightness changes in research figures, plus how AI-assisted screening tools and COPE’s editorial flowchart fit around that check.
Questionable Research Practices: The Grey Zone Below Misconduct
Questionable research practices (QRPs) are not research misconduct. This guide draws the operational line between the two: what makes a practice a QRP, when it escalates into reportable FFP misconduct, and how each is actually handled by institutions and journals.
The Declaration of Helsinki After the 2024 Revision
What the WMA’s October 2024 revision of the Declaration of Helsinki actually changed, and what it means for research protocols and informed consent forms today.
NIH Financial Conflict of Interest: Thresholds, Disclosure and Management Plans
The $5,000 significant-financial-interest threshold, disclosure timing, and management-plan requirements under 42 CFR Part 50, Subpart F — the PHS/NIH financial conflict of interest regulation.
When a Paper You Cite Gets Retracted
What to do when a paper you cited turns out to be retracted — before submission, after your paper is already published, and when the citation was central to your findings.
Federalwide Assurance: Obtaining and Renewing
The step-by-step procedure for obtaining a new Federalwide Assurance from OHRP and renewing an existing one, including the 5-year renewal cycle, the 90-day update trigger, and the March 2026 form changes.
Scholarly Publishing
Elsevier’s Declaration of Generative AI: What to Write
Elsevier requires a Declaration of Generative AI statement before the reference list disclosing any AI tool used in manuscript preparation. This guide gives the required wording, placement, exemptions, and Elsevier’s rules on AI authorship, figures, and peer review.
CHEERS 2022 Checklist: Reporting Economic Evaluations
What the CHEERS 2022 checklist requires when reporting a health economic evaluation, how it differs from CHEERS 2013, and how it relates to CONSORT, STROBE, and PRISMA.
TIDieR Checklist: Describing an Intervention So It Can Be Replicated
The TIDieR checklist is a 12-item reporting guideline for describing interventions in enough detail that another researcher can replicate them. Full checklist, worked guidance, and how it relates to CONSORT, SPIRIT, and PRISMA.
Narrative Synthesis and SWiM: When Meta-Analysis Isn’t Possible
How to synthesize systematic review findings without meta-analysis: the SWiM reporting guideline, common narrative synthesis methods, and when to choose this approach over pooling.
Risk of Bias Assessment: RoB 2, ROBINS-I and the Traffic-Light Plot
A practical guide to the RoB 2 tool for randomized trials and ROBINS-I for non-randomized studies: the domains, judgement categories, and how to build a traffic-light plot with robvis.
Choosing a Critical Appraisal Tool for Your Study Design
A decision table matching study design to the right critical appraisal tool (CASP, AMSTAR 2, Newcastle-Ottawa Scale, RoB 2, ROBINS-I, QUADAS-2), plus a step-by-step appraisal procedure and a direct AMSTAR-vs-CASP-vs-Newcastle-Ottawa comparison.
The Newcastle-Ottawa Scale (NOS): How to Score Study Quality
How the Newcastle-Ottawa Scale (NOS) star system works for cohort and case-control studies: the three domains, a worked scoring example, good/fair/poor interpretation, and how NOS compares to ROBINS-I and GRADE.
CASP Checklists: Which One and How to Apply It
A decision table for picking the right CASP checklist by study design (RCT, cohort, qualitative, systematic review and more), how the shared validity/results/applicability structure works, and how CASP compares to JBI, Newcastle-Ottawa, and GRADE.
ARRIVE Guidelines for Animal Research Reporting: The Full 2.0 Checklist
The complete ARRIVE 2.0 checklist for reporting animal research: all 21 items across the Essential 10 and Recommended Set, journal requirements, and how it compares to CONSORT, STROBE, and PRISMA.
UKRI Open Access Policy for Journal Articles and REF 2029 Requirements
How UKRI’s open access policy for journal articles and conference papers (CC BY, no embargo, effective 1 April 2022) works, and how it connects to REF 2029’s separate open-access eligibility criteria for submitted outputs.
How to Choose a Journal: Matchers, Fit, and Avoiding Bad Venues
A decision guide to choosing where to submit: how journal matcher tools work and their built-in publisher bias, the fit criteria no matcher can assess, avoiding predatory venues, and why journal rankings are contested.
Preprints and Preregistration: Servers, DOIs, and How to Use Them
A practical guide to preprints and preregistration: how servers like arXiv, bioRxiv, and SSRN differ, whether preprints count as publications, how to cite them, and how OSF preregistration, Registered Reports, and Zenodo DOIs work.
Scholarly Writing
Claude for Research: Capabilities and Compliance Limits
What Anthropic’s Claude Research feature (Claude.ai’s agentic web-research mode) is good for in academic work, where its citations and search coverage fall short, its data-handling and compliance limits, and whether using it requires AI disclosure.
Vancouver Referencing Style (ICMJE): Numbering Rules, Author Format, and Reference Templates
Vancouver/ICMJE reference format explained: in-text numbering, the six-author et-al cutoff, journal abbreviations, and worked templates for journal articles, books, and websites.
Writing the Methods Section So It Can Be Reproduced
How to write a Methods section that lets another researcher reproduce your study: structure, a worked example, an ICMJE-based reproducibility checklist, and reporting guidelines (CONSORT, STROBE, ARRIVE) by study type.
How to Report Confidence Intervals in a Manuscript
The correct format for reporting a confidence interval in a manuscript: APA bracket notation, AMA/biomedical parenthetical notation, worked examples for means, proportions, and ratios, and a checklist of the mistakes reviewers flag most.
Figure Legends and Captions: What Must Be In Them
A worked figure legend example and checklist covering the title sentence, panel descriptions, sample size, error-bar definitions, statistics, and abbreviation keys every complete legend needs.
How to Write a Research Abstract (With Worked Examples)
Structured vs. unstructured abstracts, section-by-section word budgets, PRISMA/CONSORT reporting-guideline requirements, and two complete worked examples.
Zotero Setup and Troubleshooting: Connector, Word Plugin, and Sync
How to install and fix the Zotero browser Connector (Chrome, Firefox, Edge, Safari), the Word/LibreOffice/Google Docs citation plugin, and library sync — with a symptom-to-fix troubleshooting table and Mendeley/EndNote migration steps.
How to Cite ChatGPT and Other AI Tools (APA, MLA, Chicago)
Correct APA, MLA, and Chicago formats for citing ChatGPT and generative AI tools, with worked reference-list and in-text examples, why AI output cannot be cited like a normal source, the difference between citing AI and disclosing AI use, and why every AI-suggested citation must be independently verified before it enters a manuscript.
QuillBot for Academic Writing: A Research-Integrity Evaluation
An evaluation of QuillBot’s Paraphraser, Academic mode, and citation generator for researchers and grad students, framed around institutional and research-integrity considerations, not just product features.
QuillBot for Thesis Writing: Student Pricing & Research Fit
How QuillBot’s verified-student discount works (10% monthly / 15% semi-annual / 25% annual), how to verify eligibility, whether a discount code beats it, and if Premium is worth it for a thesis versus occasional paraphrasing.
QuillBot for Research Writing: Cost, Procurement & AI Disclosure
How research offices, PIs, and grad students should think about paying for QuillBot — plus whether using it on a manuscript triggers an AI-disclosure obligation.
QuillBot for Thesis and Manuscript Editing: Free Tier vs. Premium (2026)
QuillBot doesn’t run a time-limited free trial — it has a permanent free tier plus paid Premium. Here’s the 125-word paraphraser cap, the full free-vs-Premium breakdown, and how to test it before subscribing for a full thesis.
Grants Management & Research Funding
Whitehall, Klingenstein, Dreyfus, and Pew Biomedical Scholars: Niche Discipline-Specific Research Foundations
A comparison of four discipline-specific early-career research foundations — Whitehall (neurobiology), Klingenstein (neuroscience), Dreyfus (chemical sciences), and Pew Biomedical Scholars — covering field scope, award size, and whether you can apply directly or need an institutional nomination.
American Heart Association Research Grants and How Disease-Focused Charities Fund Research (vs. NIH)
How disease-focused charities like the American Heart Association fund research differently from NIH: smaller awards, capped F&A/indirect costs, lay-summary requirements, and patient-advocate review, with a real charity-to-charity comparison table.
Russell Sage Foundation Grants: Programmes, Eligibility, and How to Apply
A programme-by-programme guide to Russell Sage Foundation funding for US social science research: Core Research Grants (Presidential vs. Trustee tiers), Pipeline and Dissertation Research Grants, the Causal Research on the Criminal Justice System programme, and the Visiting Scholars residential fellowship — with award ceilings, the letter-of-inquiry application model, eligibility, indirect-cost rules, and what RSF does not fund.
The Spencer Foundation: Education Research Grant Guide
How the Spencer Foundation’s research-grant programs work: Small and Large Research Grants, the NAEd/Spencer Dissertation Fellowship, eligibility, application routes, and the F&A/indirect-cost rules that differ sharply from federal awards.
The Major Early-Career Foundation Fellowships in Science: How They Compare
A side-by-side comparison of the eight major private-foundation early-career science fellowships — Sloan, Searle, Packard, Beckman, Damon Runyon, Pew, Klingenstein, and Rita Allen — covering eligibility, award value, and which are nomination-only.
Major Private Foundations That Fund Institutional Research
A comparison map of the 12 major private foundations that fund institutional and programme-scale research — disciplinary focus, application route, limited-submission rules, and the indirect-cost caps that differ sharply from federal rates.
Private Foundation Research Funding: How It Differs from Federal Grants
Private foundation grants run on different rules than federal awards: lower and often non-negotiable indirect-cost caps, limited-submission internal competitions, letter-of-inquiry gating, nomination-only programs, and relationship-driven stewardship instead of standard federal reporting.
Pass-Through Entities, Subrecipients, and the Subaward Statement of Work
What makes an organization a pass-through entity, the obligations 2 CFR 200.332 attaches to that status (including all 14 required subaward data elements), and how the statement of work has to hold a subaward together.
Co-Principal Investigator: What the Title Means at NIH, NSF, and Your Institution
“Co-PI” carries three different meanings depending on who is using it: NIH’s Multiple PD/PI model, NSF’s formal cover-sheet co-PI role, and informal institutional usage with no agency standing at all.
The NIH Project Narrative and Public Health Relevance Statement
NIH’s Project Narrative is a required 2-3 sentence, plain-language attachment stating a project’s relevance to public health — not the long-form narrative document other funders mean by the term. What it is, where it goes on SF424 (R&R), and a worked example.
Truth in Negotiations: When Certified Cost or Pricing Data Is Required
The current TINA / certified-cost-or-pricing-data threshold, the FAR 15.403-1 exceptions that exempt a contract even above it, and the DoD-specific $10 million statutory threshold that took effect July 1, 2026 but hasn’t yet caught up in the FAR text.
Incurred Cost Submissions and the DCAA Audit
A practical guide to the FAR 52.216-7 incurred cost submission: who must file, the six-month deadline, the DCAA ICE model and adequacy checklist, the audit process, and how this differs from a 2 CFR 200 indirect cost rate proposal.
Technology Transfer & Innovation
Inter-Institutional Agreements for Jointly Owned Inventions
How institutions govern jointly owned inventions through an inter-institutional agreement: lead-institution election, patent cost-sharing, revenue splits, and licensing authority.
Defensive Publication: Blocking a Patent Without Filing One
A defensive publication is a deliberate public disclosure made to create prior art that blocks a patent — by anyone, including the discloser — without filing one. Covers the legal mechanism under 35 U.S.C. 102, when it beats patenting, where to publish (Research Disclosure, IP.com, Technical Disclosure Commons), and the retired Statutory Invention Registration it replaced.
Knowledge Transfer Partnerships: Eligibility and How to Apply
Who qualifies for a UK Knowledge Transfer Partnership (KTP), Innovate UK grant rates by business size, the KTP Associate role, and the step-by-step application process.
Patent Priority Dates: How the Chain Actually Works
A patent’s priority date is claimed through a defined chain — provisional to non-provisional, first filing to PCT, PCT to national phase, parent to continuation — and each link has its own deadline and its own way of breaking. This guide walks the chain link by link, what breaks it, and how a public disclosure interacts with the priority date and the grace period.
Thesis Embargoes and Patent Filing
How long to embargo a thesis or dissertation for a pending patent, how to request and extend the embargo, and what public deposit does to US and foreign patent rights under 35 U.S.C. 102.
SBIR Phase III: Sole-Source Rights Most Institutions Never Use
SBIR Phase III follow-on work carries a little-used sole-source contracting right under 15 U.S.C. 638(r)(4)(B). What the statute actually authorizes, who can invoke it, and the steps to do it.
The UBMTA and Its Implementing Letter
The UBMTA lets non-profit research institutions sign one master agreement, then move biological materials using a short, one-page Implementing Letter instead of negotiating fresh contract terms every time. Here’s how the master agreement, the Implementing Letter, and the NIH Simple Letter Agreement each work, and when to use which.
CDA vs NDA vs DUA: What Each One Actually Covers in Research
CDA stands for Confidential Disclosure Agreement — functionally the same as an NDA. This guide compares CDA/NDA vs. DUA vs. MTA vs. SRA, covers mutual vs. one-way confidentiality, the HIPAA limited-data-set DUA requirements, the residuals clause, and export-control and manuscript-disclosure interactions.
Material Transfer Agreements & Research Contracting: Choosing the Right Agreement
A decision table matching what you’re transferring (materials, data, confidential info, funded work) to the right agreement, who has signature authority, why a PI can’t sign, and the publication-rights, IP, and indemnification clauses that stall negotiations.
Invention Disclosure and University Patent Basics
A researcher’s orientation to university invention disclosure: who owns the invention under Bayh-Dole and institutional IP policy, why disclosing to your TTO before publishing protects both US and foreign patent rights, and how patent inventorship legally differs from paper authorship.
SR&ED: The Scientific Research and Experimental Development Tax Incentive
SR&ED is Canada’s largest federal tax incentive for business R&D, administered by CRA. This guide covers eligibility, expenditure rules, ITC rates, filing, and how it interacts with grants and university collaborations.
Startup Equipment Financing: Leases, Loans, and SBA Options for Lab Instruments
How university spinouts and early-stage biotech founders finance lab equipment without draining seed capital: leases, loans, SBA 7(a)/504, venture debt, and how to evaluate offers and vendors.
Clinical Research Administration
MHRA and AI in UK Clinical Research
MHRA regulates AI-enabled medical devices in UK clinical research through the standard UK MDR 2002/UKCA pathway plus the AI Airlock, a regulatory sandbox for unresolved AI questions like adaptive-model change control.
FDA Predetermined Change Control Plans (PCCP) for Adaptive AI: What to Include
How to draft an FDA Predetermined Change Control Plan (PCCP) for an AI-enabled device: the three required components (Description of Modifications, Modification Protocol, Impact Assessment), what modifications are in vs. out of scope, and how a PCCP moves through a marketing submission.
AI Reporting Guidelines: CONSORT-AI, TRIPOD+AI, DECIDE-AI and the Rest
A decision guide to the AI-specific reporting-guideline family: which of CONSORT-AI, SPIRIT-AI, TRIPOD+AI, DECIDE-AI and CLAIM applies to your study stage, what each covers, and where to find the checklists.
Getting a BAA for AI Tools Used in Research: OpenAI and Beyond
A Business Associate Agreement is required before any protected health information touches an AI tool. Here is which OpenAI products qualify, how the request process actually works, and what a BAA does and does not cover.
STARD and TRIPOD+AI: Reporting Diagnostic and Prediction Model Studies
A working comparison of the STARD 2015 (diagnostic accuracy) and TRIPOD+AI (prediction model) reporting checklists: what each covers, how many items, when to use one, the other, or both, and how to submit them to a journal.
SPIRIT 2025: Writing a Clinical Trial Protocol (The Full Checklist)
SPIRIT is the reporting checklist for clinical trial protocols — the CONSORT counterpart for the protocol stage. This guide covers the SPIRIT 2025 statement’s 34-item checklist by section, what changed from SPIRIT 2013, who requires it, and how it fits with CONSORT and ICH M11.
Mapping Clinical Data to the OMOP Common Data Model
The OMOP Common Data Model (OMOP CDM) is OHDSI’s open standard for structuring observational health data – EHR records, insurance claims, registries – into a common relational format so the same analytic code runs against any conforming database. This guide walks through the CDM’s clinical table structure, the standardized vocabularies that anchor it, and the OHDSI-tool ETL procedure (White Rabbit, Usagi, Rabbit-in-a-Hat) used to map source data onto it.
STROBE Checklist for Observational Studies: The Full 22-Item Guideline
The complete 22-item STROBE checklist for reporting cohort, case-control, and cross-sectional studies, organized by section, with the four items that differ by design.
REMS: When One Is Required
FDA can require a REMS when it determines the strategy is necessary to keep a drug’s benefits ahead of its risks. Here are the six statutory factors that trigger one, what ETASU adds beyond a standard REMS, and the assessment timetable.
Statistical Analysis Plan Template for Clinical Trials
A standard, section-by-section statistical analysis plan (SAP) template for clinical trials, showing exactly where ICH E9(R1) estimand attributes, analysis populations, missing-data handling, and interim-analysis rules belong.
CTIMP or Non-CTIMP? The UK Classification Test
How to tell whether a UK study is a CTIMP or non-CTIMP: the legal test in SI 2004/1031, the five-part non-interventional-study exception, a side-by-side comparison of what each pathway requires, and worked examples of the boundary cases.
Clinical Study Report Structure (ICH E3)
A section-by-section walkthrough of the ICH E3 Clinical Study Report template: the 16 numbered sections, the four appendix categories, the synopsis length rule, and how a CSR feeds into a CTD Module 5 regulatory submission.
Laboratory Operations & Safety
When to Replace an Autoclave: End-of-Life Signs and Repair vs. Replace
Autoclave end-of-life signs, how to weigh a repair quote against a replacement purchase, and the financial and compliance factors that shape the decision.
Chemistry Stockroom: How It Works, Procurement, and Safety Requirements
How chemistry, chem, and biochemistry stockrooms operate: procurement, dispensing, redistribution, and safety storage requirements for lab managers.
Pharmaceutical Environmental Monitoring: A Buying and Compliance Guide
How to design and equip a pharmaceutical environmental monitoring (EM) program: EU GMP Annex 1 cleanroom grades, ISO 14644-1 classification, viable/non-viable monitoring equipment, and vendor evaluation criteria for procurement teams.
Buying a Used or Refurbished Thermal Cycler: What to Check Before You Buy
What to verify before buying a used or refurbished thermal cycler: block uniformity, ramp rate, calibration traceability, warranty, and IQ/OQ/PQ requirements for regulated labs.
Confocal Microscope Cost: Price Ranges by System Type and What Drives Them
What confocal, fluorescence, and light sheet microscopes cost, the real price drivers, total cost of ownership, and how to evaluate vendor quotes for a lab equipment purchase.
Thermal Cycler Validation: IQ/OQ/PQ, Regulatory Requirements, and Vendor Evaluation
What thermal cycler validation (IQ/OQ/PQ) covers, how it differs from calibration, when re-validation is triggered, and what to ask vendors about installation and performance qualification support.
Single-Cell Sequencing Cost: A Procurement Guide
What actually drives the cost of single-cell RNA sequencing, how it compares to bulk RNA-seq and spatial transcriptomics, and what to itemize when comparing vendor or core-facility quotes.
ISO 15189 Accreditation: Requirements, Audits, and How It Differs from CLIA and ISO 17025
What ISO 15189 medical laboratory accreditation covers, who accredits to it, how it differs from ISO/IEC 17025 and US CLIA certification, what an audit involves, and how to verify a lab or vendor’s accreditation claim before you buy.
Is There a Helium Shortage in 2026? A Lab Procurement Guide
Is there still a helium shortage in 2026? A procurement-focused look at what changed, what remains structurally fragile, and how to evaluate helium suppliers and contracts.
Equipment Leasing Broker: Role, Compensation, and How to Vet One
Equipment leasing brokers arrange financing from multiple lessors rather than funding it themselves. Here is how they are compensated, when using one makes sense, and how to vet one before you sign.
Temperature Monitoring Service: What to Evaluate Before You Buy
A procurement guide to temperature monitoring services for lab freezers and refrigerators: service models, SLAs, calibration, accreditation fit, and how to evaluate vendors.
Autoclave RFP Requirements: What to Include in a Sterilizer Bid Specification
How to write an autoclave RFP or sterilizer bid specification: required technical specifications, applicable standards (EN 13060, EN 285, ANSI/AAMI ST79/ST55, ISO 17665), vendor documentation to require, and a bid specification template.
Research Methods & Statistics
Reflexivity and Positionality Statements: A Template With Worked Examples
A template and worked examples for writing the positionality/reflexivity statement itself: what COREQ and SRQR require, where it goes in the manuscript, and common mistakes to avoid.
COREQ and SRQR: Reporting Guidelines for Qualitative Research
The full COREQ 32-item and SRQR 21-item checklists side by side, which one your journal likely wants, and how to complete and submit either one with a qualitative manuscript.
Attrition Bias: When Dropouts Break Your Sample
Attrition bias occurs when study dropouts differ systematically from completers in a way related to the outcome. Learn to distinguish overall from differential attrition, detect it, meet CONSORT reporting requirements, and mitigate it from design through analysis.
Bootstrapping in Statistics: Resampling for Confidence Intervals
Bootstrapping estimates a statistic’s uncertainty by resampling your own data with replacement thousands of times. This guide walks the procedure on a worked example, compares percentile and BCa confidence intervals, gives practical guidance on how many resamples to run, and covers the specific conditions — small samples, dependent data, extreme quantiles — where the method breaks down.
Random Assignment vs Random Sampling: Two Different Randomisations
Random sampling decides who is studied; random assignment decides what happens to them. One builds external validity, the other internal validity — with worked examples for all four combinations.
Selection Bias: How Your Sample Stops Representing Your Population
Selection bias is the umbrella term for systematic distortion in who or what ends up analyzed — sampling bias, self-selection, non-response, attrition, survivorship, and referral bias are its forms. This guide maps where each enters a study and how to detect and mitigate it.
Law of Large Numbers: What Bigger Samples Actually Buy You
What the law of large numbers actually guarantees, the weak vs. strong forms, a worked convergence demonstration, the gambler’s fallacy misreading, and the practical link between sample size and standard error.
Purposive Sampling: Choosing Cases on Purpose
How purposive sampling works, the named variants (maximum variation, homogeneous, typical case, extreme case, critical case, expert), and how to justify the choice in a methods section.
Effect Size: Choosing, Reporting and Interpreting It
A p-value tells you whether a result is unlikely to be chance. It does not tell you whether the result matters. Effect size does — here is how to choose the right measure for your design, avoid Cohen’s benchmark trap, and report it correctly.
Convenience Sampling: When It’s Defensible and When It Isn’t
Convenience sampling is legitimate for pilots, instrument testing, and hard-to-reach populations — but not for population-level claims. Here’s the bias it introduces and how to report it honestly.
Photovoice: Participant-Generated Images as Qualitative Data
Photovoice is a participatory method in which participants photograph their own lived experience and discuss the images using the SHOWeD framework, producing image-plus-caption data for thematic analysis.
Participant Observation: Roles, Access, and Field Notes
The participation continuum from complete participant to complete observer, how to gain and maintain access through gatekeepers, the jottings-to-memos field note process, and managing going-native risk through reflexivity.
Research Tools & Software
Foxit PDF Editor for Research: Redaction, Markup & Assembly
A research-administration review of Foxit PDF Editor built around redacting participant data, annotating manuscripts, and assembling supplementary files — plus the procurement, compliance, and AI-credit caveats that matter for a research office.
Social Media for Researchers: Platforms, Strategy, and Tools
A practical guide to running lab or institutional social media accounts for research visibility: choosing platforms, building a sustainable strategy, promoting new papers, handling privacy/compliance, and the scheduling and inbox tools that make it manageable.
Choosing a Social Media Tool for Research Communications: Vista Social Pricing
A research-administration framed guide to evaluating social media management tools for university and lab comms teams, using Vista Social’s $79-$349/month tiers, procurement fit, and records/compliance considerations as the worked example.
Grant-Funded PDF Software Purchases: Foxit License vs. Subscription
Foxit PDF Editor sells both a subscription and a one-time perpetual license — a real choice most PDF-editor reviews never cover. Here’s what’s in each plan and how to weigh it against grant-funded procurement rules.
Managing Research Communications on Social Media: A Vista Social Review
An honest Vista Social review for research institutions, labs, and journals managing multi-account social media: unified inbox, embargo-timed scheduling, review management, real 2026 pricing, and where it is not the right fit.
PDF Software on a Grant Budget: Foxit Editor Pricing Compared
How PDF editor purchases fit grant-budget and procurement rules for research offices, with a subscription-vs-perpetual-license cost comparison for Foxit PDF Editor.
Foxit PDF Editor Free Trial: A Researcher’s Hands-On Test (Redaction, Annotation, Merging)
We tested the Foxit PDF Editor free trial against three real research tasks: redacting a mock participant-data file, annotating a journal article, and combining supplementary materials. Here’s what the 14-day trial actually includes, what it doesn’t, and who should look elsewhere.
Choosing and Governing Large Language Models for Research: A Framework
General AI leaderboards rank intelligence, speed, cost, and context window — not the things that decide whether a model is safe for research work: citation fabrication, reproducibility, confidentiality, and disclosure obligations. This guide sets out the research-specific evaluation criteria and points to where live leaderboard data actually lives.
LIMS Pricing: How Laboratory Information Management Systems Are Costed
How LIMS (Laboratory Information Management System) pricing actually works: subscription vs. license models, per-user vs. per-sample billing, and the implementation and validation costs vendors rarely quote up front.
BioRender: Publication Rights, Licensing, and Alternatives for Research Figures
What BioRender is, who uses it, and the questions its own marketing pages skip: whether a free-plan figure can be published, what a lapsed subscription does to a figure already in print, how to credit BioRender in a legend, institutional vs. individual licensing, and licensing-aware alternatives (Servier Medical Art, Mind the Graph, Inkscape, and more).
What Is Coeus? The Research Administration System Behind Kuali Research
Coeus is the MIT-built electronic research administration system that became Kuali Coeus and, today, the commercial product Kuali Research. Here’s the accurate lineage, what it does, and how it compares to Cayuse, InfoEd, and Streamlyne.
What Is Overleaf? A Beginner’s Guide to the Online LaTeX Editor
What Overleaf is, why researchers use it instead of Word for equation-heavy and citation-heavy manuscripts, getting started without knowing LaTeX, journal templates and direct submission, free-vs-paid plan limits, version history/Git/Dropbox, and common beginner compile errors.
Laboratory Compliance & Quality
USP 800 Cleanroom Requirements: Negative-Pressure Hazardous Drug Compounding Rooms
USP 800 requires hazardous drug compounding rooms to be negative-pressure (0.01-0.03 in. w.c.), externally vented, at minimum 12 air changes per hour, with ISO Class 7 buffer and anterooms for sterile compounding — here’s the full engineering-control breakdown.
ISO Class 8 Cleanroom Requirements
The specific particle limits, air change rate, gowning, HVAC/construction scope, and certification requirements for ISO Class 8 cleanrooms, plus how the class maps to EU GMP Grade D and USP ante-rooms.
CAP Proficiency Testing: How the College of American Pathologists’ PT/EQA Program Works
How CAP proficiency testing actually works: the difference between CAP Surveys (a CMS-approved PT provider) and CAP’s own accreditation requirement, plus alternative performance assessment, enrollment, and what happens after an unsuccessful result.
ISO Class 7 Cleanroom Requirements
The specific particle limits, air change rate, gowning, and certification requirements for ISO Class 7 cleanrooms, plus how the class maps to EU GMP Grade C.
AABB Certification: What AABB Accreditation Is and How to Get It
AABB accreditation explained: what it covers, who needs it, the on-site assessment process, and how it differs from AABB membership and CLIA certification.
Land Disposal Restriction (LDR) Notifications: What Generators Must Certify
What a Land Disposal Restriction (LDR) notification under 40 CFR 268.7 must include, who has to file one, how it differs from an LDR certification, and common mistakes that trip up generators.
Pharmaceutical Waste Disposal: RCRA Subpart P Compliance for Healthcare Facilities
A guide to institutional pharmaceutical waste disposal compliance under EPA’s RCRA Subpart P (40 CFR 266) for hospital pharmacies, healthcare facilities, and research labs — distinct from consumer drug take-back programs.
Chemotherapy Waste Disposal: RCRA Rules, Trace vs. Bulk Waste, and USP 800
Chemotherapy waste spans three overlapping regulatory frameworks: RCRA P-/U-listed hazardous waste, state regulated medical waste rules, and USP 800 hazardous-drug handling standards. This guide walks hospital pharmacy, oncology, and EHS/procurement staff through classifying trace vs. bulk chemo waste, generator status thresholds, and disposal routes.
Hazardous Waste Manifest: Completing EPA Form 8700-22
How to complete, sign, and track the Uniform Hazardous Waste Manifest (EPA Form 8700-22): required fields, signatures, e-Manifest, exception reports, and non-hazardous waste manifests.
Lithium Battery Shipping Regulations: A Lab’s Guide to UN Numbers, Watt-Hours, and Packing Rules
How lithium metal and lithium-ion batteries are classified, packaged, marked, and documented for transport under IATA, ICAO, DOT/PHMSA, and IMDG rules, and why almost every lab that ships instrumentation runs into this without realizing it.
Nonconformity: ISO Definition, Major vs. Minor, and the NCR/NCAR Process
ISO 9000:2015 defines a nonconformity as the non-fulfilment of a requirement. This guide covers the definition, major-vs-minor classification, the NCR/NCAR record, and how the concept appears in ISO 9001, ISO 17025, and ISO 13485.
Lab Waste Disposal: RCRA Streams, Generator Status, and Disposal Routes
A research lab generates several legally distinct waste streams — RCRA hazardous chemicals, medical/biohazardous waste, sharps, radiological waste, and universal waste — that cannot be commingled. This guide covers generator status, satellite accumulation, the empty-container rule, and which disposal route applies to each stream.
Laboratory Equipment & Instrumentation
How to Specify and Buy Nitrile Gloves for the Lab
A specification-first buying guide to nitrile lab gloves: exam-grade vs. general-purpose vs. chemotherapy-rated, ASTM D6319 and AQL/pinhole rate, chemical-compatibility limits, sizing, and facility-scale procurement mechanics.
Best Medical Supply Apps for US Clinics, Hospitals and Labs
We verified every US medical and laboratory supply ordering app on eight procurement criteria. LAC Health ranks first; Fisher Scientific and VWR have delisted their apps entirely.
Stainless Steel Sanitary Tubing Size Chart: OD, Wall Thickness & Ferrule Sizing
Sanitary tube is sized by outside diameter (OD), not the way pipe is sized. Reference chart covering standard OD sizes, BWG wall-thickness gauges, ASTM A270 vs A269 vs A213, and surface finish (Ra) for sanitary/hygienic stainless tube.
Tri-Clamp Sizes: Ferrule OD, Tube OD & Gasket Chart
A reference chart mapping nominal tri-clamp size to actual ferrule OD and tube OD, including the shared-ferrule sizes, matching gaskets correctly, and where sizes are not interchangeable.
Chemical Compatibility Chart: Wetted Materials of Construction
A wetted-materials compatibility reference for gaskets, seals, tubing and process equipment: EPDM, silicone, FKM/Viton, Buna-N, PTFE/PFA, polypropylene, 304 and 316L stainless, and glass against common process-chemical categories, with a sourcing hierarchy and explicit limitations.
Types of Laboratory Glassware: Volumetric vs. General-Purpose, Explained
A selection-and-accuracy reference for laboratory glassware: the volumetric vs. general-purpose distinction, TC/TD markings, Class A vs. Class B tolerances, borosilicate vs. soda-lime glass, and which vessel is correct for which task.
Pipette Tips: Selection Guide by Application
How to choose pipette tips by application: filter/barrier vs. standard, low-retention vs. standard, sterile vs. autoclavable, and rack vs. bulk format, plus how tip choice interacts with pipette calibration validity.
