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Grounded synthesis for “Standard Model & String Theory”
In String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography [1], D-Brane Microstate Statistical Mechanics carries a "Supported" verdict (Strominger & Vafa (1996) statistical entropy derivation for five-dimensional extremal BPS black holes): Reproduces the thermodynamic Bekenstein–Hawking formula S = A / (4G) with precise numerical prefactors — Proves that black hole entropy corresponds to unitary microstate degeneracies rather than fundamental information loss. [2] In String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography [1], Swampland Conjectures & Quantum Gravity Consistency carries a "Targeted" verdict (Vafa (2005) Weak Gravity Conjecture and Ooguri et al. (2019) de Sitter Swampland Conjecture): Severely constrains slow-roll inflation and positive cosmological constants, predicting rolling quintessence dark energy — Provides predictive constraints on cosmological models by demanding consistency with string compactifications. [3]
[T1] The Higgs boson mass is established at 125.11 ± 0.11 GeV across diphoton and four-lepton decay channels, confirming the scalar sector of the electroweak Standard Model. [4] [5] [T1] The electron anomalous magnetic moment matches 10th-order Quantum Electrodynamics (QED) calculations to within 0.13 parts per trillion, confirming QFT gauge perturbation theory to 12 decimal places. [6] [7] [T1] Axiomatic mathematical structures provide an invariant, rigorous formal language that models physical dynamics and economic equilibrium across diverse multi-scale phenomena. [8] [9]
Calibrated baseline benchmark in String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography [1]: 10^500 vacua — Estimated size of the string theory landscape of flux-stabilized Calabi–Yau compactifications (Douglas, JHEP (2003); Ashok & Douglas (2004)).
Matched interventions in the Evaluated Decision Ledger
| Intervention / Lever | Verdict | Best evidence & measured effect | Discipline |
|---|---|---|---|
| D-Brane Microstate Statistical MechanicsCounting degenerate quantum open string microstates ending on intersecting D-brane solitonic configurations. | Supported | Reproduces the thermodynamic Bekenstein–Hawking formula S = A / (4G) with precise numerical prefactorsStrominger & Vafa (1996) statistical entropy derivation for five-dimensional extremal BPS black holes | String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography |
| Swampland Conjectures & Quantum Gravity ConsistencyDelineating consistent low-energy effective field theories from the 'Swampland' of theories that cannot be completed in quantum gravity. | Targeted | Severely constrains slow-roll inflation and positive cosmological constants, predicting rolling quintessence dark energyVafa (2005) Weak Gravity Conjecture and Ooguri et al. (2019) de Sitter Swampland Conjecture | String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography |
| QCD Asymptotic Freedom & Gluon HadronizationLogarithmic decrease of strong coupling α_s(μ) with momentum scale μ due to non-Abelian gluon self-coupling antiscreening. | Supported | Allows perturbative QCD calculations for high-p_T jet cross sections and parton distribution functions at collidersGross, Wilczek & Politzer 1973 Nobel prize; LEP α_s determinations; Deep Inelastic Scattering at HERA | The Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies |
| PMNS Neutrino Mixing & Seesaw Mass GenerationUnitary transformation connecting neutrino flavor eigenstates (ν_e, ν_μ, ν_τ) to mass eigenstates (ν_1, ν_2, ν_3), mediated by three mixing angles and one Dirac CP phase. | Supported | Explains solar, atmospheric, and reactor neutrino flavor transitions, definitively establishing non-zero neutrino masses beyond minimal SMSuper-Kamiokande 1998; SNO 2001/2002; Daya Bay θ_13 measurement 2012 | The Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies |
Graded findings (24)
- T3 · Observational, largeContestedThe Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies →
The experimental anomalous magnetic moment of the muon measured at Fermilab and BNL exceeds the 2020 dispersive Standard Model theoretical prediction by 5.1 standard deviations.
Fermilab E989 Run 1–3 precision measurement (Aguillard et al. 2023) compared to the Muon g-2 Theory Initiative white paper.
- Measurement of the Positive Muon Anomalous Magnetic Moment to 0.20 ppm (Physical Review Letters, 2023, cohort)
- Leading hadronic contribution to the muon magnetic anomaly from lattice QCD (Nature, 2021, computational)
- T1 · Synthesis of trialsThe Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies →
The Higgs boson mass is established at 125.11 ± 0.11 GeV across diphoton and four-lepton decay channels, confirming the scalar sector of the electroweak Standard Model.
Combined LHC Run 1 and Run 2 precision measurements by the ATLAS and CMS collaborations (2015).
- Combined Measurement of the Higgs Boson Mass in pp Collisions at √s = 7 and 8 TeV with the ATLAS and CMS Experiments (Physical Review Letters, 2015, meta analysis)
- T2 · Randomised trialThe Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies →
Solar and atmospheric neutrino oscillations definitively prove that active neutrinos possess non-zero masses and flavor mixing, violating the minimal Standard Model assumption of massless neutrinos.
Direct neutral- and charged-current heavy-water measurements by the Sudbury Neutrino Observatory (2001) and Super-Kamiokande.
- Measurement of the Rate of ν_e + d → p + p + e⁻ Interactions Produced by ⁸B Solar Neutrinos at the Sudbury Neutrino Observatory (Physical Review Letters, 2001, cohort)
- T5 · Preclinical or mechanisticString Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography →
String theory yields UV-finite scattering amplitudes for gravitons by replacing zero-dimensional point vertices with smooth two-dimensional worldsheets.
Modular invariance of the torus worldsheet prevents ultraviolet divergences in closed string perturbation theory.
- String theory dynamics in various dimensions (Nuclear Physics B, 1995, computational)
- Anomaly cancellations in supersymmetric D=10 gauge theory and superstring theory (Physics Letters B, 1984, computational)
- T5 · Preclinical or mechanisticString Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography →
The five 10-dimensional superstring theories are non-perturbatively unified via S- and T-duality webs into an eleven-dimensional overarching theory (M-theory).
Witten (1995) established strong-coupling dualities mapping heterotic and type II theories into each other and 11D supergravity.
- String theory dynamics in various dimensions (Nuclear Physics B, 1995, computational)
- T5 · Preclinical or mechanisticDebatedString Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography →
Calabi–Yau flux compactifications generate a landscape of ~ 10^500 metastable vacua, preventing unique low-energy predictive derivations of Standard Model parameters.
KKLT and subsequent flux vacuum enumerations establish an astronomically vast discrete vacuum landscape.
- de Sitter vacua in string theory (Physical Review D, 2003, computational)
- T1 · Synthesis of trialsDual Ovarian Stimulation and Follicular Wave Dynamics →
Follicular development follows a wave-like model allowing for the recruitment of up to three cohorts of follicles per menstrual cycle, contradicting the theory that recruitment only occurs in the follicular phase.
This physiological model provides the biological foundation for DuoStim and random-start IVF protocols.
- Regulation of ovarian function in domestic animals: translational insights into human ovarian dynamics and dysfunction (Frontiers in Endocrinology, 2026, expert opinion)
- DuoStim – a reproducible strategy to obtain more oocytes and competent embryos in a short time-frame aimed at fertility preservation and IVF purposes. A systematic review (Upsala Journal of Medical Sciences, 2020, systematic review)
Deep learning models such as iDAScore show a positive association with embryo euploidy (AUC 0.60-0.68) and live birth rates, though evidence is mixed regarding their superiority over standard morphological grading in RCTs.
Evidence suggests AI-assisted selection may improve clinical outcomes in some settings, yet the "golden standard" of morphology remains competitive in rigorous clinical trials.
- Deep Learning Models: Their Relationship with Embryonic Euploidies and Reproductive Outcomes. (Genes, 2025, systematic review)
- The 'golden fleece of embryology' eludes us once again: a recent RCT using artificial intelligence reveals again that blastocyst morphology remains the standard to beat. (Human reproduction (Oxford, England), 2025, rct)
- Artificial Intelligence in Embryo Selection (Path of Science, 2025, cohort)
- T5 · Preclinical or mechanisticQuantum Mechanics, Quantum Field Theory & Particle Physics →
QUANTUM ESPRESSO is an integrated suite of computer codes for electronic-structure calculations and materials modeling, based on density-functional theory, plane waves, and pseudopotentials (norm-conserving, ultrasoft, and projector-augmented wave).
Extracted from indexed computational literature (2009, 6238 citations).
- QUANTUM ESPRESSO: a modular and open-source software project for quantum simulations of materials. (Journal of physics. Condensed matter : an Institute of Physics journal, 2009, computational)
- T6 · Opinion, news or unverifiedInformation Theory, Cybernetics & Rhetoric →
The method of dispersion correction as an add-on to standard Kohn-Sham density functional theory (DFT-D) has been refined regarding higher accuracy, broader range of applicability, and less empiricism.
Extracted from indexed expert opinion literature (2010, 23775 citations).
- A consistent and accurate ab initio parametrization of density functional dispersion correction (DFT-D) for the 94 elements H-Pu. (The Journal of chemical physics, 2010, expert opinion)
- T3 · Observational, largeEconomics & Political Economy →
Standard consumption-based capital asset pricing models fail empirical Hansen-Jagannathan volatility bounds due to severe equity premium and risk-free rate puzzles.
Seminal econometric duality theorem of Hansen and Jagannathan (1991).
- Implications of Security Market Data for Models of Dynamic Economies (Journal of Political Economy, 1991, computational)
- T3 · Observational, largeString Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography →
LHC multi-TeV proton collision data exclude low-energy electroweak-scale supersymmetry, pushing gluino masses above 2.3 TeV and challenging natural supersymmetric models.
ATLAS and CMS Run 2/3 direct searches found zero supersymmetric partners up to 2.3 TeV.
- The Large N Limit of Superconformal Field Theories and Supergravity (International Journal of Theoretical Physics, 1998, computational)
- T5 · Preclinical or mechanisticQuantum Gravity, String Theory & Loop Quantum Gravity →
Pure 4D Einstein gravity is perturbatively non-renormalizable at two loops, demonstrating that conventional perturbative field theory fails at the Planck scale.
Explicit calculation of the non-vanishing on-shell 2-loop counterterm by Goroff and Sagnotti (1986).
- The ultraviolet behavior of Einstein gravity (Nuclear Physics B, 1986, computational)
- T5 · Preclinical or mechanisticString Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography →
Anti-de Sitter supergravity is exactly dual to boundary conformal field theory (AdS/CFT), demonstrating that bulk spacetime geometry emerges from boundary quantum entanglement.
Verified across thousands of tests relating N=4 SYM and Type IIB supergravity, supported by Ryu–Takayanagi entanglement.
- Holographic Derivation of Entanglement Entropy from AdS/CFT (Physical Review Letters, 2006, computational)
- The Large N Limit of Superconformal Field Theories and Supergravity (International Journal of Theoretical Physics, 1998, computational)
- T5 · Preclinical or mechanisticDebatedThe Standard Model: Gauge Symmetries, Electroweak Unification, QCD & Anomalies →
Ab initio lattice QCD determinations of the hadronic vacuum polarization increase the predicted SM muon magnetic moment, reconciling theory with experiment but creating tension with e⁺e⁻ cross-section data.
BMW Collaboration sub-percent lattice QCD computation published in Nature (Borsanyi et al. 2021).
- Leading hadronic contribution to the muon magnetic anomaly from lattice QCD (Nature, 2021, computational)
Deep-learning embryo selection models fail to demonstrate non-inferiority compared with conventional morphology in clinical pregnancy within randomized trial evaluation, and Cochrane reviews show no evidence that time-lapse imaging improves live birth or clinical pregnancy rates over standard incubation.
Commercial adoption of automated grading and time-lapse imaging has preceded definitive clinical trial evidence confirming superior or non-inferior clinical outcomes.
- Automation in the IVF laboratory in 2026: four technology domains, an asymmetric evidence base, and the case for parallel development with clinician-side automation. (Journal of assisted reproduction and genetics, 2026, systematic review)
- T6 · Opinion, news or unverifiedPhysical Chemistry, Quantum Chemistry & Chemical Physics →
The method of dispersion correction as an add-on to standard Kohn-Sham density functional theory (DFT-D) has been refined regarding higher accuracy, broader range of applicability, and less empiricism.
Extracted from indexed expert opinion literature (2010, 23775 citations).
- A consistent and accurate ab initio parametrization of density functional dispersion correction (DFT-D) for the 94 elements H-Pu. (The Journal of chemical physics, 2010, expert opinion)
- T1 · Synthesis of trialsQuantum Mechanics, Quantum Field Theory & Particle Physics →
The electron anomalous magnetic moment matches 10th-order Quantum Electrodynamics (QED) calculations to within 0.13 parts per trillion, confirming QFT gauge perturbation theory to 12 decimal places.
Precision single-electron Penning trap measurements by Fan et al. (2023) combined with multi-loop QED evaluations.
- Measurement of the Electron Magnetic Moment (Physical Review Letters, 2023, in vitro)
- T1 · Synthesis of trialsFormal Sciences, Mathematics & Computing →
Axiomatic mathematical structures provide an invariant, rigorous formal language that models physical dynamics and economic equilibrium across diverse multi-scale phenomena.
Centuries of cumulative empirical validation in general relativity, quantum mechanics, and general equilibrium economics confirm the foundational necessity of axiomatic models.
- The Unreasonable Effectiveness of Mathematics in the Natural Sciences (Communications on Pure and Applied Mathematics, 1960, systematic review)
- Existence of an Equilibrium for a Competitive Economy (Econometrica, 1954, computational)
- Theory of Games and Economic Behavior (Princeton University Press, 1944, guideline)
- T1 · Synthesis of trialsBlastocyst Morphological Grading (Gardner AA/BB) & Zygote Pronuclear Scoring (2PN/1PN) →
The updated 2025 ESHRE/Alpha consensus (Istanbul update) provides 20 standardized guidelines for frequency, timing, and morphologic evaluation of oocytes, zygotes, and embryos.
Establishes international consensus standards for static and dynamic embryo grading in reproductive medicine.
- The Istanbul consensus update: a revised ESHRE/ALPHA consensus on oocyte and embryo static and dynamic morphological assessment, (Human Reproduction, 2025, unknown)
- T1 · Synthesis of trialsEctogenesis and Ex Utero Embryology →
Three-dimensional stem cell-derived embryo models, including blastoids and gastruloids, enable the modeling of post-implantation and gastrulation events ex vivo, demonstrating key molecular divergence between human and rodent lineages including differences in WNT-mediating TCF/LEF transcription factor expression.
In vitro synthetic embryo and gastruloid models bypass ethical and practical access limits to intrauterine post-implantation mammalian development.
- WNT-mediating TCF/LEF transcription factor gene expression in early human pluripotency and cell lineages differs from the rodent paradigm. (Journal of cell science, 2025, in vitro)
- Three‐dimensional stem cell models of mammalian gastrulation (BioEssays, 2024, systematic review)
- A new era of stem cell and developmental biology: from blastoids to synthetic embryos and beyond (Experimental & Molecular Medicine, 2023, expert opinion)
Black-box AI models in IVF have raised ethical and epistemic concerns regarding lack of interpretability, potentially misrepresenting patient values and complicating decision-making accountability.
There is a shift toward 'glass-box' or interpretable AI models to align with clinical trust and ethical transparency requirements.
- Balancing Technology, Ethics, and Society: A Review of Artificial Intelligence in Embryo Selection (Information, 2025, systematic review)
- A brief history of artificial intelligence embryo selection: from black-box to glass-box (Human Reproduction, 2023, systematic review)
- Interpretable, not black-box, artificial intelligence should be used for embryo selection (Human Reproduction Open, 2021, expert opinion)
- T1 · Synthesis of trialsZygote and Pronuclear Morphology Scoring →
An international consensus workshop established standardized terminology and grading criteria for human zygote pronuclear scoring alongside oocytes, cleavage embryos, and blastocysts.
Standardized pronuclear morphology criteria provide an internationally agreed framework for laboratory assessment of fertilization and early embryo quality.
- Impact of Prematuration Culture on Zygote Morphology in In Vitro Maturation: An Early Clue to Embryo Competence (International Journal of Infertility & Fetal Medicine, 2021, expert opinion)
- The Istanbul consensus workshop on embryo assessment: proceedings of an expert meeting (Human Reproduction, 2011, guideline)
- T1 · Synthesis of trialsEmbryo Morphokinetics and Time-Lapse Imaging →
Machine learning models and deep learning architectures (e.g., DINOv2, LSTM) can automate the identification of key morphokinetic events and predict blastocyst formation with high accuracy (over 96% in some tests).
Computational models demonstrate high accuracy in evaluating morphokinetic patterns, often outperforming manual human assessment.
- Predicting Blastocyst Formation in IVF: Integrating DINOv2 and Attention-Based LSTM on Time-Lapse Embryo Images (arXiv (Cornell University), 2026, computational)
- A novel deep learning approach to identify embryo morphokinetics in multiple time lapse systems (Scientific Reports, 2024, computational)
- Deep learning for embryo evaluation using time-lapse: a systematic review of diagnostic test accuracy (American Journal of Obstetrics and Gynecology, 2023, systematic review)
Papers, preprints & clinical trials (24)
- The Great Tao Model — The Yin-Yang Model of Elementary Particles and the Theory of Existence Field — Zeng J, Zeng T · Preprints.org · 2025 · expert opinion
DOI: 10.20944/preprints202501.1006.v2 · Read abstract & full text at official source ↗
Indexed in: Physics & Cosmology - Perturbative Gauge Theory as a String Theory in Twistor Space — Edward Witten · Communications in Mathematical Physics · 2004 · computational · 1850 citations
DOI: 10.1007/s00220-004-1187-3 · Read abstract & full text at official source ↗
- de Sitter vacua in string theory — Shamit Kachru, Renata Kallosh, Andrei Linde · Physical Review D · 2003 · computational · 3600 citations
DOI: 10.1103/physrevd.68.046005 · Read abstract & full text at official source ↗
- A detailed mathematical theory of thalamic and cortical microcircuits based on inference in a generative vision model — George D, Lázaro-Gredilla M, Lehrach W · bioRxiv · 2020 · expert opinion · 2 citations
DOI: 10.1101/2020.09.09.290601 · Read abstract & full text at official source ↗
- Twistor theory at fifty: from contour integrals to twistor strings. — Atiyah M, Dunajski M, Mason LJ · Proceedings. Mathematical, physical, and engineering sciences · 2017 · computational · 2 citations
DOI: 10.1098/rspa.2017.0530 · Read abstract & full text at official source ↗
- Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC — ATLAS Collaboration, G. Aad, B. Abbott · Physics Letters B · 2012 · cohort · 16800 citations
DOI: 10.1016/j.physletb.2012.08.020 · Read abstract & full text at official source ↗
- String theory dynamics in various dimensions — Edward Witten · Nuclear Physics B · 1995 · computational · 3100 citations
DOI: 10.1016/0550-3213(95)00158-o · Read abstract & full text at official source ↗
- Anomaly cancellations in supersymmetric D=10 gauge theory and superstring theory — Michael B. Green, John H. Schwarz · Physics Letters B · 1984 · computational · 3450 citations
DOI: 10.1016/0370-2693(84)91565-x · Read abstract & full text at official source ↗
- In Vitro Folliculogenesis in Mammalian Models: A Computational Biology Study — Nicola Bernabò, Chiara Di Berardino, Giulia Capacchietti · Frontiers in Molecular Biosciences · 2021 · computational · 12 citations
DOI: 10.3389/fmolb.2021.737912 · Read abstract & full text at official source ↗
Indexed in: In Vitro Gametogenesis and Oocyte Bioengineering - Approximate treatment of higher excitations in coupled-cluster theory. — Kállay M, Gauss J · The Journal of chemical physics · 2005 · expert opinion · 272 citations
DOI: 10.1063/1.2121589 · Read abstract & full text at official source ↗
- Calculation of excited-state properties using general coupled-cluster and configuration-interaction models. — Kállay M, Gauss J · The Journal of chemical physics · 2004 · expert opinion · 210 citations
DOI: 10.1063/1.1805494 · Read abstract & full text at official source ↗
- Molecular interactions between Anopheles stephensi midgut cells and Plasmodium berghei: the time bomb theory of ookinete invasion of mosquitoes. — Han YS, Thompson J, Kafatos FC · The EMBO journal · 2000 · expert opinion · 296 citations
DOI: 10.1093/emboj/19.22.6030 · Read abstract & full text at official source ↗
- Organoids and organ‐on‐a‐chip models for investigating the pathophysiology of the human reproductive system — Hong-Biao Zhang, Shiwen Deng, F G Jin · Interdisciplinary medicine · 2026 · expert opinion · 4 citations
DOI: 10.1002/inmd.70094 · Read abstract & full text at official source ↗
Indexed in: In Vitro Gametogenesis and Oocyte Bioengineering - Trial emulation for validating the clinical efficacy of a foundational AI model in embryo selection — Suraj Rajendran, Jonas E. Malmsten, Lorena Bori Arnal · npj Digital Medicine · 2026 · rct · 1 citations
DOI: 10.1038/s41746-026-02672-9 · Read abstract & full text at official source ↗
- Advances in Research on Models of Oligoasthenozoospermia. — Yang F, Ren Y, Zhang J · Reproductive sciences (Thousand Oaks, Calif.) · 2026 · unknown
DOI: 10.1007/s43032-025-02019-x · Read abstract & full text at official source ↗
- A proteomic signature of oocyte quality from models of varying oocyte developmental competence — Emily R. Frost, Dulama Richani, Anne Poljak · Human Reproduction · 2026
DOI: 10.1093/humrep/deag134 · Read abstract & full text at official source ↗
Indexed in: Ovarian Senescence and Epigenetic Clock Dynamics - A First-Principles Axiomatization of Physics—The Cosmic Continuum Component Model with Its Scale Topos and Braided Tensor Category Realization — Wang X · Preprints.org · 2026 · computational
DOI: 10.20944/preprints202606.0967.v4 · Read abstract & full text at official source ↗
Indexed in: Physics & Cosmology - Longitudinal developmental trajectories of weight-standardized lung function in preterm (28-36 + 6 weeks) vs. term infants and independent perinatal risk factors: a single-center prospective cohort study. — Chen R, Hou X, He T · Frontiers in pediatrics · 2026 · guideline
DOI: 10.3389/fped.2026.1925513 · Read abstract & full text at official source ↗
Indexed in: Advanced Maternal Age & Pregnancy After 40 - Construction of a Standardized Time-Lapse Imaging Database and a Gradient Boosting Ensemble Framework for Integrating Zygote Morphokinetic Parameters with Conventional Embryo Assessment — Mingpeng Zhao, Jie LIU, Dong Han · medRxiv · 2026 · cohort
DOI: 10.64898/2026.08.20.26359523 · Read abstract & full text at official source ↗
Indexed in: Zygote and Pronuclear Morphology Scoring - Performance-based payment models and value-based health care: a semi-systematic review through theoretical lenses. — Bernz I, Rabelo A, Malik AM · Frontiers in health services · 2026 · systematic review
DOI: 10.3389/frhs.2026.1816834 · Read abstract & full text at official source ↗
Indexed in: Economics & Political Economy - Artificial intelligence unlocks oocyte competence: MAGENTA outperforms clinical predictors and boosts euploidy modeling — Amanda Souza Setti, D P A F Braga, Maite del Collado · F&S Science · 2026 · cohort
DOI: 10.1016/j.xfss.2026.03.002 · Read abstract & full text at official source ↗
Indexed in: Oocyte Morphology Assessment - Biobanks as fiduciaries of biosamples and data: a legal and ethical analysis in the light of international standards. — Tsuruyama T, Hiratsuka T · Journal of law and the biosciences · 2026 · expert opinion
DOI: 10.1093/jlb/lsag020 · Read abstract & full text at official source ↗
Indexed in: Law & Jurisprudence - Artificial Intelligence-Assisted Embryo Selection in In Vitro Fertilisation: A Systematic Review of Model Performance and Clinical Evidence — Emmanuel E, Precious E · Research Square · 2026 · systematic review
DOI: 10.21203/rs.3.rs-11182063/v1 · Read abstract & full text at official source ↗
- The modeling of human implantation and early placentation: achievements and perspectives. — Dimova T, Alexandrova M, Vangelov I · Human reproduction update · 2025 · systematic review · 24 citations
DOI: 10.1093/humupd/dmae033 · Read abstract & full text at official source ↗
Indexed in: Ectogenesis and Ex Utero Embryology
Disciplines & indexed entities
Relativistic strings, Green–Schwarz anomaly cancellation, 11D M-theory, D-brane black hole microstates, Maldacena's AdS/CFT duality, the 10^500 landscape, and Swampland constraints.
Local SU(3)_C × SU(2)_L × U(1)_Y Yang–Mills gauge theory, QED anomalous magnetic moment precision, QCD asymptotic freedom and confinement, the Brout–Englert–Higgs mechanism, neutrino oscillations, and g-2 tensions.
Superstring theory, M-theory, AdS/CFT holographic correspondence, loop quantum gravity, spin foams, causal set theory, and asymptotic safety.
Galois groups, continuous Lie groups and Lie algebras, Noether's first and second theorems, Wigner's Poincaré representations, SU(3)×SU(2)×U(1) gauge symmetries, and renormalization scale invariance.
Wave mechanics, Hilbert space formalism, entanglement, decoherence, Quantum Electrodynamics, Quantum Chromodynamics, the Standard Model, and neutrino/collider physics.
Kolmogorov measure-theoretic probability, Brownian motion, Itô stochastic calculus, Doob martingales, Girsanov's theorem, Feynman–Kac PDE duality, Extreme Value Theory, Bayesian inference, and Random Matrix Theory.
Arrow–Debreu general equilibrium, Kahneman–Tversky prospect theory, Nash and Bayesian equilibria, Akerlof adverse selection, signaling, VCG/Milgrom–Wilson auctions, and stable matching.
Penrose–Hawking singularity theorems, cosmic censorship, trapped surfaces, the Penrose process, spin networks, twistor theory, aperiodic Penrose tilings, Conformal Cyclic Cosmology (CCC), and gravitational Objective Reduction (Orch-OR).
Claude Shannon's mathematical theory of communication, channel capacity and entropy, Norbert Wiener's cybernetics and feedback loops, and classical and modern rhetoric.
Marshall McLuhan ('the medium is the message', hot and cool media, the Global Village, the tetrad of media laws), Harold Innis (time- vs space-biased media), Walter Ong (orality and literacy), and digital media ecology.
Riemannian and Lorentzian manifolds, Levi-Civita curvature tensors, symplectic 2-forms, principal fibre bundles, Chern–Pontryagin invariants, Calabi–Yau manifolds, and information geometry.
State formation, democratic and republican institutions, public choice, international order, and science and technology policy.
Placenta-on-a-chip and endometrium-on-a-chip microfluidic platforms modeling trophoblast invasion, endocrine communication, and molecular transport under dynamic shear stress.
- Standardized Grading Systems0 findings
Comparative analysis of established scoring systems, such as those by Scott, Tesarik, and the ESHRE/ALPHA consensus.
Machine learning classifiers correlating morphokinetic and spatial embryo data with successful endometrial implantation, clinical pregnancy, and live birth outcomes.
- Germline Chromatin Remodeling0 findings
Characterization of the specific histone modifications that maintain genomic stability and totipotency during maturation.
Cooperative interactions and sterical regulation between hyaluronan matrices, MUC1 barrier shedding, integrin heterodimers, and selectin-mediated tethering.
Derivation of spermatogonial stem cells, meiotic progression, and haploid spermatid generation within synthetic or reconstituted testicular organoids.
Measurement of intra- and inter-operator variance in human visual grading, alongside harmonisation efforts with the Istanbul Consensus and ASEBIR systems.
Algorithms, deep neural networks, and hierarchical decision trees designed to predict blastocyst formation, ploidy status, and implantation potential from time-lapse data.
Role of granulosa cells, stromal microenvironment crosstalk, and exogenous growth factors (e.g., VEGF, bFGF) in follicle recruitment and survival.
Self-assembling pluripotency-derived embryoids, blastoids, and synthetic peri-gastrulation models recapitulating lineage segregation and patterning without gametic fertilization.
- Angiogenesis and Vascular Remodeling0 findings
Role of vascular endothelial growth factor (VEGF), microvascular density, and hypoxia-inducible factors in promoting microvascular regrowth in polyps.
Focuses on age-dependent collagen crosslinking, tissue stiffness, and senescent microenvironmental changes in ovarian cortical tissue, alongside antifibrotic interventions aimed at restoring mechanical elasticity.
- CERN Theory Division · Switzerland (lab)
Premier international institute researching theoretical high-energy physics, classical field theory limits, and beam dynamics symplectic modeling.
Branch: Classical Mechanics, Thermodynamics & Electromagnetism
- Chen-Ning Yang · United States (person)
Nobel laureate theoretical physicist who co-formulated Yang-Mills non-Abelian gauge theory, generalizing Maxwell's electrodynamics to the foundational architecture of the Standard Model.
Branch: Classical Electrodynamics, Maxwell's Equations & Continuum Field Dynamics
- Albert Einstein Institute (Max Planck Institute for Gravitational Physics) · Germany (lab)
Max Planck research institute devoted to General Relativity and Quantum Gravity, spanning gravitational wave analysis, canonical LQG, and string theory.
Branch: Quantum Gravity, String Theory & Loop Quantum Gravity
- CERN (European Organization for Nuclear Research) · Switzerland (lab)
The world's premier particle physics laboratory operating the Large Hadron Collider (LHC), testing the gauge symmetries of the Standard Model and searching for new physics.
Branch: Group Theory, Lie Algebras, Representation Theory & Noetherian Symmetry
- Center for Financial Metrics and Econophysics · France (lab)
Capital Fund Management quantitative research laboratory pioneered by Jean-Philippe Bouchaud and Marc Potters advancing statistical physics applied to financial markets.
Branch: Economics & Political Economy
- Didier Sornette · Switzerland (person)
Professor of Entrepreneurial Risks at ETH Zurich who formulated the Log-Periodic Power Law Singularity (LPPLS) model and Dragon-King extreme event theory.
Branch: Econophysics, Complex Financial Networks, Mandelbrot Fractals & Tail Risk
- Erik Verlinde · Netherlands (person)
Theoretical physicist and string theorist at the University of Amsterdam, known for proposing the entropic/emergent gravity hypothesis.
- Institut des Hautes Études Scientifiques (IHES) · France (lab)
Premier mathematical institute known for Alexander Grothendieck's modern algebraic geometry and foundational contributions to quantum field theory and string theory.
- Institute for Advanced Study (School of Natural Sciences) · United States (lab)
Princeton research institution that pioneered foundational breakthroughs in quantum field theory, non-perturbative gauge dynamics, and string duality.
Branch: Quantum Mechanics, Quantum Field Theory & Particle Physics
- Institute for Advanced Study (School of Natural Sciences) · United States (lab)
World-leading institute for theoretical physics, home to landmark developments in quantum field theory, superstring theory, and AdS/CFT holography.
Branch: Quantum Gravity, String Theory & Loop Quantum Gravity
- Kavli Institute for Theoretical Physics (KITP) · United States (lab)
Theoretical physics institute at UC Santa Barbara leading research programs in string compactifications, black hole physics, and quantum information.
Branch: String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography
- Perimeter Institute for Theoretical Physics · Canada (lab)
Independent research centre dedicated to foundational theoretical physics, fostering research across quantum gravity, string theory, and quantum foundations.
Branch: Quantum Gravity, String Theory & Loop Quantum Gravity
- School of Natural Sciences (IAS Princeton) · United States (lab)
Primary epicenter of superstring theory, M-theory, and holographic duality, where Witten, Maldacena, and collaborators pioneered string dualities.
Branch: String Theory, M-Theory, Calabi–Yau Compactification & AdS/CFT Holography
- Alan Mathison Turing · United Kingdom (person)
Pioneering computer scientist and mathematician who formalized the Turing Machine, proved the Halting Problem, and proposed the Turing Test for machine intelligence.
Branch: Logic, Computation, Information & Artificial Intelligence
- Albert Einstein · Germany (person)
Theoretical physicist who transformed human understanding of space, time, mass, and energy through Special and General Relativity, and contributed to quantum theory.
Branch: Differential Geometry, Manifolds, Tensor Calculus & Algebraic Topology
- Alvin E. Roth · United States (person)
Nobel laureate economist who pioneered market design, transforming game theory into applied engineering for medical residency matches and kidney exchanges.
Branch: Microeconomics, Game Theory, Information Economics & Mechanism Design
- Andrey Nikolaevich Kolmogorov · Russia (person)
One of the 20th century's greatest mathematicians who axiomatized probability theory, co-founded KAM theory, and created algorithmic complexity theory.
Branch: Functional Analysis, Operator Algebras, PDEs & Nonlinear Dynamical Systems
- Andrey Nikolaevich Kolmogorov · Russia (person)
Visionary Soviet mathematician who founded modern axiomatic probability theory, algorithmic complexity, and contributed fundamentally to turbulence and dynamical systems.
Branch: Probability Theory, Stochastic Calculus, Martingales & Mathematical Statistics
- Bernhard Riemann · Germany (person)
Visionary mathematician who revolutionized differential geometry, complex analysis (Riemann surfaces), and analytic number theory (Riemann hypothesis).
- Bernoulli Society for Mathematical Statistics and Probability · Netherlands (lab)
International scientific society dedicated to advancing the mathematical sciences of probability, stochastic processes, and mathematical statistics.
Branch: Probability Theory, Stochastic Calculus, Martingales & Mathematical Statistics
- Claude Elwood Shannon · United States (person)
Mathematician, electrical engineer, and cryptographer considered the 'father of information theory' and founder of digital circuit design theory.
Branch: Logic, Computation, Information & Artificial Intelligence
- Constantinos Skordis · Czech Republic (person)
Cosmologist and theoretical physicist at the Institute of Physics of the Czech Academy of Sciences, co-creator of the AeST relativistic MOND theory.
- Emmy Noether · Germany (person)
Groundbreaking German mathematician who revolutionized abstract ring theory, ideals, and proved Noether's Theorems uniting symmetry with physical conservation.
Branch: Group Theory, Lie Algebras, Representation Theory & Noetherian Symmetry
- Eugene F. Fama · United States (person)
Nobel laureate widely known as the father of modern finance, creator of the Efficient Market Hypothesis and empirical factor pricing models.
Branch: Financial Markets, Asset Pricing & Market Microstructure