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Record W2050004994 · doi:10.1038/sj.mt.6300204

Long-term Correction of β-Thalassemia With Minimal Cellular Requirement and Transplantation Modalities

2007· article· en· W2050004994 on OpenAlexaff
Hady Felfly, Marie Trudel

Bibliographic record

VenueMolecular Therapy · 2007
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsUniversité de MontréalMontreal Clinical Research Institute
Fundersnot available
KeywordsTransplantationErythropoiesisThalassemiaTherapeutic indexBone marrowMedicineBeta thalassemiaIneffective erythropoiesisStem cellImmunologyHaematopoiesisCancer researchInternal medicineBiologyPharmacologyAnemiaDrugCell biology

Abstract

fetched live from OpenAlex

Determination of minimal criteria, pre-transplantation regimens, and infusion modalities for effective and reproducible bone marrow (BM) therapy in β-thalassemia is of fundamental importance for clinical application. In this study, using repopulation assays, we first established the minimal proportion of normal BM stem cells that would result in therapeutic benefit in this red blood cell (RBC) disorder. Eight groups of stable chimeric hemizygous β-thalassemic (hemi-βthal) mice (10–89%) were systematically subjected to cellular, molecular, and patho-physiologic analyses for ∼2 years. In the chimeric hemi-βthal groups containing 19–24% normal donor cells, all RBC parameters and consequent erythropoiesis were significantly improved. Mice in the 24% chimeric group and above had marked reduction in organ pathology including iron deposits, and survived to a normal lifespan. Altogether, these results established that a range of 19–24% normal BM cells is sufficient for long-term significant correction of the hemi-βthal phenotype. We also determined concomitantly the minimal myelosuppression radiation doses, the number of cells to be infused, and the number of infusions required in order to attain this therapeutic range in hemi-βthal mice. Importantly, with prior minimal myelosuppression with 1 or 2 Gy, and using cell doses of 40 or 60 millions, 100% of the recipients were successfully engrafted at therapeutic levels, provided the cells were administered in two doses. This study has therefore determined the therapeutic chimeric level as 19–24% of normal cells, and has also defined the minimal transplantation modalities necessary for the stable and successful correction of the hemi-βthal phenotype. Determination of minimal criteria, pre-transplantation regimens, and infusion modalities for effective and reproducible bone marrow (BM) therapy in β-thalassemia is of fundamental importance for clinical application. In this study, using repopulation assays, we first established the minimal proportion of normal BM stem cells that would result in therapeutic benefit in this red blood cell (RBC) disorder. Eight groups of stable chimeric hemizygous β-thalassemic (hemi-βthal) mice (10–89%) were systematically subjected to cellular, molecular, and patho-physiologic analyses for ∼2 years. In the chimeric hemi-βthal groups containing 19–24% normal donor cells, all RBC parameters and consequent erythropoiesis were significantly improved. Mice in the 24% chimeric group and above had marked reduction in organ pathology including iron deposits, and survived to a normal lifespan. Altogether, these results established that a range of 19–24% normal BM cells is sufficient for long-term significant correction of the hemi-βthal phenotype. We also determined concomitantly the minimal myelosuppression radiation doses, the number of cells to be infused, and the number of infusions required in order to attain this therapeutic range in hemi-βthal mice. Importantly, with prior minimal myelosuppression with 1 or 2 Gy, and using cell doses of 40 or 60 millions, 100% of the recipients were successfully engrafted at therapeutic levels, provided the cells were administered in two doses. This study has therefore determined the therapeutic chimeric level as 19–24% of normal cells, and has also defined the minimal transplantation modalities necessary for the stable and successful correction of the hemi-βthal phenotype. Introductionβ-thalassemias are among the most frequently occurring human monogenic diseases, leading to high morbidity and mortality. This disorder is characterized by an abnormal level of hemoglobin (Hb) (α2β2) production due to decreased levels or complete absence of β-globin chain synthesis.In humans, the degree of imbalance in the ratio of β-globin chain to α-globin chain in red blood cells (RBCs) appears to be directly linked to the severity of β-thalassemia. The presence of excess unpaired α-globin chains in RBCs gives rise to aggregates or Heinz bodies, and morphologic changes including hypochromia, microcytosis, poikilocytosis, and anisocytosis, resulting in osmotic fragility, shortened RBC half-life, and anemia. This imbalance also hinders erythroid precursor maturation and promotes precursor destruction, rendering erythropoiesis ineffective. As a consequence of this primary defect, patients with severe β-thalassemia display general systemic alterations: significant levels of iron accumulation in multiple organs and tissues (due to erythroid cell destruction), massive erythroid hyperplasia, and extramedullary hematopoiesis to compensate the RBC loss, in addition to various pathologies mainly affecting spleen, kidneys, and liver.Individuals with severe thalassemia are dependent on repeated transfusions. However, this therapy causes additional iron overload in several organs and becomes life-threatening in the absence of continuous iron chelation. On the other hand, hematopoietic stem cell transfer by bone marrow transplantation (BMT), either from allogeneic sources or autologous following genetic correction, is potentially curative for thalassemia. Allogeneic BMT treatment requires suitable histocompatible donors. Even with a compatible donor, the patient is vulnerable to graft-versus-host disease, with the risk of early mortality.1Giardini C Galimberti M Lucarelli G Bone marrow transplantation in thalassemia.Annu Rev Med. 1995; 46: 319-330Crossref PubMed Scopus (18) Google Scholar,2La Nasa G Giardini C Argiolu F Locatelli F Arras M De Stefano P et al.Unrelated donor bone marrow transplantation for thalassemia: the effect of extended haplotypes.Blood. 2002; 99: 4350-4356Crossref PubMed Scopus (120) Google Scholar In principle, autologous BMT could prevent these complications. However, success in autologous BMT depends on the ability to achieve persistent therapeutic gene expression stable with a In BMT that complete bone marrow (BM) is necessary in order to thalassemia. However, of the of patients with stable BM G M et of β-globin stable in patients with thalassemia bone marrow 1995; Google M Lucarelli G P et of patients with persistent bone marrow PubMed Scopus Google Scholar the for on this hematopoietic on the of to achieve In order to the of autologous or allogeneic BMT and a of the of cells to be of the regimens, and the of transfer of the cells to the patients to be a or of β-thalassemia P thalassemia of the β-globin PubMed Scopus Google for PubMed Scopus Google for 1995; PubMed Scopus Google of human of the and in stem 1995; PubMed Scopus Google Scholar and most of these for of gene therapy et and correction of β-thalassemia by multiple in hematopoietic stem 2002; 99: PubMed Scopus Google C G et in β-thalassemic mice human PubMed Scopus Google C M treatment of β-thalassemia by transfer of the human β-globin 2002; 99: PubMed Scopus Google The degree of correction of β-thalassemia following transfer of a human gene is by and PubMed Scopus Google C M of and by human β-globin gene PubMed Scopus Google Scholar these on the importance of to the cells on the minimal level of cells necessary for long-term correction of the from the β-globin as hemizygous β-thalassemic (hemi-βthal) is the most for with that severe thalassemia of human of the and in stem 1995; PubMed Scopus Google Scholar of the of hematopoiesis and erythropoiesis in hemi-βthal mice of hematopoietic cells and early erythroid consequent to the shortened RBC and M and in in and β-globin hemizygous PubMed Scopus Google Scholar are to a for normal or RBCs the hemi-βthal we a and long-term study of the number of cells to be of the regimens, and modalities of The results from a repopulation established the minimal level of normal donor cells at 19–24% normal RBC to and leading to significant long-term in order to attain the required of as as stable and reproducible for correction of the we determined the minimal of and the effect of the of the of gene therapy BMT in human of normal erythroid cell in hemi-βthal chimeric order to the minimal of normal BM cells necessary for correction of the hemi-βthal mice a genetic were for repopulation transplantation M and in in and β-globin hemizygous PubMed Scopus Google Scholar mice were with two marked BM cell normal and that could be by a This to by the of normal and cell in the cell of the chimeric of marrow stem cell and on the mice at from 2 BMT We groups of hemi-βthal engrafted with of normal and cells, of and 100% normal blood cells at BMT The of in to the level of hematopoietic stem cell with normal the proportion of normal RBCs in group and normal cells significantly as a result of As in the the of normal RBCs ∼2 to that of the normal in the blood in groups of a for the normal RBCs of these hemi-βthal chimeric groups persistent and stable long-term that from 2 to and for all chimeric hemi-βthal in hemi-βthal mice with order to level of in hemi-βthal mice would a on the blood of the mice The hemi-βthal mice with normal a severe in RBC and in with chimeric mice with 100% normal This in with of severe in hemi-βthal mice in to the M and in in and β-globin hemizygous PubMed Scopus Google Scholar a level of normal sufficient to the of the at the level of normal that the RBC and levels by In the and of the RBCs in the chimeric group a correction that with a in the number of In the groups of and all parameters were significantly improved. In a significant in with an in maturation from high to to parameters of chimeric hemi-βthal normal blood red blood chimeric in a In order to range of in the blood would an on RBC we blood of hemi-βthal chimeric mice In the chimeric with the RBCs of hemi-βthal mice with normal with the presence of RBC and RBC and in the chimeric cell In these chimeric groups a reduction in the number of RBCs with α-globin chain or Heinz are of RBCs of proportion of β-globin chains blood cell of chimeric hemi-βthal mice. of a with from the chimeric group with normal blood cells red blood cell (RBC) and of a from the 100% chimeric group with normal from the 24% chimeric group marked of the in from the chimeric group normal RBC at osmotic of RBCs from hemi-βthal chimeric mice using a range of a by a for of the hemi-βthal chimeric normal and β-thalassemic RBC This of with the degree of RBC in these mice. of the RBCs from hemi-βthal mice with normal osmotic at a of In the mice with normal of the RBC at of to the chimeric mice with 100% normal RBC at levels of the that and the of the RBCs we the RBC by the of The hemi-βthal mice with normal a RBC the mice with 100% normal The groups of and a in the RBC 2 and the RBC to of erythropoiesis in hemi-βthal chimeric the of of hematopoiesis and erythropoiesis in hemi-βthal M and in in and β-globin hemizygous PubMed Scopus Google Scholar we the BM and of these mice. and maturation of hematopoietic and erythroid were by in of cells and of precursor cells, by of BM in chimeric mice with normal a in the number of cells to 100% chimeric group as also in M and in in and β-globin hemizygous PubMed Scopus Google Scholar chimeric mice with normal the range changes in the levels of cells and of BM in the the hematopoietic of chimeric mice with normal and with an in the number of cells to chimeric mice with 100% normal This is a in of of the cells that in the and the M and in in and β-globin hemizygous PubMed Scopus Google De M hematopoiesis in cell PubMed Google Scholar cell significantly in the chimeric groups with normal and to in the 100% chimeric with this in the the in these chimeric groups normal of and cells in chimeric hemizygous β-thalassemic mice normal chimeric in a the mice in the of erythroid maturation in BM and spleen, we the erythroid precursor cell in these of erythroid were and maturation by cell on the erythroid and the On the of the these are from the to the most the the the and and the In the BM of chimeric mice with normal the and a significant with chimeric mice with 100% normal In a significant in the to from the ratio of the to the BM erythropoiesis In the 24% chimeric the proportion of significantly in chimeric mice with normal of erythroid cell precursor maturation in chimeric hemi-βthal mice. of erythroid cell from bone marrow (BM) and are by cell The 24% chimeric group marked in early to erythroid in BM and spleen, with chimeric the spleen, the and were significantly in the chimeric mice with normal in with 100% normal the decreased to normal In with the of the BM the 24% chimeric group of mice a significant in the maturation of the to the leading to the correction of erythropoiesis in the groups with of parameters and in the 19–24% hemi-βthal chimeric is characterized by RBC and that result in massive as in the chimeric mice with normal The ratio of to significantly in the chimeric and the ratio to normal in the chimeric to a to that in the 100% chimeric with this in a in as in chimeric hemizygous β-thalassemic normal in were in chimeric blood in were in chimeric in a of these hemi-βthal chimeric mice that the chimeric group of severe with iron in several the spleen, and The pathology in the chimeric group a red and with RBC and significant erythroid with extramedullary In the 24% group the pathology a degree of with significantly decreased iron in the as as in and extramedullary hematopoiesis pathology in the chimeric hemi-βthal mice to that in human β-thalassemia G et and clinical in thalassemia and other with PubMed Scopus Google Scholar characterized by the presence of iron in the and in the that is with cells and The of pathology in the 24% chimeric group of mice. In the chimeric group the of the cells and of with and were in the 19–24% chimeric in iron in the also in the 19–24% chimeric group This in iron in the tissues results from the in RBC of the addition of a of normal RBCs with of chimeric hemi-βthal mice. of on with and of chimeric hemi-βthal mice with normal donor cells as mice with 24% normal donor cells and mice with 100% normal donor cells as In the 24% chimeric the and red blood cell (RBC) and were in various spleen, and by with and with iron were in all the tissues of the chimeric hemi-βthal mice at of and at In a marked in iron accumulation in tissues of 24% chimeric mice at of and at the levels in the organs of 100% chimeric mice at of and at in the also a reduction in the of cells and in order to the of the normal blood cell on the of chimeric the of mice In to the of chimeric mice with normal the chimeric mice had a significantly P of a at this level of Mice from the chimeric group a P to the normal of the group with 100% normal that the to organs in this group of mice is of minimal myelosuppression and modalities for therapeutic of the that a 19–24% of normal BM cells is sufficient for to and appears to be for correction of the in hemi-βthal is that complete in recipients is an for effective therapy of this that with could be engrafted repopulation of mice with Google M et of in a using a transplantation 2002; PubMed Scopus Google Scholar This the importance of for and reproducible On the of the chimeric that we determined as sufficient for therapeutic we to by the the of normal donor cells to be infused, and the number of infusion doses of these normal two levels of 1 and 2 Gy, were in the two of cells were either in or in two doses, at and the other at myelosuppression The levels of in were stable and as in the mice. all the mice could be successfully the at the level also the cell infusions were administered in two doses at either of the two recipients a number of cells with myelosuppression a significantly level of the cells were administered in two infusions myelosuppression significantly 40 cells were in or two doses or P with the group minimal Importantly, in recipients with either 2 or 1 Gy, provided a defined minimal number of normal BM cells with hemi-βthal the with myelosuppression levels of of the RBCs in blood among the in the levels of a general of and of cells were in and of hemizygous β-thalassemic mice with minimal level of at in 1 or 2 doses P P of at in 1 or 2 doses P P of 1 2 P blood red blood of chimeric levels at number of number of mice number of infusion of at in 1 or 2 doses P P of 1 2 P in a We the RBC parameters in the chimeric as to to in mice. the mice in levels of all the RBC parameters in the groups were in proportion to the level of is that the levels of correction were the range for chimeric mice cell complete parameters of chimeric hemizygous β-thalassemic level normal blood red blood chimeric to or in a order to and reproducible human BM transplantation for a of the levels of normal or BM stem cells is and and modalities of cell transfer be In this study, using hemi-βthal chimeric we determined that a 19–24% level of normal BM cells has significant benefit for of the primary erythroid and of β-thalassemia. on the of this we established the number of normal cells required to be infused, administered in two doses minimal myelosuppression in order to achieve long-term and marked in erythroid to or cells in hemi-βthal mice provided and of a for normal or therapeutic BM cells β-thalassemic This erythroid is with the from a shortened RBC and also in human M and in in and β-globin hemizygous PubMed Scopus Google et erythropoiesis in β-thalassemia is due to at the PubMed Scopus Google P P et of and erythroid precursor in patients with PubMed Google Scholar study as a result of erythroid maturation and is a to in the levels of normal donor cells, and this the chimeric decreased with donor study, using a determined that a of and 24% of normal or donor cells significantly the of the in the chimeric In the 19–24% chimeric with normal of all including a significant in the with the the significant of and of Heinz in the RBCs a of RBC destruction, with the of RBC in erythropoiesis were in the BM and in the 19–24% chimeric the most on the resulting in at the maturation of with the the most chain imbalance M and in in and β-globin hemizygous PubMed Scopus Google Scholar be in human the is the most by the chain et erythropoiesis in β-thalassemia is due to at the PubMed Scopus Google Scholar In with these primary erythroid analyses were as to the level of donor that is therapeutic as to the of this disorder. the number of RBCs and the level be that effective to the tissues would and organ and a in RBC would to in iron is in the 19–24% chimeric the the proportion of RBCs to be from a RBC a for the the is and erythropoiesis is in the 19–24% chimeric the persistent and iron the levels of that are most for organs we also additional tissues that are most in as the kidneys, and Importantly, in the 19–24% chimeric general and decreased iron were in all This in the of the pathology the ∼2 of chimeric hemi-βthal mice of of significantly pathology by the significant in lifespan. The that the 19–24% chimeric group normal that BM is for the of the hemi-βthal chimeric mice groups erythroid to in human G M et of β-globin stable in patients with thalassemia bone marrow 1995; Google M Lucarelli G P et of patients with persistent bone marrow PubMed Scopus Google Scholar in human β-thalassemia following allogeneic has as of and complications. these levels of BM of or to blood erythroid of and are to the in hemi-βthal chimeric mice In human the and the of with a therapy of the This is the or parameters the levels of donor necessary for long-term correction of the most This in study by the of normal BM cells required for systemic correction of hemi-βthal mice. several in including pathology and a of 19–24% of donor to be required in order to a of normal donor sufficient to these results directly to human for the of and the of human the results of study that normal BM cells the necessary for significant correction of β-thalassemia in an of the necessary for a significant correction of β-thalassemia in and the of myelosuppression The of minimal in addition to in allogeneic and autologous BMT gene the has to be from 100% levels to the pre-transplantation and modalities of BM cell transfer in order to achieve and were by of hemi-βthal mice to doses for of normal donor cells, and of doses. that myelosuppression with of 1 or 2 sufficient to attain stable levels of for correction of thalassemia the of the mice. all the mice were successfully engrafted 60 cells were following 1 radiation for and also 40 cells were with 2 Gy, provided the cells were in two doses. The that the cell infusion two doses to be effective in that the of the BM cells becomes above a and that the excess cells are from the and results that would be to multiple infusions as to of the we that correction of the in the hemi-βthal chimeric mice had to the levels in the In the of of mice with 1 for myelosuppression engrafted with 60 cells, and with 2 40 cells, with the infusion two doses in significant correction of the phenotype. minimal myelosuppression with infusion of a number of cells were and could be to human clinical study determined a to of the erythroid We also established the of normal donor BM cells for significant long-term of the general systemic in hemi-βthal mice. therapeutic for human stable levels of and complete of minimal myelosuppression could the for human in allogeneic BMT and autologous with gene therapy and mice were by of the and as to the human β-thalassemia of human of the and in stem 1995; PubMed Scopus Google Scholar mice had for and were therefore to be mice were by chain as M and in in and β-globin hemizygous PubMed Scopus Google Scholar mice a hematopoietic cell were from mice were in a and were in with the of the on of chimeric mice. BM cells were from donor using The were on the by stem of most by repopulation with and Google Scholar This in a number of donor BM cells from normal and in hematopoietic chimeric groups were normal cells from to mice and of of were to a of of at prior to of 2 donor cells in the hematopoietic chimeric mice. In hemi-βthal mice with a of either 1 or 2 were with or 60 donor cells either in a or in two doses at of mice were for hematopoietic by in and on a from the to the following the two of to the of normal and and The a of or RBC in an using The two were by an with the The were and the using of the parameters of chimeric with of blood using a cell with the of of the and the in order to the of RBCs and the of cells, as M and in in and β-globin hemizygous PubMed Scopus Google Scholar were by with the using the on the On the of to levels, the from the to the most were M and RBC osmotic by an of a Scholar The osmotic of RBCs from by of blood with in a of from to at of at were and of the using a at The determined the of and of RBCs on blood from as of and by Scholar of RBCs for in order to cells, to Heinz RBC determined using a that of the RBC and for RBC as M and in in and β-globin hemizygous PubMed Scopus Google analyses were on BM and from chimeric including BM cells were by with containing and all the cells were cells were in The cells were with for on with and and the with were with the using precursor were on the of and and cells from BM and were cells from BM or cells were in mice. were on mice from group were for of the determined in proportion to organs including spleen, and were in and in were with and for general and with for iron were by from a of at a of using the were as analyses were using the with and with with parameters of chimeric hemi-βthal mice. with of red blood cell morphologic in chimeric hemi-βthal mice. with of erythroid in chimeric hemi-βthal mice. Introductionβ-thalassemias are among the most frequently occurring human monogenic diseases, leading to high morbidity and mortality. This disorder is characterized by an abnormal level of hemoglobin (Hb) (α2β2) production due to decreased levels or complete absence of β-globin chain synthesis.In humans, the degree of imbalance in the ratio of β-globin chain to α-globin chain in red blood cells (RBCs) appears to be directly linked to the severity of β-thalassemia. The presence of excess unpaired α-globin chains in RBCs gives rise to aggregates or Heinz bodies, and morphologic changes including hypochromia, microcytosis, poikilocytosis, and anisocytosis, resulting in osmotic fragility, shortened RBC half-life, and anemia. This imbalance also hinders erythroid precursor maturation and promotes precursor destruction, rendering erythropoiesis ineffective. As a consequence of this primary defect, patients with severe β-thalassemia display general systemic alterations: significant levels of iron accumulation in multiple organs and tissues (due to erythroid cell destruction), massive erythroid hyperplasia, and extramedullary hematopoiesis to compensate the RBC loss, in addition to various pathologies mainly affecting spleen, kidneys, and liver.Individuals with severe thalassemia are dependent on repeated transfusions. However, this therapy causes additional iron overload in several organs and becomes life-threatening in the absence of continuous iron chelation. On the other hand, hematopoietic stem cell transfer by bone marrow transplantation (BMT), either from allogeneic sources or autologous following genetic correction, is potentially curative for thalassemia. Allogeneic BMT treatment requires suitable histocompatible donors. Even with a compatible donor, the patient is vulnerable to graft-versus-host disease, with the risk of early mortality.1Giardini C Galimberti M Lucarelli G Bone marrow transplantation in thalassemia.Annu Rev Med. 1995; 46: 319-330Crossref PubMed Scopus (18) Google Scholar,2La Nasa G Giardini C Argiolu F Locatelli F Arras M De Stefano P et al.Unrelated donor bone marrow transplantation for thalassemia: the effect of extended haplotypes.Blood. 2002; 99: 4350-4356Crossref PubMed Scopus (120) Google Scholar In principle, autologous BMT could prevent these complications. However, success in autologous BMT depends on the ability to achieve persistent therapeutic gene expression stable with a In BMT that complete bone marrow (BM) is necessary in order to thalassemia. However, of the of patients with stable BM G M et of β-globin stable in patients with thalassemia bone marrow 1995; Google M Lucarelli G P et of patients with persistent bone marrow PubMed Scopus Google Scholar the for on this hematopoietic on the of to achieve In order to the of autologous or allogeneic BMT and a of the of cells to be of the regimens, and the of transfer of the cells to the patients to be a or of β-thalassemia P thalassemia of the β-globin PubMed Scopus Google for PubMed Scopus Google for 1995; PubMed Scopus Google of human of the and in stem 1995; PubMed Scopus Google Scholar and most of these for of gene therapy et and correction of β-thalassemia by multiple in hematopoietic stem 2002; 99: PubMed Scopus Google C G et in β-thalassemic mice human PubMed Scopus Google C M treatment of β-thalassemia by transfer of the human β-globin 2002; 99: PubMed Scopus Google The degree of correction of β-thalassemia following transfer of a human gene is by and PubMed Scopus Google C M of and by human β-globin gene PubMed Scopus Google Scholar these on the importance of to the cells on the minimal level of cells necessary for long-term correction of the from the β-globin as hemizygous β-thalassemic (hemi-βthal) is the most for with that severe thalassemia of human of the and in stem 1995; PubMed Scopus Google Scholar of the of hematopoiesis and erythropoiesis in hemi-βthal mice of hematopoietic cells and early erythroid consequent to the shortened RBC and M and in in and β-globin hemizygous PubMed Scopus Google Scholar are to a for normal or RBCs the hemi-βthal we a and long-term study of the number of cells to be of the regimens, and modalities of The results from a repopulation established the minimal level of normal donor cells at 19–24% normal RBC to and leading to significant long-term in order to attain the required of as as stable and reproducible for correction of the we determined the minimal of and the effect of the of the of gene therapy BMT in human β-thalassemia.

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How this classification was reachedexpand

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.312

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 head0.009
GPT teacher head0.245
Teacher spread0.236 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Published2007
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