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Endothelial Progenitor Cells

2003· review· en· W2113117342 on OpenAlex

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Bibliographic record

VenueCirculation · 2003
Typereview
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicAngiogenesis and VEGF in Cancer
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineProgenitor cellEndothelial stem cellEndothelial progenitor cellCell biologyVasculogenesisProgenitorStem cellIn vitroGenetics

Abstract

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HomeCirculationVol. 107, No. 24Endothelial Progenitor Cells Free AccessReview ArticlePDF/EPUBAboutView PDFView EPUBSections ToolsAdd to favoritesDownload citationsTrack citationsPermissions ShareShare onFacebookTwitterLinked InMendeleyReddit Jump toFree AccessReview ArticlePDF/EPUBEndothelial Progenitor CellsNew Hope for a Broken Heart Paul E. Szmitko, Paul W.M. Fedak, Richard D. Weisel, Duncan J. Stewart, Michael J.B. Kutryk and Subodh Verma Paul E. SzmitkoPaul E. Szmitko From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. , Paul W.M. FedakPaul W.M. Fedak From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. , Richard D. WeiselRichard D. Weisel From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. , Duncan J. StewartDuncan J. Stewart From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. , Michael J.B. KutrykMichael J.B. Kutryk From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. and Subodh VermaSubodh Verma From the Divisions of Cardiology (D.J.S., M.J.B.K.) and Cardiac Surgery (P.E.S., P.W.M.F., R.D.W., S.V.), University of Toronto, Toronto, Ontario, Canada. Originally published24 Jun 2003https://doi.org/10.1161/01.CIR.0000074242.66719.4ACirculation. 2003;107:3093–3100Mr S. is a 62-year-old restaurant owner who has had recurrent stable angina that has not improved despite maximal medical therapy and an earlier coronary bypass. On angiography, Mr S. has diffusely diseased coronary vessels and is no longer considered a candidate for further direct revascularization. An alternative treatment strategy for revascularizing ischemic tissue is therefore required. One potential strategy, therapeutic neovascularization, aims to promote the formation of natural bypasses or collaterals within the ischemic tissue by harvesting the potential of endothelial progenitor cells (EPCs). This From Bench to Bedside article will explore the current concept of an EPC, the role EPCs play in neovascularization, the strategies used to maximize EPC number and function, the experimental and clinical evidence supporting EPC utility, and the future direction of EPC research.See p 2995What Are EPCs?Progenitor cells are primitive bone marrow (BM) cells that have the capacity to proliferate, migrate, and differentiate into various mature cell types. EPCs, in particular, possess the ability to mature into the cells that line the lumen of blood vessels.1 The first evidence indicating the presence of EPCs in the adult circulation emerged when mononuclear blood cells from healthy human volunteers were shown to acquire an endothelial cell–like phenotype in vitro and to incorporate into capillaries in vivo.2 These putative EPCs were characterized via expression of CD34 and vascular endothelial growth factor receptor-2 (VEGFR-2), 2 antigens shared by embryonic endothelial progenitors, and hematopoietic stem cells (HSCs). Subsequent studies confirmed that CD34+ cells isolated from BM or umbilical cord blood also had the capacity to differentiate into mature endothelial cells.3–5 However, both CD34 and VEGFR-2 are expressed on mature endothelial cells.6 Thus, the search for more unique EPC markers continued.In addition to CD34, early hematopoietic progenitor cells express CD133 (AC133), which is not expressed after differentiation.6,7 Using CD133 expression to define a very early subset of progenitor cells, Peichev et al8 isolated a VEGFR-2+/CD133+/CD34+ subpopulation of cells able to differentiate into mature endothelial cells. More recently, hematopoietic progenitor cells that express CD34 and fibroblast growth factor receptor-1, or coexpress CD34, CD133, and VEGFR-3, have been shown to behave as EPCs.9,10Currently, most studies that estimate the number of EPCs in the circulation measure the number of CD34+/VEGFR-2+ or CD133+/VEGFR-2+ cells.11,12 However, the expression of CD34 does not appear to be an absolute requirement for EPC identification. Populations of CD34− HSCs and CD34−/CD133+/VEGFR-2+ mesenchymal stem cells have been demonstrated to give rise to EPCs and generate mature endothelial cells.13,14 Thus, the lineage and exact phenotype of EPCs are not yet known.What Roles Do EPCs Have in the Adult?The endothelium is a single-cell lining covering the internal surface of blood vessels, cardiac valves, and numerous body cavities that plays an important role in thrombogenicity, anticoagulation, leukocyte and platelet adherence, and vessel wall contraction and relaxation.15 Endothelial dysfunction predisposes to vasoconstriction, thrombosis, and atherosclerosis.16 EPCs may play an important role in endothelium maintenance, being implicated in both reendothelialization and neovascularization.Restoration of the Endothelial LiningThe physiological significance of EPC mobilization was illustrated in studies in which the thoracic aortae of adult dogs that underwent BM transplantation were implanted with Dacron grafts.17 After 3 months, the grafts were retrieved and found to be colonized with CD34+ endothelial cells of donor origin, suggesting that endothelialization arose exclusively from BM-mobilized EPCs. In humans, the surfaces of left ventricular assist devices were found to be colonized with CD133+/VEGFR-2+ cells.8 Together, these studies suggest the existence of a population of EPCs in the peripheral circulation that contributes to rapid endothelialization to prevent thrombotic complications.The mobilization and incorporation of BM-derived EPCs has recently been shown to modulate reendothelialization at sites of endothelial cell damage.18,19 Both studies induced carotid artery endothelium injury and subsequently identified the incorporation of BM-derived endothelial cells at the site of injury. Thus, by restoring an intact endothelium, EPCs may participate in the maintenance of vascular homeostasis.EPCs and NeovascularizationIn the past, the vascularization of adult tissue was considered to occur via angiogenesis, the sprouting of new vessels from existing ones. It relies on the proliferation, migration, and remodeling of fully differentiated endothelial cells.20,21 However, with the discovery of circulating EPCs, it is currently believed that a combination of angiogenesis and a modified type of vasculogenesis contributes to neovascularization (Figure 1). Vasculogenesis refers to the formation of blood vessels de novo out of primitive EPCs during embryological development.6,21 With evidence suggesting EPC incorporation into the vasculature, EPC-dependent neovascularization in adults may represent a third means of blood vessel formation, paralleling developmental vasculogenesis in the embryo. EPCs may serve as the substrate for new vessel formation and simultaneously exert a paracrine effect to promote angiogenesis. Download figureDownload PowerPointFigure 1. EPCs facilitate neovascularization and angiogenesis. Mobilization of EPCs from BM is enhanced by VEGF, angiopoietin-1, fibroblast growth factor (FGF), GM-CSF, MMP-9 activity, pharmacological agents such as statins, and erythropoietin (EPO).Evidence for the potential of EPCs to participate in new blood vessel formation emerged from studies that demonstrated the formation of capillary-like structures from isolated HSCs or ex vivo expanded EPCs.3,22 The contribution of BM-derived cells to neovascularization, after ischemic injury in vivo, was shown in experiments using labeled populations of stem cells to reconstitute lethally irradiated mice. Jackson et al23 demonstrated the incorporation of labeled endothelial cells in regions of myocardial infarction. Using a mouse retinopathy model, Grant et al24 demonstrated that the recruitment of endothelial precursors to sites of ischemic injury plays a significant role in neovascularization. Using a single green fluorescent protein (GFP)–expressing stem cell, the group successfully reconstituted lethally irradiated mice. Three weeks after photocoagulation of the retinal vasculature to induce retinopathy, the damaged retinal vessels were replaced with a new, developing GFP+ capillary network. BM-derived EPCs also contribute to neovascularization during the newborn period, are present in corpus luteal and endometrial neovasculature after inductive ovulation, and are incorporated into vessels during wound healing.25,26 However, pathological tumor angiogenesis also depends on the recruitment of hematopoietic and circulating endothelial precursor cells.27 Thus, blockade of EPC migration may serve as a new target for antiangiogenesis therapy.28 If EPC-mediated neovascularization could be medically influenced and optimized to restore sufficient blood flow to ischemic areas, therapeutic revascularization would be possible. But before the therapeutic potential of cell-based therapies is realized, the mechanisms underlying EPC differentiation, mobilization, and recruitment must be identified.What Factors Influence the Number of EPCs in the Circulation?The majority of EPCs reside in the BM in close association with HSCs and BM stromal cells that provide the microenvironment for hematopoiesis.1 Within the BM, the progenitor cells are at different stages of differentiation. Under steady-state physiological conditions, EPCs represent only 0.01% of circulating mononuclear cells.29 For the progenitor cells to leave the BM, mobilization, which is a dissociation of the contact between the stromal cell and the EPC, is required.6 This process is termed recruitment.EPC Recruitment and MobilizationEndogenous stimuli such as tissue ischemia as well as exogenous cytokine therapy have been demonstrated to promote the mobilization of EPCs. The development of regional ischemia in both rabbits and mice resulted in an increase in the number of circulating EPCs.30 Similarly, EPCs were mobilized in patients with vascular trauma or acute myocardial infarction (AMI).11,31 Flow cytometry revealed that EPC counts significantly increased in AMI patients compared with control subjects, an increase that was positively correlated to the elevated plasma levels of vascular endothelial growth factor (VEGF) in these patients.31 This capability of activating the endogenous regenerative capacity of EPCs is most likely mediated by chemokine and cytokine release.Several studies have shown that the angiogenic growth factor VEGF promotes mobilization of EPCs and their incorporation into sites of neovascularization.26,32–35 VEGF promotes angiogenesis by inducing proliferation, differentiation, and chemotaxis of endothelial cells.36 It is essential for hematopoiesis and angiogenesis as illustrated by the death of mice in utero that have a single VEGF allele.37 Multiple isoforms of VEGF are secreted—VEGF165 being the most abundant—that exert their biological effects through interaction with 2 tyrosine kinase receptors, VEGFR-1 and VEGFR-2.29 Both of these receptors are expressed on HSCs and EPCs. The secretion of VEGF by HSCs and other cells in the BM compartment may induce EPC proliferation, BM vascular remodeling, and modulation of adhesion molecule expression, promoting EPC migration from the BM.38 After VEGF administration in mice, EPCs were significantly increased in the circulation and displayed enhanced proliferative and migratory activity.32 In patients with lower limb ischemia who received VEGF gene transfer, there was an overall increase by >200% in circulating EPCs.34 These results suggest that VEGF overexpression can mobilize EPCs in humans. In addition to VEGF, other angiogenic growth factors, including angiopoietin-1, fibroblast growth factor, and stromal cell–derived growth factor-1 (SDF-1), stimulate EPC mobilization and recruitment.26,35,39 Placental growth factor, a member of the VEGF family, was shown to stimulate collateral vessel formation in ischemic heart and limbs by acting via VEGFR-1 and inducing the recruitment of BM-derived EPCs.40,41 In addition to the direct effects of VEGF on EPC mobilization, VEGF can also induce the release of hematopoietic growth factors, such as granulocyte-macrophage colony-stimulating factor (GM-CSF) by BM endothelial cells.42Several chemokines and cytokines have been shown to promote the mobilization of EPCs. In mice, exogenously administered GM-CSF specifically mobilized EPCs that contributed to improved vascularization in ischemic hindlimbs.30 Similarly, a clinical trial administering GM-CSF to patients with extensive coronary artery disease (CAD) documented an overall improvement in myocardial collateral flow.43 Although not determined, EPC recruitment to the myocardium may have contributed to this favorable outcome. Granulocyte colony stimulating factor (G-CSF), like GM-CSF, has been shown to increase the number of CD34+ cells that could stimulate neovascularization in regions of ischemic myocardium.4 Injection of the chemokine stem cell factor (SCF, sKitL) has also been shown to mobilize stem cells.6The recruitment of progenitor cells from the BM appears to require matrix metalloproteinase-9 (MMP-9) activity.44 MMP-9−/− mice have impaired stem cell mobilization and MMP inhibitors effectively block EPC mobilization. MMP-9 activity causes the shedding of SCF, which favors recruitment of c-kit–positive progenitors, such as EPCs, from the BM. The release of stem cell–active cytokines by metalloproteinase activity promotes the motility of otherwise quiescent EPCs.29 The mechanism by which placental growth factor recruits BM-derived progenitor cells was also demonstrated to involve upregulation of MMP-9 activity, meditating SCF release.41 Once recruited and mobilized, the EPCs must home to and differentiate at the site of endothelialization.EPC Homing and DifferentiationThe same factors responsible for mobilization may also play a role in EPC migration and incorporation. Increased expression of VEGF, after either vascular injury or exogenous delivery, recruits EPCs. EPC migration to the site of vascular injury paralleled plasma VEGF elevation.11 Similarly, implantation of either a VEGF-loaded Matrigel plug or a VEGF pellet stimulated neovessel formation at the implantation site with a significant contribution by EPCs.38,45 This suggests that EPCs were drawn to the site of implantation by VEGF. SDF-1 may also contribute to EPC homing. SDF-1, which is elevated after myocardial infarction, binds to the chemokine receptor CXCR-4, which is highly expressed on EPCs.39,46,47To support homing to and incorporation into sites of vascular injury, the adhesiveness of EPCs may be altered. After human EPCs were exposed to simvastatin, the expression of integrin subunits α5β1 and αvβ5 was upregulated.18 Both α5β1 and αvβ5 are known to play a role in angiogenesis.48 These simvastatin-treated EPCs displayed increased incorporation into the neoendothelium of balloon-injured carotid arteries, which was abrogated on integrin receptor blockade.18 These results suggest that homing to and incorporation into foci of ischemic or vascular injury is determined not only by the number of circulating EPCs but also by the adhesiveness of EPCs, which changes during maturation. The mechanisms mediating EPC homing and differentiation are just beginning to be elucidated. Future work understanding these pathways may lead to new targets that can be exploited to maximize the efficiency of EPC-mediated neovascularization.Influence of Cardiovascular Risk Factors on EPCsEPC characterization in CAD patients was conducted by Vasa et al.12 The study reported an inverse correlation between the number of cardiovascular risk factors and the number and migratory activity of EPCs. Smoking was determined to be the major independent predictor for reduced EPC levels, whereas impairment of EPC migration was mainly influenced by hypertension. The mechanisms by which atherosclerotic risk factors reduce EPC number and function remain to be determined. However, Vasa et al12 speculate that these mechanisms may involve increased apoptosis of EPCs or interference with pathways regulating EPC differentiation and mobilization. Recently, it has been suggested that the levels of EPCs may serve as a surrogate biological marker for vascular function and cumulative cardiovascular risk.49What Pharmacological Strategies Augment EPC Mobilization and Differentiation?Aside from the use of exogenously administered growth factors, cytokines, or chemokines, HMG-CoA reductase inhibitors or statins have been shown to enhance EPC mobilization and function. Statins possess favorable effects such as endothelial function improvement independent of cholesterol reduction.50 Dimmeler et al51 and Llevadot et al52 both demonstrated that statins increased EPC differentiation in vitro and enhanced mobilization of EPCs in vivo. These favorable effects were likely mediated via the phosphatidyl inositol–3-kinase/Akt pathway, a pathway also utilized by angiogenic growth factors to influence HSC differentiation.53 Treatment with statins promoted angiogenesis in normocholesterolemic animals and resulted in the accumulation of marrow-derived endothelial cells at sites of corneal neovascularization.52,54 The ability of statins to mobilize EPCs is further illustrated by the 3-fold increase in circulating EPCs in stable CAD patients after 4 weeks of atorvastatin treatment.55 Thus, the potential of statins to increase the number of circulating EPCs that can participate in repair after ischemic injury may contribute to the mechanism by which statins enhance coronary blood flow in patients with stable CAD.56Statin therapy has also been shown to accelerate reendothelialization after vascular injury.18,19 Statins increased EPC mobilization and their incorporation into sites of damaged endothelium, minimizing the development of intimal hyperplasia. Modulation of integrin receptor expression was also induced by statin therapy, altering the adhesiveness of cells, which may promote EPC homing.18 Thus, statins may limit neointimal formation and ultimately the occlusion of diseased vessels in part by enhancing the mobilization and homing of EPCs after vascular injury.What Evidence Is There That EPCs Are Useful for Regeneration and Repair?With the identification of EPCs as important players in adult neovascularization, several studies have attempted to utilize EPCs to restore blood flow to ischemic tissue. Most have involved the transplantation of ex vivo expanded EPCs.EPC Transplantation for Peripheral IschemiaThe transplantation of EPCs significantly improved blood flow recovery and capillary density in several animal hindlimb ischemia models. Kalka et al57 demonstrated that ex vivo expanded human EPCs (hEPCs) could be used successfully to promote neovascularization of ischemic hindlimbs in athymic nude mice. Mice receiving hEPCs had increased capillary density and significantly improved blood flow in the ischemic limb after transplantation. The perfusion in the hEPC-transplanted mice was sufficient to significantly increase the chance of successful limb salvage. Subsequent studies showed that autologous BM cell transplantation in a rat ischemic hindlimb model and BM mononuclear cell transplantation in a rabbit model of hindlimb ischemia were able to improve collateral vessel formation and blood perfusion in the ischemic limb.58,59 Furthermore, EPC transplantation induces blood flow recovery in the ischemic hindlimbs of both diabetic mice and rats, suggesting that EPC-mediated neovascularization can still occur under disease conditions and thus be applied as a therapeutic treatment in the patients who would benefit most.60,61EPC Transplantation for Ischemic MyocardiumJust as progenitor cell transplantation restored blood flow to ischemic hindlimbs, EPC transplantation after myocardial infarction also induced neovascularization. Kawamoto et al62 demonstrated that transplanted, ex vivo expanded hEPCs had a favorable impact on the preservation of left ventricular function. After the induction of myocardial ischemia, labeled hEPCs were injected intravenously. The hEPCs were shown to accumulate in the ischemic area and to participate in myocardial neovascularization. Echocardiography revealed ventricular dimensions that were significantly smaller and fractional shortening that was significantly greater in the hEPC transplant. The transplant group also had less ventricular scarring and better-preserved wall motion. Similar findings were documented by Kocher et al4 after the transplantation of G-CSF–mobilized CD34+ human cells containing both HSCs and EPCs. Transplantation was shown to improve myocardial function, prevent cardiomyocyte apoptosis, and limit myocardial remodeling. Neovascularization was observed both within the myocardial infarct and along the infarct border. However, endothelial cells of human origin tended to localize at the infarct core, whereas rat-derived endothelial cells contributed to new vessel formation at the infarct border. This suggests that BM-derived progenitor cells may directly contribute to in situ vessel formation in the core region and stimulate angiogenic sprouting from existing endothelium at the infarct border.A subsequent study using a swine myocardial infarction model showed that the implantation of BM-derived mononuclear cells, cells that actively differentiated to endothelial cells in vitro, improved regional cardiac function.63 Three weeks after implantation, regional blood flow, capillary density, and the number of visible collateral vessels were significantly higher in transplant recipients compared with controls, with no malignant ventricular arrhythmias or bone formation by osteoblasts detected. Kamihata et al63 conclude that BM implantation represents a novel and safe strategy to achieve therapeutic angiogenesis. The beneficial effects are likely mediated by the ability of the transplanted cells to incorporated into new vessels and to promote angiogenesis through angiogenic However, a study has shown that EPCs can into and thus may assist with cardiomyocyte after Transplantation in results from clinical the and of autologous progenitor cell transplantation are The using Transplantation involved autologous implantation of BM mononuclear cells in patients with ischemic limbs as a of peripheral 4 weeks after the of BM mononuclear cells into the of and peripheral blood mononuclear cells into the other as a control in patients with ischemia, various were into which the BM mononuclear cells were injected had a significantly improved an improved a significant in and an increase in were at weeks with no These results were to the ability of marrow cells to therapeutic angiogenesis by both EPCs and angiogenic studies that of autologous progenitor cells after AMI appears to be safe and in remodeling The Transplantation of Progenitor Cells and Regeneration in was to the and of autologous progenitor cell transplantation in patients with ischemic heart patients with AMI were to an of either BM-derived or circulating progenitor cells into the infarct 4 months, transplantation of progenitor cells resulted in a significant increase in left ventricular improved regional wall in the infarct reduced left ventricular and increased myocardial in the infarct compared with a were between the and BM-derived progenitor cell and no malignant arrhythmias or were clinical trial patients with AMI who were by transplantation of autologous mononuclear BM cells in addition to After 3 months, the group receiving cell transplantation showed a significant in infarct region and a significant increase in wall compared with AMI patients with therapy The transplant group also showed significant in left ventricular and perfusion of the infarct the results of these 2 studies suggest that of progenitor cells can improve after AMI (Figure However, the results from are before the clinical of AMI patients receiving cell transplantation is Download figureDownload PowerPointFigure potential of EPCs. of EPCs in patients with AMI may have the potential to restore myocardial function to the damaged EPC transplantation left ventricular coronary blood flow and myocardial and left ventricular the Future the results from both animal studies and early human clinical the future for therapeutic neovascularization mediated by EPC transplantation appears the discovery of EPCs in the adult circulation a of to the mechanisms EPC mobilization, differentiation, and function has been However, more in these and pathways is to on biological conditions may be optimized to increase neovascularization in patients with CAD or peripheral Future that EPC transplantation with growth factor, and pharmacological may improve the therapeutic in One potential strategy may involve EPCs before et demonstrated that gene of VEGF into EPCs ex vivo and of these modified EPCs into the ischemic hindlimbs of mice significantly increased neovascularization and hindlimb perfusion compared with mice transplanted with EPCs. These EPCs displayed enhanced proliferation, and incorporation and may not only as substrate for new vessels but also as VEGF promoting the migration, proliferation, and remodeling of differentiated endothelial cells in the target ischemic tissue. Thus, by enhancing the angiogenic and regenerative of EPCs before a more therapeutic strategy for neovascularization in patients with ischemic disease will be However, strategies enhancing EPC function may not to be beneficial in population and may have such as enhancing tumor angiogenesis. Although EPC transplantation is not currently for it is that this treatment will of in the in the a in the of EPC were was demonstrated to enhance EPC mobilization et et showed that the beneficial effects of statins to the of EPC and the induction of EPC from et suggest that may provide a for the homing of transplanted EPCs. from group that the marker at known to vascular EPC and differentiation Verma et by the Heart and of and for to Verma and to Subodh of Cardiac Toronto, Ontario, from to et of putative progenitor endothelial cells for angiogenesis. et endothelialization and formation in grafts with CD34+ bone marrow cells. Kocher et Neovascularization of ischemic myocardium by human bone marrow-derived cardiomyocyte apoptosis, and cardiac function.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.996
Threshold uncertainty score0.801

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.036
GPT teacher head0.310
Teacher spread0.275 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it