Phase 2 Evidence and Impact Analysis
I am scoring all articles independently, then surfacing the top candidates for Phase 3 ranking. Articles with triage scores ≤4 or clearly out-of-scope (e.g., PMID42623813 — food chemistry) are scored briefly. Full scoring is applied to all HIGH-priority and substantive STANDARD articles.
Full Scoring Table (Top & Selected Articles)
| # | PMID | Title (Short) | Scientific Novelty | Clinical Relevance | Population Reach | Implementation Speed | Evidence Strength | OpenClaw Triage Score | Evidence Maturity (Confirmed/Revised) |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 42623891 | SPARROW: Spatially Fractionated Induction RT in LA-NSCLC | 7 | 6 | 7 | 3 | 5 | 10 | Exploratory → Exploratory (protocol only) |
| 2 | 42624531 | TILT-123 + TIL therapy immune-cytokine signature in melanoma | 8 | 7 | 5 | 4 | 5 | 9 | Validated → Validated |
| 3 | 42624759 | Bridging Early Feasibility & Pivotal Trials (tricuspid valve) | 4 | 5 | 5 | 4 | 3 | 9 | Exploratory → Exploratory |
| 4 | 42623679 | Richter transformation: immunologic strategies review | 7 | 7 | 4 | 3 | 3 | 8 | Exploratory → Exploratory |
| 5 | 42624429 | FYI on MRI: Breast MRI decision support in Black/Latina women | 5 | 7 | 6 | 4 | 3 | 8 | Exploratory → Exploratory |
| 6 | 42624248 | Multiplex ctDNA ddPCR assay for lung cancer detection | 7 | 7 | 8 | 5 | 5 | 8 | Validated → Validated |
| 7 | 42624181 | pCR reliability as endpoint in rectal cancer (review) | 4 | 6 | 5 | 3 | 3 | 8 | Exploratory → Exploratory |
| 8 | 42623169 | AI for osteonecrosis femoral head (meta-analysis) | 4 | 6 | 5 | 5 | 6 | 8 | Potentially Practice-Changing → Validated |
| 9 | 42622847 | Stacking AI model for pituitary microadenoma MRI | 6 | 6 | 5 | 5 | 5 | 8 | Validated → Validated |
| 10 | 42624527 | Emerging trends in prostate cancer treatment (review) | 3 | 5 | 6 | 2 | 2 | 8 | Exploratory → Exploratory |
| 11 | 42624432 | Pathogen-mimicking nanovaccine for cellular immunity | 5 | 3 | 4 | 2 | 2 | 8 | Exploratory → Exploratory |
| 12 | 42624721 | Lp(a) & Stanford type A aortic dissection after ACS (MR) | 6 | 7 | 6 | 5 | 5 | 8 | Validated → Validated |
| 13 | 42624590 | KiSO-DP: Women's menopausal transition cohort protocol | 4 | 5 | 6 | 3 | 3 | 8 | Validated → Exploratory (protocol only) |
| 14 | 42622964 | Neoantigen-based immunotherapy in CRC (review) | 6 | 6 | 7 | 2 | 2 | 8 | Exploratory → Exploratory |
| 15 | 42619596 | Latent representations for rare disease longitudinal data | 5 | 4 | 4 | 3 | 3 | 8 | Exploratory → Exploratory |
| 16 | 42619239 | EMG guidance for epidural blood patch (coma, SIH case) | 6 | 5 | 2 | 5 | 2 | 8 | Exploratory → Exploratory |
| 17 | 42618742 | Novel KDM5A variant: neurodevelopmental rare disease | 6 | 4 | 2 | 3 | 3 | 8 | Exploratory → Exploratory |
| 18 | 42624698 | GIL+VEN+AZA real-world delivery in FLT3+ R/R AML | 4 | 7 | 5 | 6 | 5 | 7 | Validated → Validated |
| 19 | 42624697 | Real-world venetoclax first-line AML (single center) | 3 | 7 | 6 | 6 | 5 | 7 | Validated → Validated |
| 20 | 42624629 | Bilateral optic neuropathy in CLL (case report) | 5 | 5 | 2 | 4 | 2 | 7 | Exploratory → Exploratory |
| 21 | 42624247 | NGS prediction model for unexplained cytopenia | 6 | 7 | 6 | 6 | 5 | 7 | Validated → Validated |
| 22 | 42624179 | CAR-T-associated coagulopathy review (CARAC) | 5 | 7 | 6 | 4 | 3 | 7 | Exploratory → Exploratory |
| 23 | 42623961 | AML disease burden in elderly (1990–2021 epidemiology) | 3 | 5 | 6 | 3 | 3 | 7 | Exploratory → Exploratory |
| 24 | 42624396 | US gynecologic cancer disparities & specialist access | 4 | 7 | 7 | 4 | 4 | 7 | Exploratory → Exploratory |
| 25 | 42624598 | AI prediction of NAC response in gastric cancer (meta) | 5 | 6 | 6 | 4 | 5 | 7 | Potentially Practice-Changing → Validated |
| 26 | 42622976 | AI for perioperative anaesthetic complication prediction | 4 | 6 | 7 | 3 | 3 | 7 | Exploratory → Exploratory |
| 27 | 42624675 | ESMO Gynae Cancers Congress 2026 summary (editorial) | 3 | 5 | 5 | 3 | 2 | 7 | Exploratory → Exploratory |
| 28 | 42624381 | PD-1/PD-L1 in neurological/psychiatric disorders (review) | 6 | 5 | 7 | 2 | 2 | 7 | Exploratory → Exploratory |
| 29 | 42624180 | KDM4A epigenetic reprogramming in cancer (review) | 5 | 4 | 5 | 2 | 2 | 7 | Exploratory → Exploratory |
| 30 | 42624177 | CCT6B candidate biomarker in HCC | 4 | 4 | 5 | 3 | 3 | 7 | Validated → Exploratory (self-described as candidate only) |
| 31 | 42624032 | PHGDH inhibition + PD-1 blockade in CRC | 7 | 5 | 6 | 3 | 3 | 7 | Validated → Validated |
| 32 | 42623869 | Neoantigen vaccine + NRT cells in solid tumor (preclinical) | 6 | 4 | 5 | 2 | 2 | 7 | Exploratory → Exploratory |
| 33 | 42624727 | Evolocumab vs ezetimibe for coronary plaque regression (RCT) | 5 | 7 | 7 | 5 | 6 | 7 | Potentially Practice-Changing → Validated |
| 34 | 42624726 | Sitosterolemia as underrecognized cause of thrombocytopenia | 7 | 8 | 4 | 6 | 5 | 7 | Validated → Validated |
| 35 | 42624673 | Intraoperative MAP target meta-analysis ("Quanto?") | 4 | 8 | 8 | 7 | 7 | 7 | Potentially Practice-Changing → Potentially Practice-Changing |
| 36 | 42624612 | Semaglutide cognitive effects in psychiatric patients (n=13,007) | 7 | 7 | 8 | 5 | 5 | 7 | Potentially Practice-Changing → Validated |
| 37 | 42624319 | Long-term extreme temperature exposure & hypertension | 5 | 6 | 8 | 3 | 4 | 7 | Validated → Validated |
| 38 | 42622925 | Rare disease diagnostic delay & healthcare trust (Sweden) | 3 | 6 | 5 | 4 | 3 | 7 | Exploratory → Exploratory |
| 39 | 42621621 | Ketogenic diet + immunomodulation in Rasmussen's encephalitis | 5 | 5 | 2 | 4 | 2 | 7 | Exploratory → Exploratory |
| 40 | 42624670 | Pregnancy-associated ECLS: nationwide dual-cohort analysis | 5 | 7 | 5 | 5 | 5 | 7 | Validated → Validated |
| 41 | 42624591 | Nurse-led family intervention for PTSS in pediatric cancer | 4 | 6 | 6 | 5 | 4 | 7 | Potentially Practice-Changing → Exploratory (protocol) |
| 42 | 42624433 | ¹⁷⁷Lu-DOTA-7ND for FAP-targeted theranostics (first-in-human) | 7 | 5 | 5 | 3 | 3 | 7 | Exploratory → Exploratory |
| 43 | 42624347 | Biomaterial factors in silicone breast implant pathology | 3 | 4 | 5 | 3 | 2 | 6 | Exploratory → Exploratory |
| 44 | 42624251 | Pan-cancer exposome-wide analysis of modifiable risk factors | 5 | 5 | 8 | 3 | 3 | 6 | Exploratory → Exploratory |
| 45 | 42624206 | Early feasibility studies in Europe (French review) | 2 | 3 | 4 | 3 | 2 | 6 | Exploratory → Exploratory |
| 46 | 42624191 | ddPCR/liquid biopsy in AML: review | 4 | 6 | 5 | 4 | 2 | 6 | Exploratory → Exploratory |
| 47 | 42624059 | Microbial source tracking in tropical water quality | 2 | 1 | 3 | 2 | 2 | 6 | Exploratory → Exploratory (off-topic) |
| 48 | 42619494 | vWF & TSLP in preschool wheezing/asthma risk | 5 | 5 | 6 | 4 | 4 | 6 | Validated → Validated |
| 49 | 42619337 | CBC + cell population data for dengue risk stratification | 5 | 6 | 7 | 6 | 5 | 6 | Validated → Validated |
| 50 | 42624507 | AI for single-view mammographic asymmetry classification | 5 | 6 | 7 | 5 | 4 | 6 | Validated → Validated |
| 51 | 42624249 | Haystack MRD ctDNA assay: analytical + clinical validation | 7 | 7 | 7 | 5 | 5 | 6 | Validated → Validated |
| 52 | 42624022 | Prostate cancer immunophenotyping in East Africa (review) | 6 | 6 | 6 | 3 | 2 | 6 | Exploratory → Exploratory |
| 53 | 42624190 | ML for EDTA-dependent pseudothrombocytopenia | 4 | 5 | 5 | 5 | 3 | 6 | Exploratory → Exploratory |
| 54 | 42623975 | Decentralized federated learning for orthopedic imaging | 4 | 4 | 5 | 3 | 3 | 6 | Exploratory → Exploratory |
| 55 | 42623758 | S100A8 as hub linking inflammation & synaptic deficits in SCZ | 5 | 4 | 6 | 2 | 3 | 6 | Exploratory → Exploratory |
| 56 | 42623243 | LLM safety evaluation in healthcare (systematic review) | 4 | 5 | 8 | 3 | 3 | 6 | Exploratory → Exploratory |
| 57 | 42623896 | SP5 regulates sunitinib resistance in RCC via VEGFA/AKT | 5 | 5 | 5 | 3 | 3 | 6 | Validated → Validated |
| 58 | 42623785 | FOXA1 as prognostic biomarker in HPV+ cervical SCC | 5 | 5 | 6 | 3 | 3 | 6 | Exploratory → Exploratory |
| 59 | 42624250 | COMP⁺ CAFs & CD8⁺ T-cell exclusion in CRC (stromal checkpoint) | 6 | 5 | 6 | 3 | 3 | 6 | Validated → Validated |
| 60 | 42623870 | Clostridium butyricum + butyrate enhance PD-1 therapy (preclinical) | 4 | 3 | 5 | 1 | 2 | 6 | Exploratory → Exploratory |
| 61 | 42624784 | GLP-1 agonists beyond diabetes (narrative review) | 2 | 5 | 8 | 4 | 2 | 6 | Exploratory → Exploratory |
| 62 | 42624738 | Sleep health disparities in women of color (Utah qualitative) | 4 | 5 | 6 | 4 | 3 | 6 | Exploratory → Exploratory |
| 63 | 42624725 | Serial Lp(a) measurements in pediatric patients | 5 | 6 | 5 | 5 | 4 | 6 | Validated → Validated |
| 64 | 42624723 | Cardiometabolic multimorbidity & non-steatotic liver disease | 4 | 5 | 6 | 3 | 3 | 6 | Exploratory → Exploratory |
| 65 | 42624330 | GLP-1/SGLT2/MBS utilization trends in T2D+obesity (2010–2024) | 3 | 5 | 8 | 4 | 4 | 6 | Validated → Validated |
| 66 | 42624785 | Next-generation family medicine: comprehensiveness framework | 2 | 4 | 7 | 4 | 2 | 6 | Exploratory → Exploratory |
| 67 | 42618902 | Digital self-help for healthy aging in urban India | 3 | 4 | 7 | 3 | 2 | 6 | Exploratory → Exploratory |
| 68 | 42619857 | ArchSpiral: iPad spiral tracing for rare disease motor eval (preprint) | 5 | 4 | 3 | 5 | 4 | 6 | Exploratory → Exploratory |
| 69 | 42624762 | Patient-prosthesis mismatch after surgical AVR (20yr registry) | 4 | 6 | 6 | 4 | 4 | 6 | Exploratory → Exploratory |
| 70 | 42624749 | CKM syndrome staging & pancreatic resection outcomes | 4 | 6 | 5 | 5 | 4 | 6 | Validated → Validated |
| 71 | 42624724 | Dietary ketogenic ratio & mortality in CKM syndrome | 4 | 5 | 5 | 4 | 4 | 6 | Validated → Validated |
| 72 | 42624615 | SIK inhibitor HG-9-91-01 in RA fibroblast-like synoviocytes | 4 | 3 | 5 | 2 | 2 | 5 | Exploratory → Exploratory |
| 73 | 42623680 | Cytoreductive therapy in MPN-associated splanchnic vein thrombosis | 5 | 7 | 4 | 6 | 5 | 5 | Validated → Validated |
| 74 | 42621033 | Monocyte distribution width for sepsis in UAE cohort | 4 | 5 | 5 | 5 | 4 | 5 | Validated → Validated |
| 75 | 42624065 | Sequencing technologies for influenza wastewater surveillance | 4 | 2 | 4 | 2 | 2 | 5 | Exploratory → Exploratory |
| 76 | 42623983 | Patient-safe radiological language (nocebo reduction) | 3 | 4 | 7 | 4 | 2 | 5 | Exploratory → Exploratory |
| 77 | 42623348 | 3D interactive radiology reports & AI acceptance | 3 | 4 | 6 | 3 | 2 | 5 | Exploratory → Exploratory |
| 78 | 42623108 | Multimodal AI chatbots in oral/maxillofacial radiology | 3 | 3 | 4 | 2 | 2 | 5 | Exploratory → Exploratory |
| 79 | 42622965 | AI in pituitary medicine (endocrinologist perspective) | 2 | 3 | 4 | 3 | 2 | 5 | Exploratory → Exploratory |
| 80 | 42622945 | GPT-5 performance on JSOMR board exam | 2 | 2 | 3 | 2 | 2 | 5 | Exploratory → Exploratory |
| 81 | 42624161 | Physics-informed vascular characterization in ULM | 4 | 3 | 4 | 2 | 2 | 5 | Exploratory → Exploratory |
| 82 | 42624114 | Mouth-to-gut microbiome signatures for GI cancer diagnosis | 7 | 5 | 7 | 3 | 4 | 5 | Validated → Validated |
| 83 | 42624331 | Long-chain fatty acid metabolism & antitumor immunity (review) | 4 | 3 | 5 | 2 | 2 | 5 | Exploratory → Exploratory |
| 84 | 42624300 | CCT/TRiC & therapy-induced senescence in GBM (animal) | 4 | 2 | 4 | 1 | 2 | 5 | Exploratory → Exploratory |
| 85 | 42624103 | Melanoma→rhabdomyosarcoma plasticity under immunotherapy | 6 | 3 | 4 | 1 | 2 | 5 | Exploratory → Exploratory |
| 86 | 42623115 | Patient advocacy to patient-driven research (rare diseases) | 3 | 3 | 4 | 4 | 2 | 5 | Exploratory → Exploratory |
| 87 | 42624461 | DM+COPD mortality trends in US 1999–2023 | 3 | 4 | 6 | 3 | 2 | 5 | Exploratory → Exploratory |
| 88 | 42623813 | Metal-phenolic networks from black carrot pomace (food chem) | 1 | 1 | 1 | 1 | 1 | 4 | Exploratory → Exploratory (off-topic) |
| 89 | 42624573 | LLMs as peer reviewers (radiology) | 2 | 2 | 3 | 2 | 2 | 4 | Exploratory → Exploratory |
| 90 | 42623915 | Curcumin anti-tumor effects via NRF1α/NRF2 (in vitro HCC) | 3 | 2 | 4 | 1 | 1 | 4 | Exploratory → Exploratory |
| 91 | 42624074 | Cuproptosis enters the cancer-immunity circuit (comment) | 4 | 2 | 4 | 1 | 1 | 4 | Exploratory → Exploratory |
| 92 | 42624457 | LTBP2/HIF-1α in vascular calcification (animal) | 3 | 2 | 4 | 1 | 1 | 4 | Exploratory → Exploratory |
| 93 | 42624342 | Deltamethrin + dapagliflozin on I(Na) in atrial myocytes | 2 | 2 | 3 | 1 | 1 | 4 | Exploratory → Exploratory |
| 94 | 42624565 | ChIPmentation for histone modifications in aging (animal methods) | 2 | 1 | 2 | 1 | 1 | 4 | Exploratory → Exploratory |
| 95 | 42619988 | Uromodulin T62P variant & kidney injury (preprint) | 5 | 4 | 4 | 2 | 3 | 4 | Exploratory → Exploratory |
| 96 | 42624410 | CRC screening strategies in PMS2 Lynch syndrome (title only) | 3 | 3 | 4 | 2 | 1 | 3 | Exploratory → Exploratory |
| 97 | 42624151 | J-START trial: adjunctive US breast screening (authors' reply) | 2 | 3 | 6 | 2 | 2 | 3 | Exploratory → Exploratory |
| 98 | 42624150 | J-START trial: adjunctive US breast screening (letter) | 2 | 3 | 6 | 2 | 2 | 3 | Exploratory → Exploratory |
| 99 | 42624149 | J-START trial: adjunctive US breast screening (letter) | 2 | 3 | 6 | 2 | 2 | 3 | Exploratory → Exploratory |
| 100 | 42624148 | J-START trial: adjunctive US breast screening (letter) | 2 | 3 | 6 | 2 | 2 | 3 | Exploratory → Exploratory |
| 101 | 42623498 | The Diagnostic Mirage: AI in clinical diagnosis (letter) | 2 | 2 | 3 | 1 | 1 | 3 | Exploratory → Exploratory |
| 102 | 42624611 | Gross morphological type in HCC on atezo+bev (title only) | 3 | 4 | 5 | 2 | 1 | 3 | Exploratory → Exploratory |
| 103 | 42624424 | Case for primordial cardiometabolic prevention (editorial) | 2 | 3 | 7 | 3 | 1 | 3 | Exploratory → Exploratory |
| 104 | 42623707 | FSHD mortality review – response letter | 1 | 1 | 2 | 1 | 1 | 3 | Exploratory → Exploratory |
| 105 | 42619294 | NMNAT2-related polyneuropathy (title only, case) | 2 | 2 | 2 | 2 | 1 | 3 | Exploratory → Exploratory |
Key Quantitative Results, Limitations, and Equity Notes (Selected Articles)
Article 1 — SPARROW (PMID 42623891)
- Quantitative result: Protocol publication only; no outcome data yet. This is a phase I/II RCT studying spatially fractionated radiotherapy (SFRT) + standard chemoradiation ± immunotherapy in LA-NSCLC.
- Validation status: Not yet externally validated; trial ongoing (DRKS00037163).
- Main limitation: Abstract/protocol only — zero efficacy or safety results available.
- Equity: LA-NSCLC disproportionately affects smokers, lower SES populations, and rural patients with limited access to specialized radiotherapy centers. If effective, SFRT requires advanced equipment unavailable in LMICs.
- Evidence Maturity Revision: Exploratory (downgraded from "Potentially Practice-Changing" — this is a protocol, not an outcome study).
Article 2 — TILT-123 + TIL Therapy (PMID 42624531)
- Quantitative result: Phase I cohort; immune-cytokine signatures correlate with survival. Mechanistic insights into IL-2-free TIL therapy. No RCT efficacy comparison reported.
- Validation status: Phase I, single-arm, no external replication.
- Main limitation: Small Phase I cohort; correlative; no survival endpoint powered for efficacy.
- Equity: Metastatic melanoma disproportionately affects lighter-skinned populations; however, checkpoint-resistant melanoma has high unmet need globally. IL-2-free protocol could reduce toxicity barriers in frail patients.
- Evidence Maturity: Validated (biomarker discovery in human trial; not practice-changing yet).
Article 3 — Bridging EFS & Pivotal Trials (PMID 42624759)
- Quantitative result: Regulatory review; no original clinical data.
- Main limitation: Review/opinion piece; highly limited generalizability.
- Evidence Maturity Revision: Exploratory (confirmed).
Article 34 — Sitosterolemia & Thrombocytopenia (PMID 42624726)
- Quantitative result: Targeted screening identified sitosterolemia in patients with chronic thrombocytopenia misdiagnosed as ITP; early treatment reverses hematologic findings.
- Main limitation: Retrospective, single-center design; small sample implied.
- Equity: Rare disease often missed due to phenotypic overlap with ITP; underserved populations with limited access to metabolic workup are at greatest risk of diagnostic delay.
Article 35 — Intraoperative Blood Pressure Targets (PMID 42624673)
- Quantitative result: Meta-analysis of 9 RCTs, n=14,658 patients. MAP ≥65 mmHg equally safe as higher targets; no reduction in organ injury or mortality with higher pressure targeting.
- Main limitation: Editorial commentary on meta-analysis; abstract only for the underlying study.
- Evidence Maturity: Potentially Practice-Changing (confirmed — large meta-analysis with clear null result).
- Equity: Applies broadly to surgical patients globally; important for lower-resource settings where aggressive hemodynamic management adds cost and complexity.
Article 36 — Semaglutide & Cognition in Psychiatric Patients (PMID 42624612)
- Quantitative result: Retrospective cohort, n=13,007; semaglutide associated with reduction in cognitive signs/symptoms in patients with psychiatric diagnoses.
- Main limitation: Retrospective, indication bias (healthier patients more likely prescribed semaglutide), confounding by comorbidities; causality unproven.
- Evidence Maturity: Validated (large real-world cohort with meaningful signal; needs RCT confirmation).
- Equity: Psychiatric populations are chronically underserved in metabolic healthcare; access to GLP-1 agonists is uneven across SES strata.
Article 51 — Haystack MRD Assay (PMID 42624249)
- Quantitative result: ctDNA detection highly concordant with orthogonal method (R stated but truncated in abstract). Analytical validation across tumor types.
- Main limitation: Observational validation only; no prospective clinical outcome data linked to MRD detection.
- Evidence Maturity: Validated (analytical validation confirmed; clinical utility validation pending).
Article 73 — Cytoreductive Therapy in MPN-SVT (PMID 42623680)
- Quantitative result: Cytoreductive therapy associated with reduced recurrent SVT in MPN; prior small studies were underpowered.
- Main limitation: Observational, multicenter; treatment switching introduces confounding.
- Evidence Maturity: Validated (confirmed — largest dataset to date on this question).