Blog

Clinical evidence insights, methodology deep-dives, and the latest in clinical decision support from the Ailva team.

Oncology infusion center with immunotherapy IV and physician reviewing protocols
Clinical AI

Immunotherapy Checkpoint Inhibitors: A Clinical Guide for Oncologists

PD-1, PD-L1, and CTLA-4 inhibitors have transformed solid tumor oncology. This guide covers approved indications, biomarker selection, immune-related adverse event management, and combination strategies across major tumor types.

8 min read
Liver ultrasound showing steatosis with FibroScan and enzyme labs for MASH evaluation
Clinical AI

MASH (Metabolic-Associated Steatohepatitis): The New Treatment Landscape

With resmetirom (Rezdiffra) becoming the first FDA-approved therapy for MASH in 2024, the treatment paradigm has shifted fundamentally. This guide covers the evidence, patient selection, and the pipeline of emerging therapies for gastroenterologists and hepatologists.

8 min read
CGRP inhibitor auto-injectors compared alongside migraine diary and nerve model
Clinical AI

Migraine Prevention: CGRP Inhibitors, Comparative Efficacy, and Treatment Selection

CGRP-targeting therapies have transformed migraine prevention, offering the first mechanism-specific preventive class. This review compares the four anti-CGRP monoclonal antibodies and two gepant preventives, covering efficacy data, onset of action, and practical selection for episodic and chronic migraine.

5 min read
Multimodal pain tools including TENS unit, therapy bands, and non-opioid medications
Clinical AI

Chronic Pain Management: Multimodal Non-Opioid Approaches and Evidence Review

Multimodal non-opioid pain management has become the standard of care for chronic non-cancer pain. This review covers the evidence for gabapentinoids, SNRIs, topical agents, interventional procedures, and structured physical rehabilitation, with practical prescribing guidance for primary care and pain specialists.

5 min read
Uric acid crystals on microscopy with urate results and gout medications
Clinical AI

Gout Management: Treat-to-Target Urate Strategy and IL-1 Inhibitor Therapy

Treat-to-target urate-lowering therapy (ULT) reduces gout flares, tophi burden, and joint damage. This review covers allopurinol dosing optimization, febuxostat cardiovascular safety data, and the role of pegloticase and IL-1 inhibitors in refractory disease.

7 min read
Hepatitis C antiviral medications with undetectable viral load and liver elastography
Clinical AI

Hepatitis C: Pan-Genotypic DAA Regimens, Treatment Simplification, and Cure Rates

Direct-acting antivirals (DAAs) have transformed hepatitis C into a curable disease with SVR rates exceeding 95% across all genotypes. This review covers current pan-genotypic regimens, treatment simplification for non-cirrhotic patients, and management of decompensated cirrhosis and reinfection.

5 min read
Finerenone tablets with UACR and eGFR results alongside heart-kidney model
Clinical AI

Diabetic Kidney Disease: Finerenone, Nonsteroidal MRAs, and the FIDELIO/FIGARO Evidence

Finerenone, the first nonsteroidal mineralocorticoid receptor antagonist, has demonstrated cardiorenal benefit in DKD beyond SGLT2 inhibitors and RAS blockade. This review covers the FIDELIO-DKD and FIGARO-DKD trials, practical implementation, and the emerging multi-pillar approach to DKD management.

5 min read
Brain MRI with MS lesions and disease-modifying therapies in escalation sequence
Clinical AI

Multiple Sclerosis: Disease-Modifying Therapy Selection Algorithm

The MS treatment landscape now includes over 20 disease-modifying therapies with distinct efficacy, safety, and monitoring profiles. This review provides an evidence-based algorithm for DMT selection in relapsing and progressive MS, incorporating the escalation versus early high-efficacy treatment debate.

5 min read
Pancreatic CT scan with tumor mass, CA 19-9 results, and surgical planning
Clinical AI

Pancreatic Cancer: Early Detection Biomarkers and Treatment Advances

Pancreatic ductal adenocarcinoma remains the third leading cause of cancer death with a 12% five-year survival rate. This review covers emerging early detection strategies, CA 19-9 limitations, the FOLFIRINOX and gemcitabine/nab-paclitaxel evidence, and emerging immunotherapy approaches.

5 min read
Sickle cell blood smear under microscope with novel therapy vials and lab results
Clinical AI

Sickle Cell Disease: Voxelotor, Crizanlizumab, and Gene Therapy

Three novel therapies for sickle cell disease were approved between 2019-2023, and two gene therapies now offer the possibility of functional cure. This review covers voxelotor, crizanlizumab, and L-glutamine evidence, along with the pivotal lovotibeglogene autotemcel and exagamglogene autotemcel data.

5 min read
Post-COVID assessment tools including pulse oximeter, spirometry, and cognitive screening
Clinical AI

Post-COVID Conditions: Clinical Assessment and Management Framework

Post-COVID conditions affect an estimated 10-20% of SARS-CoV-2 infections and encompass over 200 symptoms across multiple organ systems. This review provides a systematic evaluation framework, evidence-based management strategies, and guidance on differentiating post-COVID from overlapping diagnoses.

5 min read
Fundus camera with retinal scan showing diabetic retinopathy and referral criteria
Clinical AI

Diabetic Retinopathy Screening: AI-Assisted Imaging and Referral Criteria

Diabetic retinopathy remains the leading cause of blindness among working-age adults. AI-based retinal screening systems now achieve sensitivity exceeding 90% for referable disease, enabling point-of-care screening in primary care settings with immediate results.

5 min read
Smartphone and tablet displaying clinical tools alongside stethoscope on physician desk
Clinical AI

Free Clinical Tools Every Physician Should Know About in 2026

The landscape of free clinical tools has expanded significantly. Here is a practical overview of what is available at no cost for point-of-care reference, evidence synthesis, drug interactions, and more.

12 min read
Evolution from leather-bound medical manual to modern clinical AI tool on tablet
Clinical AI

Beyond Traditional Medical References: The Evolution of Clinical Decision Support

From textbooks to UpToDate to search-based tools to clinical intelligence platforms — each generation solved problems the last could not. Here is what changed and why it matters.

12 min read
Modern medical workstation with dual monitors showing clinical evidence dashboards
Clinical AI

The Complete Guide to Clinical Decision Support in 2026

A definitive guide to clinical decision support tools in 2026 — covering the history, current landscape, evaluation criteria, citation verification, cross-system reasoning, and future directions of CDS technology for physicians.

18 min read
Overlapping cardiology, nephrology, and endocrine medical documents on conference table
Clinical AI

Beyond Single-Specialty Answers: Why Cross-System Reasoning Matters

A 58-year-old with type 2 diabetes, eGFR 38, and new atrial fibrillation needs anticoagulation. The cardiology answer, the nephrology answer, and the endocrinology answer are three different answers. Your patient needs one.

10 min read
Clinical workstation with tablet and laptop displaying medical evidence dashboards
Clinical AI

What to Look for in a Clinical Decision Support Tool in 2026

Five years ago, clinical decision support meant UpToDate. The landscape in 2026 looks different. Here is a framework for evaluating tools based on what actually matters when you are standing in front of a patient.

11 min read

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