{"ok":true,"api":{"name":"SAIMSARA Evidence Object Discovery API","version":"v1"},"mode":"doc_key","editorial_verification":{"status":"human_reviewed","trust_label":"machine_generated_human_reviewed","method":"World ID proof-of-human editorial account","scope":["clinical_integrity","reference_quality","scientific_coherence"],"verification_note":"This Evidence Object is machine-generated and human-reviewed. World ID is used to verify that editorial oversight was submitted by a unique human account.","does_not_mean":"World ID verifies proof-of-human editorial oversight; it does not independently certify the scientific truth of every claim."},"object":{"object_type":"saimsara_evidence_object_metadata","doc_key":"digital::DIGITAL_TWINS_PM","issue_slug":"digital","doc_id":"DIGITAL_TWINS_PM","title":"Digital Twins in Healthcare, Industry, and Infrastructure","doi":"10.62487/saimsara7e35ff6e","doi_url":"https://doi.org/10.62487/saimsara7e35ff6e","version":"2026-05-18","source_name":"PubMed","article_url":"https://saimsara.com/sessions/digital-twin-20260518-182855-7e35ff6e/","image_url":"","topic_tags":"Digital twin,Cyber-physical systems,Real-time monitoring,Simulation,Machine learning,Predictive modeling,Internet of Things,Decision support,Process optimization,Personalized medicine","keywords":["Digital twin","Cyber-physical systems","Real-time monitoring","Simulation","Machine learning","Predictive modeling","Internet of Things","Decision support","Process optimization","Personalized medicine"],"metrics":{"included_all":1691,"included_original":1347,"reference_index":220,"total_participants":23830156},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3ADIGITAL_TWINS_PM","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3ADIGITAL_TWINS_PM","price":{"amount":"5.00","currency":"USD","units":5,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":26923,"preview":"Results Key finding aligned to the query: Across the included original studies, the most consistent paper-level signal was that digital twins function as continuously updated, model-based decision systems that connect physical or biological observations to virtual simulations for prediction, monitoring, optimization, and intervention planning across diverse settings. This recurring pattern was evident in clinical personalization, such as glioma radiotherapy trade-off optimization with a 16.7% median dose reduction at 10 Gy and a 6-day median increase in tumor time to progression, procedural guidance with submillimetric to millimetric spatial errors in surgical simulation and augmented realit…","trust_label":"machine_generated_human_reviewed","editorial_verification":{"status":"human_reviewed","trust_label":"machine_generated_human_reviewed","method":"World ID proof-of-human editorial account","scope":["clinical_integrity","reference_quality","scientific_coherence"],"verification_note":"This Evidence Object is machine-generated and human-reviewed. World ID is used to verify that editorial oversight was submitted by a unique human account.","does_not_mean":"World ID verifies proof-of-human editorial oversight; it does not independently certify the scientific truth of every claim."},"checkout":{"method":"POST","url":"https://saimsara.com/create_checkout_session.php","content_type":"application/x-www-form-urlencoded","params":{"plan":"evidence_object","doc_key":"digital::DIGITAL_TWINS_PM"},"optional_params":{"customer_email":"user@example.com"},"price":{"amount":"5.00","currency":"USD","units":5,"unit_amount":"1.00"},"curl_example":"curl -X POST https://saimsara.com/create_checkout_session.php -d \"plan=evidence_object\" -d \"doc_key=digital::DIGITAL_TWINS_PM\" -d \"customer_email=user@example.com\""},"access_after_payment":{"header":"X-SAIMSARA-Payment-Proof","endpoint":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3ADIGITAL_TWINS_PM","curl_example":"curl -H \"X-SAIMSARA-Payment-Proof: YOUR_PAYMENT_PROOF_TOKEN\" \"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3ADIGITAL_TWINS_PM\""}}}