Everything in the life sciences, grouped by what the evidence is rather than when it landed.
There is no combined score. Each item is graded across study design, directness, consistency, risk of bias and sample adequacy, and every rating carries its reasoning on the item’s own page.
Official positions and label changes. Authoritative rather than novel.
The Korean Journal of Helicobacter and Upper Gastrointestinal Research · Sep 9, 2026 · Journal article
A narrative review synthesizing evidence on gastric atrophy staging and risk stratification to inform clinical surveillance strategy and serological monitoring in individual patients.
Molecular Medicine · Sep 9, 2026 · Journal article
A narrative review synthesizing recent advances in CRISPR delivery strategies across research and clinical contexts, offering state-of-the-art overview rather than novel empirical evidence or recommendations.
Molecular Biomedicine · Sep 9, 2026 · Journal article
A comprehensive narrative review synthesizing the biology, engineering, and therapeutic potential of extracellular vesicles, offering expert perspective on current state and future directions rather than reporting original experimental results.
The Lancet. Planetary Health · Journal article
A conceptual framework proposing e-co-flourishing as an integrative approach to wellbeing across human and ecological systems, with illustrative application but no empirical outcome data or comparative evidence.
The Lancet. Microbe · Journal article
This is a WHO policy synthesis and scientific evidence review consolidating diagnostic and biomarker advances from 2020–25, informing updated recommendations for TB detection and drug resistance across populations and specimen types.
The Lancet. Microbe · Journal article
A comprehensive narrative review synthesizing pivotal trial evidence and WHO guideline updates on tuberculosis treatment innovation since 2020, without reporting new primary efficacy data.
The Lancet. Microbe · Journal article
A costing model informed by expert consensus and real-world data from two African laboratories, providing evidence-based cost estimates and procurement guidance for implementing clinical bacteriology in resource-limited settings, without comparative effectiveness or outcome data.
The Lancet. Microbe · Journal article
A narrative review synthesizing current evidence on TB vaccine pipelines and preventive therapies, providing clinical and policy guidance rather than reporting primary efficacy data.
Solid additions to the areas you track.
Human Vaccines & Immunotherapeutics · Sep 9, 2026 · Journal article
Rigorous test-negative design study with large real-world population (73,160 cases) over 15 years demonstrating vaccine effectiveness against the target pathogen with precise confidence intervals; not practice-changing because vaccination policy was already implemented.
Annals of Oncology · Journal article
Multicohort observational analysis with consistent dose-response associations across three independent cohorts and plausible biological mechanism, but lacks randomized evidence of thymus-sparing intervention efficacy.
The Lancet. Global Health · Journal article
Modelling study projecting cost-effectiveness of online PrEP/PEP in western Kenya with favourable ICER under local threshold, but evidence strength limited by reliance on simulation, pilot data, and absence of real-world implementation outcomes.
Early or partial readouts. Direction, not conclusions.
arXiv · Sep 9, 2026 · Preprint
Early-stage experimental work on a hybrid quantum-classical system using a single dataset and no peer review; demonstrates feasibility but requires validation and does not yet support clinical or practice recommendations.
arXiv · Sep 9, 2026 · Preprint
This is an unreviewed preprint describing a technical modification to an ASR model with reported improvements on multilingual benchmarks, but lacking statistical testing, confidence intervals, or peer review.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is an active registry record for a planned interventional study with no results posted; enrollment is ongoing and no outcome data are available for assessment.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a clinical trial registry record for a planned Phase 2 study with no results posted; it describes the protocol and enrollment target only.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2/3 Trial
A small Phase 2/3 trial in treatment-resistant depression with completed enrollment but no posted results; the registry record alone cannot support any claim about efficacy or safety.
arXiv · Sep 9, 2026 · Preprint
An early-stage prototype implementation of a novel cryptographic protocol for LLM inference, demonstrating feasibility and throughput gains but lacking peer review, real-world deployment validation, or comparison against established privacy-preserving inference methods.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a clinical trial registry record for a planned study with no results posted; enrollment has not yet begun, so no evidence exists to assess efficacy or safety.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
Observational registry study of a monitoring tool in completed enrollment with no posted results; describes planned documentation of device alerts and clinical processing in routine care without efficacy outcomes reported.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a planned interventional platform trial with no results reported; it describes study design and enrollment targets only, making it a registration record rather than evidence of efficacy.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
Phase 2 trial with completed enrollment but no results posted; design and endpoint are stated but outcome data are not yet reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a completed but unpublished registry record of a small interventional study using a surrogate measure (eye-tracking attention) in depression; no results are posted, precluding assessment of efficacy or clinical utility.
arXiv · Sep 9, 2026 · Preprint
This is a preprint describing an unvalidated computational method for CT synthesis from chest X-rays, tested only on a public dataset with surrogate image-quality metrics, without clinical validation or comparison to clinical reconstruction standards.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
This is a Phase 1, first-in-human study registration with no results posted; it describes planned enrollment and safety endpoints only, representing early-stage drug development.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a clinical trial registry record for a planned feasibility study with no results posted; it describes early-stage device development with an estimated sample of 30 participants and tolerability as the primary outcome.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is an active observational registry record with no reported results; it describes an ongoing study designed to characterize biomarkers and outcomes in sepsis survivors.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
This is a Phase 1 clinical trial registry record with no results posted; it describes planned safety and tolerability assessment in a small early-stage cohort.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a recruiting Phase 2 trial with no results posted; it describes a planned study of repotrectinib in a specific population but carries no efficacy or safety data yet.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a Phase 3 registry record with no reported results; the study is active but not recruiting, so outcomes remain unreported in this source.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1/2 Trial
This is an active Phase 1/2 trial registration with no results posted; enrollment is complete but outcomes have not been reported in this registry record.
arXiv · Sep 9, 2026 · Preprint
A proof-of-concept system for low-resource Greek TTS with engineering validation (WER, MOS scores) but no comparative trial, no peer review, and no clinical application.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a completed Phase 3 trial registration with no results posted; the registry record describes design and rationale only, precluding any evidence assessment of efficacy.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1/2 Trial
This is a Phase 1/2 trial registration with no posted results; the study is active but not yet recruiting and outcome data are not available.
arXiv · Sep 9, 2026 · Preprint
This is simulation-based feasibility work for an embedded AI system without experimental validation on real aircraft electrical systems, representing early-phase proof-of-concept rather than clinical or clinical-grade evidence.
arXiv · Sep 9, 2026 · Preprint
This is a preprint describing a mathematical degeneracy in small-sample discriminant analysis on LLM embeddings, with empirical validation on few-shot text classification; the work is novel and methodologically sound but unreviewed, addresses a technical limitation rather than a clinical or practice outcome, and does not yet establish superiority of a proposed solution.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
Phase 2 trial with completed enrollment but no results posted; design and primary outcome are specified but efficacy and safety data are not yet reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
Single-arm feasibility study with 44 participants examining recruitment, retention, engagement, and acceptability of a novel mindfulness intervention; no results yet posted in registry.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a planned interventional mechanistic study with no results reported; it aims to characterize glucose metabolism in immune cells during critical illness using isotope tracing in a small ICU cohort.
ClinicalTrials.gov · Sep 9, 2026 · Phase 4 Trial
This is a clinical trial registry record with no results posted; it describes a planned phase IV crossover study in a small single-centre population with a surrogate renal endpoint, not yet reported.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
This is a Phase 1 safety and tolerability study with no results posted; the registry record describes planned enrollment and endpoints only, without outcome data.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a planned interventional study with no results posted; it represents early-phase implementation research testing community health worker support for rural care partners.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a registry record for an active observational study with no results posted; it describes planned enrollment and methods only, without outcome data.
arXiv · Sep 9, 2026 · Preprint
A proof-of-concept framework for clinical text de-identification with promising performance metrics on limited datasets, but lacking independent validation, clinical outcome data, and peer review.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
Phase 1 safety study with no posted results; registry record describes planned conduct only, not outcomes.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a study registration with no reported results; enrollment has not yet begun. It describes a planned single-arm behavioral trial of moderate size examining mechanistic pathways via ecological momentary assessment.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a withdrawn Phase 3 trial registration with no results posted; the study was not completed and therefore provides no evidence of efficacy or safety.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
Phase 2 trial registration with no results posted; study is actively recruiting and designed to assess efficacy and safety of tirzepatide in binge-eating disorder.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
Phase 3 RCT with completed recruitment (437 participants) addressing a significant clinical question, but this registry record reports no results; evidence strength cannot be assessed without outcome data.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is an ongoing observational registry study with no results yet reported; it plans to enroll 24 participants and measure echocardiographic changes in biventricular function during Impella support.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registered but not-yet-recruiting prospective single-arm implementation study with no reported results; it describes a planned evaluation of an AI screening device without efficacy or safety data.
arXiv · Sep 9, 2026 · Preprint
Early-stage technical contribution demonstrating a novel quantization method with end-to-end validation on specific models and kernel-level performance gains, but lacking peer review, comparative statistical rigor, and broad generalization evidence.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a completed observational study registration with no results posted; the design is descriptive and exploratory, examining associations between ultrasound measurements and treatment response in a small single-arm cohort.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1/2 Trial
Phase 1/2 uncontrolled feasibility study of a novel device with surrogate endpoints (MRI activation, mood scales); no results reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a trial registration for a planned multicentre RCT with no results yet posted; the study is actively recruiting and no outcome data are available.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is an active clinical trial registry record with no posted results; the study design and planned endpoints are documented but outcome data are not yet reported.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a clinical trial registry record describing a planned observational study with no results posted; it documents study design and intended outcomes only, not evidence of efficacy or safety.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a planned Phase 2 interventional trial with no results posted; it is in pre-recruitment stage and represents early-phase development of TUB-040 in NSCLC.
Iium Medical Journal Malaysia · Sep 9, 2026 · Journal article
Proof-of-concept feasibility study in 20 patients demonstrating technical workflow validation and preliminary dosimetric advantages of a novel functional imaging approach, requiring confirmation in larger, prospective trials before clinical adoption.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a completed observational study with no posted results, examining associations between cerebrospinal fluid mitochondrial biomarkers and stroke outcomes using a small sample and surrogate biomarker measurements rather than hard clinical endpoints.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a clinical trial registration with no reported results; the study is not yet recruiting and represents a planned prospective randomized controlled design without outcome data.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is an active observational registry record with no posted results; it describes a planned proof-of-concept study designed to map anatomical structures rather than test a clinical intervention.
arXiv · Sep 9, 2026 · Preprint
This is an empirical study of sparse autoencoders addressing a defined open problem, but it reports unexpected null results (no recoveries, no merges) and characterizes a previously undescribed diffuse phase rather than validating the proposed phase diagram; the work is unreviewed and requires confirmation.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
Phase 1 study registration with no reported results; early-stage investigation of psilocybin's acute neurophysiological effects in a novel population using surrogate endpoints (EEG complexity, biomarkers).
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for a recruiting interventional study with no results posted; it describes planned design and enrollment only, not outcomes or efficacy.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registered trial not yet recruiting with no results posted; it represents planned early-stage work on a behavioural intervention for psychological distress in young adults.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a post-marketing registry study with no results yet reported; it is designed to collect safety and effectiveness data prospectively but carries no outcome data to assess.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for an ongoing interventional study with no reported results; recruitment is active and outcomes have not yet been measured or posted.
arXiv · Sep 9, 2026 · Preprint
A production A/B experiment on a real ride-hailing platform with statistically significant improvements in key metrics, but the work is a preprint, lacks peer review, reports only summary results without detailed effect sizes or confidence intervals, and is described as an engineering system deployment rather than a clinical or definitive health/safety study.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a clinical trial registry record describing a planned randomized controlled trial with no results posted; the study is actively recruiting and has not yet reported outcomes.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a Phase 2 trial registry record with no results posted; the study is active but not recruiting, and outcome data are not yet reported in this source.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a terminated pilot study with only 3 enrolled participants, designed to assess feasibility and acceptability of an adapted smoking cessation intervention; no efficacy results are reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a recruiting interventional trial with no results posted; it is a study protocol registration describing planned enrollment, design, and outcome measures only.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1/2 Trial
First-in-human Phase 1/2 study registration with no posted results; safety and dose-escalation design in early development stage.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is an active registry record for an ongoing interventional study with no results posted; it describes a planned screening intervention in breast cancer patients with primary outcomes focused on quality of life and incidence detection.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record of an active interventional trial with no published results; the study design and primary outcome are stated but efficacy data are not yet reported.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
Phase 2 trial in a vulnerable population with immunosuppression; registry record reports no results, only planned design and enrollment completion.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a pilot feasibility study not yet recruiting, with no posted results; it is designed to assess implementation feasibility rather than clinical efficacy.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a completed but unpublished registry record for a small, single-centre RCT with a surrogate endpoint (device-measured physical activity); results are not yet reported.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for an active interventional trial with no reported results; it describes planned enrollment and study design only, making it a preliminary documentation of an ongoing study.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1/2 Trial
This is a Phase 1/2 trial registration with no results posted; it describes planned enrollment and endpoints only, without efficacy or safety outcomes, making it an early-stage design document rather than evidence of clinical benefit.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is an active Phase 2 trial registration with no reported results; it describes a planned study of a combination approach in triple-negative breast cancer with a metabolic biomarker as primary outcome.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is an active Phase 2 interventional trial with no results posted; the registry record describes planned enrollment and primary outcome measures only, representing early-stage evaluation of a novel radiosensitizer in brain metastases.
arXiv · Sep 9, 2026 · Preprint
Single-center technical validation of a novel segmentation architecture on a held-out cohort, comparing computational efficiency and performance metrics without independent test set or clinical outcome evaluation.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is an active pilot feasibility study with no results reported; the registry record describes planned enrollment of 8 participants and surrogate endpoints (ED time, survey scores) rather than clinical outcomes.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a registry record describing an active observational study with no reported results; it documents planned enrollment and outcome measures only, insufficient for evidence grading.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a Phase 3 trial registration with no results posted; the study is actively recruiting and outcomes have not yet been reported.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
This is a Phase 1 clinical trial registry record with no results posted; it describes a planned safety and drug-drug interaction study in a small healthy population.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a recruitment-phase registry record for a pilot RCT with no results posted; feasibility and acceptability outcomes are planned but not yet reported.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is an active registry record for an interventional study with no reported results; it describes a planned investigation of a novel single-fraction radiation approach in early breast cancer.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a completed trial registry record with no reported results; the study enrolled 673 participants in a randomized sham-controlled design, but outcomes have not yet been posted to the registry.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is an active Phase 3 trial registry record with no results posted; the study is ongoing and efficacy and safety data are not yet available for analysis.
arXiv · Sep 9, 2026 · Preprint
A single-centre computational study on a tabular dataset using a quantum-classical hybrid approach with modest effect sizes and surrogate endpoints (F1 score), not yet peer reviewed, addressing proof-of-concept rather than clinical validation.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
Phase 1 single-arm open-label trial with no comparator, designed to assess safety and tolerability of a novel topical probiotic intervention; results are not yet reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a study registration with no posted results; it describes a planned interventional trial in major depressive disorder using a surrogate endpoint (perceptions of empathy) in a small, single-centre cohort with within-subject design.
Nano-micro Letters · Sep 9, 2026 · Journal article
This is a preclinical proof-of-concept study of a novel hydrogel material tested in vitro and in animal models, demonstrating feasibility but lacking human clinical data or comparison to standard therapy.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for a planned interventional trial with no results posted; enrollment has not yet begun, making it an early-stage announcement of intent rather than evidence of efficacy.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a clinical trial registry record for an active Phase 3 study with no results posted; the record describes planned design and enrollment only.
ClinicalTrials.gov · Sep 9, 2026 · Phase 3 Trial
This is a Phase 3 open-label extension study with no results posted; it is a registry record describing an ongoing trial designed to assess safety over continued exposure, not efficacy against a comparator.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registered interventional device study in planning phase with no results posted; it is designed to assess safety and mechanistic parameters in a small cohort with acute heart failure.
ClinicalTrials.gov · Sep 9, 2026 · Phase 1 Trial
Phase 1 interventional study of a novel PET tracer in healthy volunteers and disease groups; no results reported in this registry record, only planned enrollment and outcome measures.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for an active interventional study with no results posted; it describes a planned stepped-wedge trial of a behavioral intervention (decision support and education) to improve VTE prophylaxis prescribing in cancer surgery, but enrollment and follow-up are incomplete.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a registry record for a planned observational study with no results reported; recruitment is ongoing with an estimated 52 participants per group and a projected completion date of March 2027.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a Phase 2 trial registration with no results posted; it describes planned enrollment and outcome measures only, representing early-stage efficacy and safety evaluation of an investigational agent.
arXiv · Sep 9, 2026 · Preprint
Mechanistic study of neural network circuit learning using controlled architectural interventions and ablations; reports reproducible effects but limited to synthetic tasks with small models and no comparison to established baselines or clinical relevance.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a Phase 2 trial registration with no posted results; it describes planned enrollment and outcomes but reports no efficacy or safety data.
ClinicalTrials.gov · Sep 9, 2026 · Observational Study
This is a registry record for a planned observational study with no results reported; it describes study design and protocol only, making it preliminary evidence documentation rather than evidence of efficacy or safety.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2/3 Trial
A terminated Phase 2/3 RCT with no results posted; the registry record documents planned design and enrollment only, without outcome data or efficacy findings.
ClinicalTrials.gov · Sep 9, 2026 · Phase 2 Trial
This is a Phase 2 trial registry record with no results posted; enrollment is complete but outcomes have not yet been reported or analysed.
ClinicalTrials.gov · Sep 9, 2026 · Phase Early Phase 1 Trial
Early-phase uncontrolled trial (Phase 1) examining dietary supplements in Alzheimer's disease with surrogate endpoints (brain glucose uptake, inflammation) and cognition measures; no results yet reported in this registry record.
ClinicalTrials.gov · Sep 9, 2026 · Interventional Study
This is a registry record for an active cluster trial with no reported results; the study design is sound but outcomes remain unmeasured and unknown.
Pakistan Journal of Pharmaceutical Sciences · Journal article
Single-center animal study with mechanistic validation but no human data, uncontrolled design, and surrogate endpoints only; insufficient for clinical guidance despite sound experimental approach.
The Lancet. Planetary Health · Journal article
Umbrella review synthesizing nine systematic reviews on ecological-collective-flourishing mechanisms; evidence for causality is weak, largely cross-sectional and qualitative, with no examination of reciprocal human-non-human effects.
Preprints and hypothesis-generating work. Not peer reviewed or not yet confirmed.
arXiv · Sep 9, 2026 · Preprint
This is an arXiv preprint describing a novel computational method for uncertainty quantification in 3D rendering; it has not undergone peer review and reports primarily technical metrics rather than clinical or translational outcomes.
arXiv · Sep 9, 2026 · Preprint
This is a methodological preprint on arXiv describing a machine learning framework for tabular data feature transformation; it has not undergone peer review and presents no clinical data or human studies.
arXiv · Sep 9, 2026 · Preprint
This is an unrefereed technical preprint describing a software optimization method for on-device LLM inference; it reports comparative performance metrics but has not undergone peer review.
arXiv · Sep 9, 2026 · Preprint
This is a theoretical computer science paper establishing complexity separations between deterministic and randomized learners using oracle queries; it advances our understanding of learning theory but does not address a clinical or biomedical question.
arXiv · Sep 9, 2026 · Preprint
This is a mechanistic analysis of transformer internals using post-hoc interpretability methods; it raises questions about component interactions and causal roles rather than testing clinical or practical hypotheses with controlled comparisons.
arXiv · Sep 9, 2026 · Preprint
This preprint presents theoretical modeling, controlled demonstrations in formal domains (program synthesis), and a proposed paradigm without peer review or evidence of real-world clinical or deployed reasoning system validation.
Records where the abstract did not support a firm read.
arXiv · Sep 9, 2026 · Preprint
This is a preprint on a computational method without clinical validation, patient data, or evidence of applicability to medical practice; the source does not establish whether the approach has clinical or scientific utility.
arXiv · Sep 9, 2026 · Preprint
This is a theoretical computer science result on algorithmic complexity and approximation bounds, not a clinical or empirical study, and establishes mathematical limits rather than actionable evidence.