The Guanine Nucleotide Exchange Factor CNrasGEF Regulates Melanogenesis and Cell Survival in Melanoma Cells
Bibliographic record
Abstract
cAMP-dependent Ras activation has been demonstrated in numerous cell types, particularly of neuronal (including melanoma cells) and endocrine origin, but the Ras activator involved has not been identified. In B16 melanoma cells, cAMP activates the Ras/Erk pathway, leading initially to stimulation but subsequently to long term (>24-h) inhibition of melanogenesis (dendrite extension and melanin production). Here we identify CNrasGEF as the Ras guanine nucleotide exchange factor (GEF) involved. We demonstrate that CNrasGEF is expressed endogenously in B16 melanoma cells and that cAMP-mediated activation of Ras and Erk1/2 in these cells can be augmented by CNrasGEF overexpression and reduced by its knockdown by RNA interference. Moreover, we show that CNrasGEF participates in the regulation of melanogenesis. Knockdown of CNrasGEF leads to increased dendrite extension and melanin that CNrasGEF melanogenesis in the long we that overexpression of CNrasGEF leads to its knockdown by cell of these that CNrasGEF melanogenesis but that has in cell cAMP-dependent Ras activation has been demonstrated in numerous cell types, particularly of neuronal (including melanoma cells) and endocrine origin, but the Ras activator involved has not been identified. In B16 melanoma cells, cAMP activates the Ras/Erk pathway, leading initially to stimulation but subsequently to long term (>24-h) inhibition of melanogenesis (dendrite extension and melanin production). Here we identify CNrasGEF as the Ras guanine nucleotide exchange factor (GEF) involved. We demonstrate that CNrasGEF is expressed endogenously in B16 melanoma cells and that cAMP-mediated activation of Ras and Erk1/2 in these cells can be augmented by CNrasGEF overexpression and reduced by its knockdown by RNA interference. Moreover, we show that CNrasGEF participates in the regulation of melanogenesis. Knockdown of CNrasGEF leads to increased dendrite extension and melanin that CNrasGEF melanogenesis in the long we that overexpression of CNrasGEF leads to its knockdown by cell of these that CNrasGEF melanogenesis but that has in cell cAMP in cell In cells and in cells, cAMP cell by in cells, to its is Ras of Moreover, cAMP-dependent activation of in cells demonstrated to be of and to be Ras activation cAMP-dependent Ras activator involved in these has not been identified. cAMP-dependent Ras/Erk activation of has been in melanoma cells cells of that melanin and and of cells that to B16 melanoma cells, particularly been to and and the melanin in stimulation by factor that by to the is to of cAMP cAMP is of melanin and of to the cell melanin can be and of can be by of cAMP and cell nucleotide exchange cell nucleotide exchange in melanin is has the of cAMP in the melanogenesis. of and by cAMP leads to of the factor in activation of of the melanogenesis. cAMP-dependent and been to the regulation of the and Ras/Erk and demonstrated that to cells types, cAMP activates Ras not in B16 melanoma cells, leading to activation of and Ras/Erk activation in these cells has term factor leading to increased of the and long term (>24-h) in inhibition of melanogenesis. by inhibition of melanogenesis overexpression of Ras is to be by of factor in its and leading to of melanogenesis the by cAMP-mediated Ras activation in the of cAMP-dependent Ras activator nucleotide exchange in melanoma We and guanine nucleotide exchange CNrasGEF as and that expressed in cells, CNrasGEF can Ras in to of cAMP of by by stimulation of that activates and leads to of cAMP CNrasGEF can of cAMP We Ras activation in melanoma that CNrasGEF is expressed in B16 melanoma cells, can Ras and Erk1/2 in these cells cAMP and in melanogenesis. We show that CNrasGEF cell of B16 cells, not and and the expressed as and by the the the of that the RNA by by to RNA the to the of CNrasGEF of the the in the and and by of and melanoma cells B16 in and of of and to the of and and by cell the to to cells in and not the cells to cells and of to of the and to the cells and cell that of cells and the of cells and is of cells) as and as the cell cells of cells) and as by the of to the the the and term dendrite as B16 cells as cells in and by cells and as and as and cells in in and cells the to the and and and as of and is the of cells) as of cells to and the as cells and the and of cells by and of the cells as to to cells in in of and of and to to the in of and melanin the of Ras melanin cells and stimulation as in and melanin cells and in the the of CNrasGEF to CNrasGEF in as and to that knockdown not in the cell CNrasGEF as and to cells and to and the of in the as to the of Ras in cells, of the of to cell and the of by and demonstrated of and not in B16 Ras and CNrasGEF as and to Ras of Erk1/2 cells and and the cells in and in the of cAMP cells and in these CNrasGEF and Erk1/2 Erk1/2 the and Erk1/2 cells as and in cAMP the cAMP to the in B16 and to Ras and Erk1/2 in the of CNrasGEF in B16 cells, we the of its in these in CNrasGEF is expressed in B16 melanoma cells to cell We that CNrasGEF in cells activates Ras cAMP Here we can Ras in B16 cells in to and that of B16 cells the of leads to Ras in of of CNrasGEF in these cells in Ras is augmented by CNrasGEF can Ras activation in B16 melanoma of CNrasGEF in B16 melanoma of cells, as as cells the of the leads to cAMP-dependent Ras and Erk1/2 activation in B16 melanoma activation of Ras by B16 cells CNrasGEF as the the cAMP and Ras the of the of in and the and in of CNrasGEF and of knockdown of CNrasGEF and knockdown the in the of knockdown by the and but the knockdown of CNrasGEF in and is cells but in of not of Ras activation of Erk1/2 by of cells by cells and to and of the of CNrasGEF and of of the of CNrasGEF Ras activation in B16 cells, we CNrasGEF in these cells by we RNA and we the the in overexpression of the in B16 cells in in the of CNrasGEF not of that knockdown is knockdown to overexpression of the and but not as as the knockdown by the knockdown by in CNrasGEF the of knockdown and We the of knockdown of CNrasGEF Ras activation in these to the cells not be these the of cells is Ras and that of CNrasGEF in in cAMP-dependent Ras to of Ras and Ras and stimulation in cells and in cells the the of CNrasGEF the activation of we cells the the and the in to the of Erk1/2 in cells its activation of CNrasGEF the cAMP-dependent activation of In to the of Erk1/2 in of not the the cAMP-dependent of Knockdown of CNrasGEF to of in of to of knockdown in of these that CNrasGEF is to Ras and Erk1/2 in B16 cells in to cAMP stimulation and that its knockdown by the in B16 cells, B16 cells, the and extension and melanin the of melanogenesis and by cAMP of cAMP dendrite is the of cAMP-dependent dendrite extension and cAMP the has been to dendrite the of CNrasGEF in dendrite we B16 cells the in the has been and these cells to the cells that the the of knockdown of CNrasGEF by overexpression of and cells and in to the of to cAMP extension and in its in B16 melanoma in dendrite extension of cells and cells CNrasGEF in knockdown the of B16 melanoma cells in the dendrite is in the cells but not in cells of cells and and as the of cells in and in the of cells that stimulation increased in the cells to cells cells the In in the of cells in cells but not that the of CNrasGEF inhibition of dendrite extension is the of CNrasGEF is and and the that the not Moreover, in not in extension in cells in the of but in the of and of of cAMP these that CNrasGEF is involved in the inhibition of melanogenesis. not to the of CNrasGEF dendrite in to melanogenesis in the long Ras has been to melanogenesis its activation by cAMP that the is by overexpression of CNrasGEF increased dendrite the of its cAMP stimulation of CNrasGEF not term dendrite melanin B16 melanoma cells as and not to of cells of melanin as and in melanin in cells increased stimulation increased in cells in CNrasGEF of in CNrasGEF in of melanin knockdown by to cells and to the that CNrasGEF long term melanin in B16 melanoma in the of melanin in cells of CNrasGEF in the dendrite extension and demonstrate the inhibition of melanogenesis by inhibition can be by overexpression of but not by melanin in B16 melanoma cells is by knockdown of B16 cells and to cells and the of melanin of as knockdown by cells and the of in and melanin to cells and B16 cells and of to cells, as in of overexpression of CNrasGEF melanin not be the of CNrasGEF overexpression the melanin be of B16 and the of we cell in cells the we B16 cells the and the of CNrasGEF cell in the of B16 cell in cells to in CNrasGEF by In the the that CNrasGEF cell of B16 melanoma and in B16 melanoma of B16 melanoma cells to in knockdown of cells cells B16 melanoma cells in cells the CNrasGEF and the of cells cells subsequently the of the B16 melanoma cells to that cells in the of cells to cells the and in cells to the and not by cAMP not show that B16 cells to the of CNrasGEF and that overexpression of leads to that in B16 cells, CNrasGEF in cell and cAMP-dependent of as dendrite extension and melanin the of cAMP and is by numerous is cAMP-dependent Ras activation that leads to that is not by that CNrasGEF be the exchange factor that cAMP-dependent Ras In of we demonstrate that cAMP-dependent Ras and Erk1/2 activation in B16 melanoma cells in can be augmented by overexpression of CNrasGEF by knockdown of activation of Ras and in B16 melanoma cells the cAMP-dependent of and of melanin the that Ras activation CNrasGEF in these cells be involved in demonstrate that in the of of CNrasGEF overexpression B16 and melanin in to cAMP and CNrasGEF the long term dendrite extension and melanin We that is the of Ras activation by We that Ras melanin by and Ras and that CNrasGEF has in the Ras in B16 as long term CNrasGEF is of dendrite in B16 cells, to be that not involved in of CNrasGEF is to CNrasGEF in we of CNrasGEF cell of B16 cells to of we cell in cell of neuronal origin, the cell not not be cells not to be by overexpression of CNrasGEF In B16 and cells, the of CNrasGEF not cAMP but its overexpression of the involved not is that activation CNrasGEF in cell is expressed in B16 melanoma cells and has been to be involved in cell in cells, as cells is augmented by activation and in the cAMP to be in the in the of cAMP and demonstrated that activation of not cAMP that not in the to cell types, numerous and in the regulation of and to be of these in the of cAMP-dependent Ras and activation of and has been in in to melanoma cells, particularly in neuronal and endocrine cells cAMP-dependent Ras has been We that CNrasGEF in of these melanogenesis of of in to of of CNrasGEF in melanogenesis that CNrasGEF be involved in in in is to these cAMP in cell In cells and in cells, cAMP cell by in cells, to its is Ras of Moreover, cAMP-dependent activation of in cells demonstrated to be of and to be Ras activation cAMP-dependent Ras activator involved in these has not been identified. cAMP-dependent Ras/Erk activation of has been in melanoma cells cells of that melanin and and of cells that to B16 melanoma cells, particularly been to and and the melanin in stimulation by factor that by to the is to of cAMP cAMP is of melanin and of to the cell melanin can be and of can be by of cAMP and cell nucleotide exchange cell nucleotide exchange in melanin is cell guanine nucleotide exchange factor RNA cell guanine nucleotide exchange factor RNA has the of cAMP in the melanogenesis. of and by cAMP leads to of the factor in activation of of the melanogenesis. cAMP-dependent and been to the regulation of the and Ras/Erk and demonstrated that to cells types, cAMP activates Ras not in B16 melanoma cells, leading to activation of and Ras/Erk activation in these cells has term factor leading to increased of the and long term (>24-h) in inhibition of melanogenesis. by inhibition of melanogenesis overexpression of Ras is to be by of factor in its and leading to of melanogenesis the by cAMP-mediated Ras activation in the of cAMP-dependent Ras activator nucleotide exchange in melanoma We and guanine nucleotide exchange CNrasGEF as and that expressed in cells, CNrasGEF can Ras in to of cAMP of by by stimulation of that activates and leads to of cAMP CNrasGEF can of cAMP We Ras activation in melanoma that CNrasGEF is expressed in B16 melanoma cells, can Ras and Erk1/2 in these cells cAMP and in melanogenesis. We show that CNrasGEF cell of B16 cells, not and and the expressed as and by the the the of that the RNA by by to RNA the to the of CNrasGEF of the the in the and and by of and melanoma cells B16 in and of of and to the of and and by cell the to to cells in and not the cells to cells and of to of the and to the cells and cell that of cells and the of cells and is of cells) as and as the cell cells of cells) and as by the of to the the the and term dendrite as B16 cells as cells in and by cells and as and as and cells in in and cells the to the and and and as of and is the of cells) as of cells to and the as cells and the and of cells by and of the cells as to to cells in in of and of and to to the in of and melanin the of Ras melanin cells and stimulation as in and melanin cells and in the the of CNrasGEF to CNrasGEF in as and to that knockdown not in the cell CNrasGEF as and to cells and to and the of in the as to the of Ras in cells, of the of to cell and the of by and demonstrated of and not in B16 Ras and CNrasGEF as and to Ras of Erk1/2 cells and and the cells in and in the of cAMP cells and in these CNrasGEF and Erk1/2 Erk1/2 the and Erk1/2 cells as and in cAMP the cAMP to the and and the expressed as and by the the the of that the RNA by by to RNA the to the of CNrasGEF of the the in the and and by of and melanoma cells B16 in and of of and to the of and and by cell the to to cells in and not the cells to cells and of to of the and to the cells and cell that of cells and the of cells and is of cells) as and as the cell cells of cells) and as by the of to the the the and term dendrite as B16 cells as cells in and by cells and as and as and cells in in and cells the to the and and and as of and is the of cells) as of cells to and the as cells and the and of cells by and of the cells as to to cells in in of and of and to to the in of and melanin the of Ras melanin cells and stimulation as in and melanin cells and in the the of CNrasGEF to CNrasGEF in as and to that knockdown not in the cell CNrasGEF as and to Ras cells and to and the of in the as to the of Ras in cells, of the of to cell and the of by and demonstrated of and not in B16 Ras and CNrasGEF as and to Ras of Erk1/2 cells and and the cells in and in the of cAMP cells and in these CNrasGEF and Erk1/2 Erk1/2 the and Erk1/2 cAMP cells as and in cAMP the cAMP to the in B16 and to Ras and Erk1/2 in the of CNrasGEF in B16 cells, we the of its in these in CNrasGEF is expressed in B16 melanoma cells to cell We that CNrasGEF in cells activates Ras cAMP Here we can Ras in B16 cells in to and that of B16 cells the of leads to Ras in of of CNrasGEF in these cells in Ras is augmented by CNrasGEF can Ras activation in B16 melanoma leads to cAMP-dependent Ras and Erk1/2 activation in B16 melanoma activation of Ras by B16 cells CNrasGEF as the the cAMP and Ras the of the of in and the and in of CNrasGEF and of knockdown of CNrasGEF and knockdown the in the of knockdown by the and but the knockdown of CNrasGEF in and is cells but in of not of Ras activation of Erk1/2 by of cells by cells and to and of the of CNrasGEF and of of the of CNrasGEF Ras activation in B16 cells, we CNrasGEF in these cells by we RNA and we the the in overexpression of the in B16 cells in in the of CNrasGEF not of that knockdown is knockdown to overexpression of the and but not as as the knockdown by the knockdown by in CNrasGEF the of knockdown and We the of knockdown of CNrasGEF Ras activation in these to the cells not be these the of cells is Ras and that of CNrasGEF in in cAMP-dependent Ras to of Ras and Ras and stimulation in cells and in cells the the of CNrasGEF the activation of we cells the the and the in to the of Erk1/2 in cells its activation of CNrasGEF the cAMP-dependent activation of In to the of Erk1/2 in of not the the cAMP-dependent of Knockdown of CNrasGEF to of in of to of knockdown in of these that CNrasGEF is to Ras and Erk1/2 in B16 cells in to cAMP stimulation and that its knockdown by the in B16 cells, B16 cells, the and extension and melanin the of melanogenesis and by cAMP of cAMP dendrite is the of cAMP-dependent dendrite extension and cAMP the has been to dendrite the of CNrasGEF in dendrite we B16 cells the in the has been and these cells to the cells that the the of knockdown of CNrasGEF by overexpression of and cells and in to the of to cAMP extension and in its in B16 melanoma in dendrite extension of cells and cells CNrasGEF in knockdown the of B16 melanoma cells in the dendrite is in the cells but not in cells of cells and and as the of cells in and in the of cells that stimulation increased in the cells to cells cells the In in the of cells in cells but not that the of CNrasGEF inhibition of dendrite extension is the of CNrasGEF is and and the that the not Moreover, in not in extension in cells in the of but in the of and of of cAMP these that CNrasGEF is involved in the inhibition of melanogenesis. not to the of CNrasGEF dendrite in to melanogenesis in the long Ras has been to melanogenesis its activation by cAMP that the is by overexpression of CNrasGEF increased dendrite the of its cAMP stimulation of CNrasGEF not term dendrite melanin B16 melanoma cells as and not to of cells of melanin as and in melanin in cells increased stimulation increased in cells in CNrasGEF of in CNrasGEF in of melanin knockdown by to cells and to the that CNrasGEF long term melanin in B16 melanoma in the of melanin in cells of CNrasGEF in the dendrite extension and demonstrate the inhibition of melanogenesis by inhibition can be by overexpression of but not by melanin in B16 melanoma cells is by knockdown of B16 cells and to cells and the of melanin of as knockdown by cells and the of in and melanin to cells and B16 cells and of to cells, as in of overexpression of CNrasGEF melanin not be the of CNrasGEF overexpression the melanin be of B16 and the of we cell in cells the we B16 cells the and the of CNrasGEF cell in the of B16 cell in cells to in CNrasGEF by In the the that CNrasGEF cell of B16 melanoma and in B16 melanoma of B16 melanoma cells to in knockdown of cells cells B16 melanoma cells in cells the CNrasGEF and the of cells cells subsequently the of the B16 melanoma cells to that cells in the of cells to cells the and in cells to the and not by cAMP not show that B16 cells to the of CNrasGEF and that overexpression of leads to that in B16 cells, CNrasGEF in cell and cAMP-dependent CNrasGEF in B16 and to Ras and Erk1/2 in the of CNrasGEF in B16 cells, we the of its in these in CNrasGEF is expressed in B16 melanoma cells to cell We that CNrasGEF in cells activates Ras cAMP Here we can Ras in B16 cells in to and that of B16 cells the of leads to Ras in of of CNrasGEF in these cells in Ras is augmented by CNrasGEF can Ras activation in B16 melanoma the of CNrasGEF Ras activation in B16 cells, we CNrasGEF in these cells by we RNA and we the the in overexpression of the in B16 cells in in the of CNrasGEF not of that knockdown is knockdown to overexpression of the and but not as as the knockdown by the knockdown by in CNrasGEF the of knockdown and We the of knockdown of CNrasGEF Ras activation in these to the cells not be these the of cells is Ras and that of CNrasGEF in in cAMP-dependent Ras to of Ras and Ras and stimulation in cells and in cells the the of CNrasGEF the activation of we cells the the and the in to the of Erk1/2 in cells its activation of CNrasGEF the cAMP-dependent activation of In to the of Erk1/2 in of not the the cAMP-dependent of Knockdown of CNrasGEF to of in of to of knockdown in of these that CNrasGEF is to Ras and Erk1/2 in B16 cells in to cAMP stimulation and that its knockdown by CNrasGEF the in B16 cells, B16 cells, the and extension and melanin the of melanogenesis and by cAMP of cAMP dendrite is the of cAMP-dependent dendrite extension and cAMP the has been to dendrite the of CNrasGEF in dendrite we B16 cells the in the has been and these cells to the cells that the the of knockdown of CNrasGEF by overexpression of and cells and in to the of to cAMP extension and in dendrite extension of cells and cells CNrasGEF in knockdown the of B16 melanoma cells in the dendrite is in the cells but not in cells of cells and and as the of cells in and in the of cells that stimulation increased in the cells to cells cells the In in the of cells in cells but not that the of CNrasGEF inhibition of dendrite extension is the of CNrasGEF is and and the that the not Moreover, in not in extension in cells in the of but in the of and of of cAMP these that CNrasGEF is involved in the inhibition of melanogenesis. not to the of CNrasGEF dendrite in In to melanogenesis in the long Ras has been to melanogenesis its activation by cAMP that the is by overexpression of CNrasGEF increased dendrite the of its cAMP stimulation of CNrasGEF not term dendrite CNrasGEF melanin B16 melanoma cells as and not to of cells of melanin as and in melanin in cells increased stimulation increased in cells in CNrasGEF of in CNrasGEF in of melanin knockdown by to cells and to the that CNrasGEF long term melanin in B16 melanoma in the of melanin in cells of CNrasGEF in the dendrite extension and demonstrate the inhibition of melanogenesis by inhibition can be by overexpression of but not by of overexpression of CNrasGEF melanin not be the of CNrasGEF overexpression the melanin be CNrasGEF of B16 and the of we cell in cells the we B16 cells the and the of CNrasGEF cell in the of B16 cell in cells to in CNrasGEF by In the the that CNrasGEF cell of B16 melanoma We subsequently the of the B16 melanoma cells to that cells in the of cells to cells the and in cells to the and not by cAMP not show that B16 cells to the of CNrasGEF and that overexpression of leads to that in B16 cells, CNrasGEF in cell and cAMP-dependent of as dendrite extension and melanin the of cAMP and is by numerous is cAMP-dependent Ras activation that leads to that is not by that CNrasGEF be the exchange factor that cAMP-dependent Ras In of we demonstrate that cAMP-dependent Ras and Erk1/2 activation in B16 melanoma cells in can be augmented by overexpression of CNrasGEF by knockdown of activation of Ras and in B16 melanoma cells the cAMP-dependent of and of melanin the that Ras activation CNrasGEF in these cells be involved in demonstrate that in the of of CNrasGEF overexpression B16 and melanin in to cAMP and CNrasGEF the long term dendrite extension and melanin We that is the of Ras activation by We that Ras melanin by and Ras and that CNrasGEF has in the Ras in B16 as long term CNrasGEF is of dendrite in B16 cells, to be that not involved in of CNrasGEF is to CNrasGEF in we of CNrasGEF cell of B16 cells to of we cell in cell of neuronal origin, the cell not not be cells not to be by overexpression of CNrasGEF In B16 and cells, the of CNrasGEF not cAMP but its overexpression of the involved not is that activation CNrasGEF in cell is expressed in B16 melanoma cells and has been to be involved in cell in cells, as cells is augmented by activation and in the cAMP to be in the in the of cAMP and demonstrated that activation of not cAMP that not in the to cell types, numerous and in the regulation of and to be of these in the of cAMP-dependent Ras and activation of and has been in in to melanoma cells, particularly in neuronal and endocrine cells cAMP-dependent Ras has been We that CNrasGEF in of these melanogenesis of of in to of of CNrasGEF in melanogenesis that CNrasGEF be involved in in in is to these of as dendrite extension and melanin the of cAMP and is by numerous is cAMP-dependent Ras activation that leads to that is not by that CNrasGEF be the exchange factor that cAMP-dependent Ras In of we demonstrate that cAMP-dependent Ras and Erk1/2 activation in B16 melanoma cells in can be augmented by overexpression of CNrasGEF by knockdown of activation of Ras and in B16 melanoma cells the cAMP-dependent of and of melanin the that Ras activation CNrasGEF in these cells be involved in demonstrate that in the of of CNrasGEF overexpression B16 and melanin in to cAMP and CNrasGEF the long term dendrite extension and melanin We that is the of Ras activation by We that Ras melanin by and Ras and that CNrasGEF has in the Ras in B16 as long term CNrasGEF is of dendrite in B16 cells, to be that not involved in of CNrasGEF is In to CNrasGEF in we of CNrasGEF cell of B16 cells to of we cell in cell of neuronal origin, the cell not not be cells not to be by overexpression of CNrasGEF In B16 and cells, the of CNrasGEF not cAMP but its overexpression of the involved not is that activation CNrasGEF in cell is expressed in B16 melanoma cells and has been to be involved in cell in cells, as cells is augmented by activation and in the cAMP to be in the in the of cAMP and demonstrated that activation of not cAMP that not in the to cell types, numerous and in the regulation of and to be of these in the of cAMP-dependent Ras and activation of and has been in in to melanoma cells, particularly in neuronal and endocrine cells cAMP-dependent Ras has been We that CNrasGEF in of these melanogenesis of of in to of of CNrasGEF in melanogenesis that CNrasGEF be involved in in in is to these We the and Ras
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".