Phase 2 Evidence and Impact Analysis
Batch note: Article 11 (TR-2026-04-29-011) is a confirmed duplicate placeholder (PMID 42049986 = Article 1). It is excluded from all scoring and ranking. Article 16 is an off-watchlist engineering/phantom study (pipeline_ready: false). It is included for completeness but will rank last. 15 substantive articles assessed (14 unique + 1 excluded duplicate).
Article 1 — SCD HSCT Novel RIC Regimen
Alasbali et al. — Bone Marrow Transplantation | PMID: 42049986 🟠 Novel or significantly improved treatment
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 8 | First prospective multicenter demonstration of RIC + thiotepa + PT-Cy achieving near-perfect outcomes in adolescent/adult SCD; this age group has historically been excluded from or underperformed in HSCT; second-HSCT inclusion adds further novelty |
| Clinical Relevance | 9 | Near-perfect EFS (96%) and OS (100%) at meaningful follow-up (42 months) in a population with historically poor transplant outcomes; directly informs conditioning regimen selection in clinical practice |
| Population Reach | 7 | SCD affects ~100,000 in the US and millions globally; most cases are in LMICs with limited HSCT access, but the adolescent/adult SCD HSCT-eligible population with matched related donors represents a sizeable and currently underserved subgroup |
| Implementation Speed | 7 | All component drugs are already approved and clinically available; regimen could be adopted at established HSCT centers within 1–3 years pending broader validation; no regulatory pathway required for regimen adoption |
| Evidence Strength | 7 | Prospective multicenter design with 42-month median follow-up is strong for this indication; N=25 is small but meaningful for a rare disease indication; abstract-only access limits full methodological review |
Key quantitative result: EFS 96%, OS 100% at 5-year and 2-year respectively; grade III–IV acute GVHD only 4%; no graft failure.
External validation: Multicenter design provides internal heterogeneity; no independent external replication yet published.
Main limitation: N=25; abstract-only access; patient selection criteria (HLA-matched related donor) limits generalizability to the majority of SCD patients without matched siblings; predominantly Saudi/Middle Eastern centers may not fully reflect global SCD demographics.
Equity implications: SCD disproportionately affects Black/African-descent populations globally and in the US, yet this cohort is from Saudi Arabia/Middle East. Access to HLA-matched sibling donors and transplant centers remains sharply inequitable; this protocol's high-resource requirements may entrench access gaps unless adapted for unrelated/haploidentical settings.
Evidence Maturity: ✅ Confirmed Validated — prospective, multicenter, meaningful follow-up for rare indication.
Article 2 — GPND-AI Neurodegenerative Disease Plasma Classifier
Xu et al. — Alzheimer's & Dementia | PMID: 42050390 🟢 Near-term implementable finding
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 8 | Simultaneous differential diagnosis of four major neurodegenerative diseases plus co-pathology profiling from a single plasma panel is a genuinely new capability; existing tools primarily target single-disease (e.g., p-tau217 for AD); multi-disease classification with co-pathology is a meaningful step change |
| Clinical Relevance | 8 | Differential diagnosis of neurodegenerative diseases is a chronic clinical challenge; misdiagnosis rates for PD vs DLB vs FTD vs AD can exceed 20–30% clinically; a blood-based classifier achieving 92.3% accuracy could transform diagnostic pathways and eliminate costly/invasive PET and CSF workups for many patients |
| Population Reach | 9 | AD alone affects ~55 million globally; combined burden of four diseases covered is enormous; this is one of the highest population-reach findings in the batch |
| Implementation Speed | 6 | NULISA platform is commercially available (Alamar Biosciences); plasma collection is routine; however, regulatory clearance (FDA/CE-IVD), clinical lab adoption, physician uptake, and reimbursement pathways add 3–5+ year lag; abstract-only limits assessment of assay complexity |
| Evidence Strength | 7 | External validation against neuropathology-confirmed diagnoses (gold standard) is the key strength; published in high-impact journal; sample size not reported in abstract (significant gap); single external validation cohort is insufficient for regulatory-grade evidence |
Key quantitative result: AUC 0.955; 92.3% accuracy across 5 diagnostic categories including mixed pathologies.
External validation: Yes — validated against neuropathology-confirmed diagnoses at Banner Sun Health Research Institute (independent cohort); this is a material strength.
Main limitation: Sample size not reported; neuropathology-confirmed cohorts skew toward end-stage disease, potentially inflating performance vs. early/prodromal clinical populations where differential diagnosis is hardest; abstract-only access limits review of cohort composition, covariates, and potential overfitting in the 15-protein selection process.
Equity implications: Plasma-based testing is inherently more accessible than PET or CSF; however, NULISA platform access is currently concentrated in well-resourced centers; performance in racially/ethnically diverse populations not reported; late-stage neuropathology validation cohorts may underrepresent minority groups historically excluded from research autopsy programs.
Evidence Maturity: ✅ Confirmed Validated — with the caveat that regulatory and clinical implementation validation requires further multi-site replication.
Article 3 — HIF2α Inhibitors in Oncology (Review)
Saad et al. — Nature Reviews Clinical Oncology | PMID: 42050152 🟠 Novel or significantly improved treatment
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 6 | Synthesizes an established and rapidly evolving class; belzutifan approvals are not new, but LITESPARK-011 Phase 3 data, next-gen agents, and RNAi approaches add currency; review format limits novelty score |
| Clinical Relevance | 7 | Directly relevant to RCC, VHL disease, and PHEO/PGL management; multiple active FDA approvals; Phase 3 data vs. cabozantinib is genuinely practice-informing for second-line RCC; practical for treating oncologists |
| Population Reach | 5 | ccRCC ~75,000 new cases/year in US; VHL disease ~10,000 US patients (rare); PHEO/PGL ~2,000/year US; moderate aggregate reach but meaningful unmet need in VHL/PHEO |
| Implementation Speed | 8 | Belzutifan is already FDA-approved and prescribable; clinicians can apply review insights immediately; next-gen agents require further trial completion |
| Evidence Strength | 5 | Review design; synthesizes Phase 1–3 trial data; evidence underlying recommendations is strong, but the review itself introduces no new primary data; abstract-only |
Key quantitative result: LITESPARK-011: combination with lenvatinib demonstrated benefit vs. cabozantinib in second-line ccRCC (specific HR/ORR not available from abstract).
External validation: N/A (review).
Main limitation: Review format; no new primary data; abstract-only; full scope of LITESPARK-011 HRs not extractable.
Equity implications: Belzutifan cost (~$17,000–$19,000/month US list price) creates severe access barriers in LMICs and for uninsured patients; VHL disease patients who carry germline mutations may benefit from genetic testing programs, which are inequitably distributed.
Evidence Maturity: ✅ Confirmed Validated (for belzutifan class); ⬛ Potentially Practice-Changing for next-gen combinations pending Phase 3 completion.
Article 4 — BCMA Bispecific Antibodies in RRMM (Review)
Al Hadidi et al. — The Oncologist | PMID: 42050082 ⬜ Standard addition
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 4 | Three FDA approvals (teclistamab, elranatamab, alnuctamab) are established; review synthesizes but does not advance the field; medium confidence classification partly due to abstract-only |
| Clinical Relevance | 6 | Highly relevant for hematology-oncology practice; sequencing against CAR-T and resistance management are active clinical dilemmas; practical framework value is real |
| Population Reach | 5 | RRMM affects ~35,000 US patients/year; heavily pre-treated subpopulation is smaller but treatment-resistant and high-need |
| Implementation Speed | 7 | All three agents are already approved and in clinical use; review guidance is immediately applicable |
| Evidence Strength | 4 | Review with no new primary data; abstract not available; medium classification_confidence; limited to synthesizing known trials |
Key quantitative result: No new quantitative results; synthesizes approved agents.
Main limitation: No new primary data; abstract-not-available; medium classification confidence; does not resolve key questions it identifies.
Equity implications: Bispecific antibodies require specialty center administration with CRS monitoring; rural and underinsured patients face access barriers; infection risk profile (hypogammaglobulinemia) has particularly serious implications for immunocompromised patients without access to IVIG support.
Evidence Maturity: ✅ Confirmed Validated for approved indications; practice-informing rather than practice-changing.
Article 5 — OVCA2 Oncogene in Pediatric AML
Jiao et al. — Hematology | PMID: 42050364 ⚪ Promising but preliminary
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 7 | OVCA2 as a pediatric-specific AML oncogene via CDKN1A/p21 repression is genuinely novel; age-specific oncogenic mechanism has conceptual importance for precision targeting |
| Clinical Relevance | 3 | In vitro only; no therapeutic agent identified; cap applied per non-human/in vitro rule; prognostic association from bioinformatics is hypothesis-generating only |
| Population Reach | 4 | Pediatric AML ~800–1,000 new cases/year US; globally higher burden; high unmet need but small absolute numbers |
| Implementation Speed | 2 | Lab-stage discovery; requires in vivo validation, drug target identification, and clinical development before any implementation |
| Evidence Strength | 4 | Bioinformatics + cell line functional data; no in vivo validation; no patient-level mechanistic confirmation; standard preclinical evidence package |
Key quantitative result: OVCA2 knockdown induces G1 arrest; worse OS in pediatric (not adult) TCGA/TARGET cohort — specific HR not available from abstract.
Main limitation: In vitro only; no mouse model; no patient-level functional data; bioinformatic OS association is observational.
Equity implications: Pediatric AML disproportionately affects children without existing curative options beyond chemotherapy + HSCT; any novel target discovery in this space has high equity relevance given the young age of patients and long life-years at stake.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 6 — AID Prognostic Significance in DLBCL (R-CHOP)
Hardianti et al. — Cancer Reports | PMID: 42050342 ⬜ Standard addition
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 5 | AID's role in lymphoma biology is known; rituximab-specific prognostic interaction is a more novel angle, but HR magnitude (10.39) from N=70 is likely inflated by small sample |
| Clinical Relevance | 5 | If validated, AID expression could inform R-CHOP candidate selection; but current evidence is insufficient to change clinical practice |
| Population Reach | 5 | DLBCL is the most common aggressive lymphoma (~25,000 new US cases/year); globally common; Indonesian data adds geographic diversity |
| Implementation Speed | 4 | AID immunohistochemistry is technically feasible but not standardized; requires prospective validation before clinical adoption |
| Evidence Strength | 4 | Retrospective, single-institution, N=70, Indonesian population; HR 10.39 with wide CI (1.93–55.96) signals underpowering; significant confounding risk |
Key quantitative result: HR 10.39 (95% CI 1.93–55.96, p=0.006) for AID+ vs AID- in R-CHOP treated patients — very wide CI reflects small sample instability.
Main limitation: N=70 retrospective single-center; wide CI; no adjustment for IPI, cell of origin, or other standard prognostic factors described; Indonesian cohort may not generalize to other populations.
Equity implications: Indonesian cohort is a rare contribution from a non-Western LMIC setting; DLBCL outcomes in LMICs are substantially worse due to limited rituximab access — AID marker could eventually help identify patients who would benefit less from rituximab-based regimens in resource-constrained settings.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 7 — PRO-Based Remote Follow-Up in Lymphoma/CLL
Roed et al. — Scientific Reports | PMID: 42050093 🟢 Near-term implementable finding
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 4 | PRO-based remote follow-up is not a new concept; AmbuFlex is an established Danish platform; value here is in prospective feasibility demonstration for hematological malignancies specifically |
| Clinical Relevance | 5 | Relevant to healthcare system efficiency and patient-centered care; does not change survival outcomes directly; practical quality-of-life and capacity implications |
| Population Reach | 6 | Applicable broadly to lymphoma/CLL patients in remission — a large and growing survivorship population globally |
| Implementation Speed | 5 | Digital PRO platforms exist but require EHR integration, clinical workflow redesign, and clinician/patient adoption; feasible within 2–4 years at motivated institutions |
| Evidence Strength | 4 | Prospective but observational; sample size not reported; abstract-only; medium classification confidence; AmbuFlex is Denmark-specific |
Key quantitative result: Feasibility demonstrated; specific quantitative outcomes not extractable from available metadata.
Main limitation: Abstract-only; no sample size reported; Danish single-system (AmbuFlex) limits direct international transferability; no comparison arm or survival data.
Equity implications: Remote follow-up could benefit patients in rural or mobility-limited settings; however, digital divide (smartphone access, digital literacy, language barriers) may disadvantage elderly, immigrant, or lower-income patient populations.
Evidence Maturity: ✅ Confirmed Exploratory — feasibility demonstrated, not yet validated as equivalent or superior to standard follow-up.
Article 8 — Menopausal Status, Bone Metabolism & Bariatric Surgery
Maia et al. — Obesity Surgery | PMID: 42050073 ⬜ Standard addition
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 5 | Menopausal stratification in bariatric surgery outcomes is a recognized gap; 2-year prospective data adds value, but the conceptual premise is not novel |
| Clinical Relevance | 5 | Directly relevant to post-bariatric monitoring protocols for middle-aged women; bone loss is a known bariatric complication; menopausal stratification is clinically actionable |
| Population Reach | 6 | ~250,000 bariatric procedures/year in US; significant proportion are perimenopausal women; global burden is substantial |
| Implementation Speed | 6 | Menopausal status assessment is trivial; differential monitoring protocols can be implemented immediately once evidence is stronger; no new technology required |
| Evidence Strength | 5 | Prospective 2-year design is a strength; sample size not reported; abstract-only; cardiometabolic outcomes not fully characterizable from available data |
Key quantitative result: Postmenopausal women show distinct bone metabolism and body composition trajectories — specific effect sizes not available from abstract.
Main limitation: Sample size unreported; abstract-only; single-center (Portugal); no control group (non-surgical); long-term fracture outcomes not assessed.
Equity implications: Bariatric surgery access is heavily skewed by insurance status and geography; postmenopausal women in lower-income brackets who undergo surgery at safety-net hospitals may have less access to the specialized bone monitoring these findings would recommend.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 9 — SGLT2i in Advanced NSCLC + Diabetes
Morikawa et al. — Supportive Care in Cancer | PMID: 42049990 ⬜ Standard addition
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 6 | Intersection of SGLT2i and cancer cachexia/prognosis in NSCLC is a genuinely underexplored question with mechanistic plausibility; one of the few clinical datasets on this specific interaction |
| Clinical Relevance | 6 | Clinicians frequently manage concurrent T2DM and NSCLC; SGLT2i continuation/discontinuation decisions during cancer treatment are common but evidence-free; this adds preliminary safety reassurance |
| Population Reach | 6 | NSCLC + T2DM comorbidity is common (T2DM prevalence ~15–20% in lung cancer patients); high aggregate patient volume |
| Implementation Speed | 5 | Findings would primarily inform "continue vs. hold SGLT2i" decisions; immediately clinically relevant framing, but N=82 retrospective data insufficient to change guidelines |
| Evidence Strength | 4 | Retrospective N=82; no confounder adjustment described; heterogeneous first-line treatments in both groups; weight loss signal (-5.8% vs -3.4%) is a real clinical concern not resolved by null survival difference |
Key quantitative result: Weight loss -5.8% (SGLT2i) vs -3.4% (non-SGLT2i), p=0.039; PFS 6.2 vs 4.1 months (NS); OS 11.9 vs 14.6 months (NS).
Main limitation: Retrospective, small N, no confounder adjustment; OS numerically favored non-SGLT2i group (11.9 vs 14.6 months) which may represent selection bias toward healthier patients receiving SGLT2i; weight loss concern not fully resolved.
Equity implications: SGLT2i access is inequitable globally and in the US; patients with comorbid T2DM and NSCLC are often older, lower-income, and have multiple comorbidities — the population most likely to lack access to guideline-based NSCLC treatment.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 10 — T Cell Immunosenescence in Inflammatory Skin Disease (Review)
Liu et al. — Aging Cell | PMID: 42050386 ⬜ Standard addition
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 5 | Senescent T cells in inflammatory skin disease is a growing area; this review synthesizes but advances incrementally; SASP pathway mapping adds some organizational value |
| Clinical Relevance | 5 | Relevant to biologics/small molecule selection in psoriasis/atopic dermatitis; no new treatment recommendations beyond currently approved agents |
| Population Reach | 7 | Psoriasis ( |
| Implementation Speed | 4 | Senolytic/senomorphic approaches are preclinical; existing approved biologics (JAK inhibitors, IL-17/23 blockers) are already used; therapeutic insights from this review are not immediately novel to practicing dermatologists |
| Evidence Strength | 3 | Review; no new primary data; synthesizes preclinical and clinical literature; cannot exceed 5 on clinical relevance given non-clinical conclusions |
Key quantitative result: No primary quantitative data.
Main limitation: Review with no new primary data; senescence-specific therapeutic targeting in skin diseases is entirely preclinical.
Equity implications: Psoriasis and atopic dermatitis disproportionately affect patients with limited access to dermatologists and biologic therapy; senescence-targeted therapies (if developed) would initially be costly and inaccessible to global majority.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 12 — CGM-Guided Cornstarch in Glycogen Storage Disease
Ru et al. — Yonsei Medical Journal | PMID: 42044980 🟢 Near-term implementable finding
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 6 | CGM application to GSD is not entirely new but systematic framework for dose personalization with nocturnal hypoglycemia detection is a meaningful operational advance |
| Clinical Relevance | 7 | GSD patients face life-threatening hypoglycemia; CGM-guided optimization is immediately actionable and fills a real monitoring gap; directly changes clinical management |
| Population Reach | 3 | GSD types Ia/Ib/IXa collectively affect ~1:100,000; small absolute numbers but judged relative to high unmet need in this population |
| Implementation Speed | 8 | CGM devices are approved and commercially available; cornstarch is standard of care; no new regulatory approvals needed; protocol can be adopted immediately |
| Evidence Strength | 5 | Retrospective N=32; abstract-only; multiple GSD subtypes pooled; no control arm; but for an ultra-rare disease, this is a meaningful evidence contribution |
Key quantitative result: High time-in-range maintained; nocturnal hypoglycemia episodes detected and corrected via CGM-guided UCCS adjustments — specific TIR% and AUC values not available from abstract.
Main limitation: Retrospective; N=32; heterogeneous GSD subtypes (Ia, Ib, IXa) pooled; no prospective or randomized comparison.
Equity implications: GSD is predominantly diagnosed in infancy but requires lifelong management; CGM access is inequitable and may not be reimbursed for GSD in many healthcare systems; South Korean center data may not reflect care settings globally.
Evidence Maturity: ✅ Confirmed Exploratory — but immediately implementable framework for centers with CGM access.
Article 13 — XLMTM Multidisciplinary Management (Spain/Portugal)
Gómez-Andrés et al. — Neurologia | PMID: 42044937 🟡 Underserved or high-risk populations
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 4 | Natural history characterization for rare disease adds incremental value; XLMTM is recently reclassified in terms of extramuscular manifestations; no new treatment discovery |
| Clinical Relevance | 5 | Multidisciplinary care optimization is directly applicable; highlights gaps (neurocognition, communication aids) for treating teams; relevant to gene therapy trial eligibility criteria |
| Population Reach | 3 | XLMTM affects ~1:50,000 male births (X-linked); extremely rare; judged relative to clinical population and high unmet need |
| Implementation Speed | 5 | Care framework recommendations are immediately implementable at neuromuscular centers; gene therapy (AT132) access is limited pending regulatory decisions post-ASPIRO trial safety concerns |
| Evidence Strength | 4 | Case series N=24; observational; no control; single geographic region; extramuscular findings may not generalize |
Key quantitative result: Not available — characterization of multidisciplinary needs rather than quantitative outcomes.
Main limitation: N=24 case series; Spain/Portugal geography limits generalizability; no survival or functional outcome data quantified.
Equity implications: XLMTM is almost exclusively lethal in males without intensive respiratory support; access to multidisciplinary neuromuscular centers is severely limited outside high-income countries; these findings primarily benefit patients in well-resourced care systems.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 14 — Aminopyridines in FGF14 GAA Expansion Ataxia (SCA27B)
Muñoz et al. — Neurologia | PMID: 42044943 🟢 Near-term implementable finding
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 7 | SCA27B (FGF14 GAA expansion) was only recognized as a distinct entity in 2022; 43-month aminopyridine follow-up data in a newly characterized disease is genuinely novel and clinically impactful for this rarity |
| Clinical Relevance | 6 | Aminopyridines are approved/available; 65% CGI-p improvement and stable SARA scores suggest meaningful benefit in a disease with no other approved treatment; directly actionable for neurologists managing SCA27B |
| Population Reach | 3 | SCA27B frequency is unknown but estimated to be among the more common late-onset ataxias; absolute numbers are small; relative unmet need is high |
| Implementation Speed | 7 | Aminopyridines (4-AP, 3,4-DAP) are already prescribed off-label for downbeat nystagmus; no new drug development needed; neurologists can apply findings now |
| Evidence Strength | 4 | N=8 retrospective/compassionate use; no control; CGI-p is patient-reported and potentially subject to expectation bias; 43-month follow-up is a real strength for this sample size |
Key quantitative result: 65% CGI-p improvement in disability; SARA score stable (p=0.348, suggesting non-progression not active improvement); 43-month median follow-up.
Main limitation: N=8; no control arm; patient-reported outcomes (CGI-p) subject to bias; compassionate use setting limits generalizability.
Equity implications: SCA27B is frequently misdiagnosed or undiagnosed without access to repeat expansion genetic testing (FGF14 GAA); testing access is highly inequitable; many patients globally will not benefit from aminopyridines because their SCA27B is never diagnosed.
Evidence Maturity: ✅ Confirmed Exploratory but with near-term clinical utility for diagnosed patients.
Article 15 — SIRT7 and H3K36ac in Mouse Testis
Guitart-Solanes et al. — Nature Communications | PMID: 42049778 ⚪ Promising but preliminary
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 7 | SIRT7–H3K36ac axis in spermatogonial maintenance and aging phenocopying is a conceptually interesting and mechanistically specific finding |
| Clinical Relevance | 2 | Mouse model only; cap applied (≤5); indirect relevance to male infertility/reproductive aging; no clinical pathway evident |
| Population Reach | 2 | Male infertility affects ~7% of men; but this is mouse-model basic science with no clinical translation evident |
| Implementation Speed | 1 | Lab-stage; no drug target identified; no human validation |
| Evidence Strength | 5 | Rigorous animal model study from well-regarded epigenetics labs; Nature Communications venue; but animal model only |
Key quantitative result: SIRT7-KO mice show premature loss of undifferentiated spermatogonia, DSB repair defects, meiotic delay — mimics aging phenotype.
Main limitation: Mouse model only; no human genetic data or SIRT7-variant human phenotype described; reproductive phenotype may not translate.
Equity implications: Minimal direct equity implications at this stage.
Evidence Maturity: ✅ Confirmed Exploratory.
Article 16 — Laser-Assisted Capsule Endoscopy 3D Modeling
Yakar et al. — Scientific Reports | PMID: 42050338 ⬜ Standard addition (off-watchlist)
| Dimension | Score | Rationale |
|---|---|---|
| Scientific Novelty | 5 | Monocular 3D reconstruction with laser assist is a novel engineering approach; prior work has used stereo cameras or multi-view methods |
| Clinical Relevance | 2 | Phantom only; no clinical validation; cap applied (in vitro/engineering) |
| Population Reach | 2 | Capsule endoscopy is used in ~500,000 procedures/year US; but no clinical utility proven yet |
| Implementation Speed | 2 | Requires hardware integration, human trials, regulatory approval |
| Evidence Strength | 3 | Phantom/engineering study with RMSE metric; not clinically validated |
Key quantitative result: RMSE ≈0.3 cm under phantom conditions.
Main limitation: Phantom only; no in vivo testing; no comparison to clinical gold standard.
Equity implications: If clinically validated, capsule endoscopy expansion could benefit patients without access to colonoscopy.
Evidence Maturity: ✅ Confirmed Exploratory.