“ChopNSpice,” a Mass Spectrometric Approach That Allows Identification of Endogenous Small Ubiquitin-like Modifier-conjugated Peptides
Bibliographic record
Abstract
Conjugation of small ubiquitin-like modifier (SUMO) to substrates is involved in a large number of cellular processes. Typically, SUMO is conjugated to lysine residues within a SUMO consensus site; however, an increasing number of proteins are sumoylated on non-consensus sites. To appreciate the functional consequences of sumoylation, the identification of SUMO attachment sites is of critical importance. Discovery of SUMO acceptor sites is usually performed by a laborious mutagenesis approach or using MS. In MS, identification of SUMO acceptor sites in higher eukaryotes is hampered by the large tryptic fragments of SUMO1 and SUMO2/3. MS search engines in combination with known databases lack the possibility to search MSMS spectra for larger modifications, such as sumoylation. Therefore, we developed a simple and straightforward database search tool (“ChopNSpice”) that successfully allows identification of SUMO acceptor sites from proteins sumoylated in vivo and in vitro. By applying this approach we identified SUMO acceptor sites in, among others, endogenous SUMO1, SUMO2, RanBP2, and Ubc9. Conjugation of small ubiquitin-like modifier (SUMO) to substrates is involved in a large number of cellular processes. Typically, SUMO is conjugated to lysine residues within a SUMO consensus site; however, an increasing number of proteins are sumoylated on non-consensus sites. To appreciate the functional consequences of sumoylation, the identification of SUMO attachment sites is of critical importance. Discovery of SUMO acceptor sites is usually performed by a laborious mutagenesis approach or using MS. In MS, identification of SUMO acceptor sites in higher eukaryotes is hampered by the large tryptic fragments of SUMO1 and SUMO2/3. MS search engines in combination with known databases lack the possibility to search MSMS spectra for larger modifications, such as sumoylation. Therefore, we developed a simple and straightforward database search tool (“ChopNSpice”) that successfully allows identification of SUMO acceptor sites from proteins sumoylated in vivo and in vitro. By applying this approach we identified SUMO acceptor sites in, among others, endogenous SUMO1, SUMO2, RanBP2, and Ubc9. Post-translational modification with ubiquitin and ubiquitin-like modifiers (Ubls) 1The abbreviations used are:Ublubiquitin-like modifierSUMOsmall ubiquitin-like modifierPIASprotein inhibitors of activated STAT (signal transducers and activators of transcription)NEMN-ethylmaleimideLTQlinear trap quadrupole. such as SUMO plays an important role in most, if not all, cellular processes (1Kerscher O. Felberbaum R. Hochstrasser M. Modification of proteins by ubiquitin and ubiquitin-like proteins.Annu. Rev. Cell Dev. Biol. 2006; 22: 159-180Crossref PubMed Scopus (1232) Google Scholar, 2Hay R.T. SUMO: a history of modification.Mol. Cell. 2005; 18: 1-12Abstract Full Text Full Text PDF PubMed Scopus (1338) Google Scholar, 3Meulmeester E. Melchior F. Cell biology: SUMO.Nature. 2008; 452: 709-711Crossref PubMed Scopus (133) Google Scholar, 4Geiss-Friedlander R. Melchior F. Concepts in sumoylation: a decade on.Nat. Rev. Mol. Cell Biol. 2007; 8: 947-956Crossref PubMed Scopus (1372) Google Scholar, 5Hershko A. Ciechanover A. The ubiquitin system.Annu. Rev. Biochem. 1998; 67: 425-479Crossref PubMed Scopus (6959) Google Scholar, 6Johnson E.S. Protein modification by SUMO.Annu. Rev. Biochem. 2004; 73: 355-382Crossref PubMed Scopus (1392) Google Scholar). Conjugation of Ubls to their targets involves an isopeptide bond between the carboxyl group of the modifier and the ε-amino group of a lysine residue within the targets. Attachment of Ubls to specific targets involves an enzymatic cascade. First the Ubls are processed to expose their C-terminal diglycine motif. The mature Ubl is then transferred to its target via a cascade of E1 (activating), E2 (conjugating), and E3 (ligase) enzymes. The conjugation system for SUMO consists of a heterodimeric activating enzyme, Aos1/Uba2; a conjugating enzyme, Ubc9; and E3 ligases, such as RanBP2 or members of the PIAS family. The conjugation status undergoes perpetual change and is governed by a small family of SUMO proteases that hydrolyze the isopeptide bond between SUMO and its target (7Hay R.T. SUMO-specific proteases: a twist in the tail.Trends Cell Biol. 2007; 17: 370-376Abstract Full Text Full Text PDF PubMed Scopus (236) Google Scholar, 8Mukhopadhyay D. Dasso M. Modification in reverse: the SUMO proteases.Trends Biochem. Sci. 2007; 32: 286-295Abstract Full Text Full Text PDF PubMed Scopus (452) Google Scholar). Although in lower eukaryotes only one SUMO is present, vertebrates express at least three different SUMO paralogs: SUMO1, SUMO2, and SUMO3. Mature SUMO2 and SUMO3 (referred to as SUMO2/3) are 97% identical but differ substantially from SUMO1 (∼50% identity). ubiquitin-like modifier small ubiquitin-like modifier protein inhibitors of activated STAT (signal transducers and activators of transcription) N-ethylmaleimide linear trap quadrupole. Although the list of known SUMO substrates is growing rapidly, our understanding of the functional consequences for many of these targets is lagging behind. At a molecular level, the functional consequences of SUMO conjugation can be explained by a gain or loss of interaction with other macromolecules (3Meulmeester E. Melchior F. Cell biology: SUMO.Nature. 2008; 452: 709-711Crossref PubMed Scopus (133) Google Scholar, 4Geiss-Friedlander R. Melchior F. Concepts in sumoylation: a decade on.Nat. Rev. Mol. Cell Biol. 2007; 8: 947-956Crossref PubMed Scopus (1372) Google Scholar). SUMO-dependent intramolecular conformational changes have also been described (9Steinacher R. Schär P. Functionality of human thymine DNA glycosylase requires SUMO-regulated changes in protein conformation.Curr. Biol. 2005; 15: 616-623Abstract Full Text Full Text PDF PubMed Scopus (132) Google Scholar, 10Baba D. Maita N. Jee J.G. Uchimura Y. Saitoh H. Sugasawa K. Hanaoka F. Tochio H. Hiroaki H. Shirakawa M. Crystal structure of thymine DNA glycosylase conjugated to SUMO-1.Nature. 2005; 435: 979-982Crossref PubMed Scopus (186) Google Scholar). Thus, to appreciate the role that SUMO plays in the regulation of specific substrates, identification of the acceptor site(s) for SUMO conjugation is of key importance. So far, identification of SUMO acceptor sites has relied largely on mutation of the SUMO consensus site, which consists of a short motif with the sequence ψKXE (ψ represents a bulky hydrophobic residue, and X represents any amino acid). This motif is recognized by Ubc9 if presented in an extended conformation (11Sampson D.A. Wang M. Matunis M.J. The small ubiquitin-like modifier-1 (SUMO-1) consensus sequence mediates Ubc9 binding and is essential for SUMO-1 modification.J. Biol. Chem. 2001; 276: 21664-21669Abstract Full Text Full Text PDF PubMed Scopus (399) Google Scholar, 12Lin D. Tatham M.H. Yu B. Kim S. Hay R.T. Chen Y. Identification of a substrate recognition site on Ubc9.J. Biol. Chem. 2002; 277: 21740-21748Abstract Full Text Full Text PDF PubMed Scopus (108) Google Scholar, 13Bernier-Villamor V. Sampson D.A. Matunis M.J. Lima C.D. Structural basis for E2-mediated SUMO conjugation revealed by a complex between ubiquitin-conjugating enzyme Ubc9 and RanGAP1.Cell. 2002; 108: 345-356Abstract Full Text Full Text PDF PubMed Scopus (468) Google Scholar). However, an increasing number of proteins, such as PCNA, E2-25K, Daxx, and USP25, turned out to be sumoylated on lysine residues that do not conform to the SUMO consensus site (14Hoege C. Pfander B. Moldovan G.L. Pyrowolakis G. Jentsch S. RAD6-dependent DNA repair is linked to modification of PCNA by ubiquitin and SUMO.Nature. 2002; 419: 135-141Crossref PubMed Scopus (1751) Google Scholar, 15Pichler A. Knipscheer P. Oberhofer E. van Dijk W.J. Körner R. Olsen J.V. Jentsch S. Melchior F. Sixma T.K. SUMO modification of the ubiquitin-conjugating enzyme E2–25K.Nat. Mol. Biol. 2005; PubMed Scopus Google Scholar, Chen M.J. of motif in SUMO and of sumoylated Cell. 2006; Full Text Full Text PDF PubMed Scopus Google Scholar, E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). this of proteins, as as for proteins that a large number of SUMO consensus the identification of acceptor is a that involves mutagenesis of lysine residue within the substrate in MS is one of the to protein and their in an and have using MS can be to endogenous substrates for SUMO conjugation C. D. for protein in Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar, Hay R.T. M. and of SUMO-1 and target proteins revealed by Cell. 2006; Full Text Full Text PDF PubMed Scopus Google Scholar, A. H. A. Hochstrasser M. the by in Biol. Chem. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar). However, the identification of SUMO acceptor using MS has a C. D. for protein in Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar, van M. B. Tatham M.H. Hay R.T. M. In vivo identification of human small ubiquitin-like modifier sites by and an in to in vivo Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar, M. M. of protein sites by using a small ubiquitin-like modifier (SUMO-1) and a Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar, B. R. Matunis M. R. identification of sites using and recognition 2006; PubMed Scopus Google Scholar). So far, using identification of acceptor for endogenous substrates has only been in C. D. for protein in Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar). The identification of substrates in higher eukaryotes has been hampered by the large conjugated SUMO that tryptic with human SUMO1 and with human with for in S. large in to the of the conjugated can their and in MS. To of these different have been mutation of the tryptic of a tryptic M. M. of protein sites by using a small ubiquitin-like modifier (SUMO-1) and a Cell. 2005; Full Text Full Text PDF PubMed Scopus Google of an recognition tool B. R. Matunis M. R. identification of sites using and recognition 2006; PubMed Scopus Google and identification of targets using an in to in vivo approach van M. B. Tatham M.H. Hay R.T. M. In vivo identification of human small ubiquitin-like modifier sites by and an in to in vivo Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). Although these have been successfully for the identification of SUMO in and in identification of SUMO in vivo has not been in higher to such identification of SUMO is the of that can for one lysine in a protein of tryptic Thus, the identification of SUMO acceptor sites requires the of the the conjugated SUMO to be with and requires sequence of the search engines lack the possibility to search MSMS spectra for larger modifications, that sumoylation, we developed a and straightforward database search tool (“ChopNSpice”) in combination with search engines as protein identification by sequence databases using PubMed Scopus Google or K. R. approach to of with amino in a protein PubMed Scopus Google allows one to SUMO1 and acceptor sites this in on substrates and the of this by the identification of acceptor within endogenous targets from is in The that we have developed and presented in this with are on and also as the of the SUMO conjugation performed at for in the or of in of with of of of SUMO1 or SUMO2, and of target protein or in a of in with and To SUMO1 with and in of with inhibitors and for at and to of of at the for at and the for at with protein and of proteins, with and by by or In a larger in and and with using of to that described The SUMO acceptor site in in the other targets identified in the by M. and have been described M.J. E. G. ubiquitin-like modification the of the protein between the and the Cell Biol. PubMed Scopus Google Scholar, G. Melchior F. of by of SUMO conjugating Cell. 2006; Full Text Full Text PDF PubMed Scopus Google Scholar). from for of SUMO1, SUMO2 number and have been described E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar, A. A. A. Melchior F. The RanBP2 has SUMO1 E3 2002; 108: Full Text Full Text PDF PubMed Scopus Google Scholar). for by Protein for SUMO1, SUMO2, and has been described E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar, A. A. A. Melchior F. The RanBP2 has SUMO1 E3 2002; 108: Full Text Full Text PDF PubMed Scopus Google Scholar, R. C. Melchior F. small involved in to complex protein Full Text Full Text PDF PubMed Scopus Google Scholar, A. Melchior F. in using Mol. Biol. PubMed Scopus Google Scholar). proteins from the with for for with and with at proteins from with for for with and with at in of with and to of for MS MS performed by using an with a and to an system with a at a of a trap and on an at a of with a from to in for MS as of of and of for MSMS in the and of The in the to between MS and MSMS MS spectra to in the with at to a of in the The and in the linear trap using at a target of with the a from used for the for MS and for SUMO1 and using as protein MSMS spectra a database using with the of in MS and in MSMS to and as The sequence of the protein of to a and used to a with the H. SUMO1 and SUMO2, site fragments in enzyme do not at to three protein to one in the protein sites in in sumoylated site identification with or MSMS spectra a that by with the of in MS and in MSMS and as enzyme at at and for or enzyme be used for the search performed with the the be from to in MSMS spectra to the SUMO acceptor The of the amino that and the identified SUMO conjugated be to be to or in of proteins with of the by and and of the of the spectra a database allows identification of the protein a and R. M. PubMed Scopus Google Identification of by MS in to a of the of the that the our approach to SUMO acceptor sites is on the of conjugated sumoylated with in in which a of SUMO lysine residue is with a SUMO tryptic In we and that the MSMS of such a is to the of a linear tryptic that has a lysine residue and the SUMO at its and van M. B. Tatham M.H. Hay R.T. M. In vivo identification of human small ubiquitin-like modifier sites by and an in to in vivo Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar, A. D. D. C. C. A. Structural of by and database Cell. 2007; Full Text Full Text PDF PubMed Scopus Google Scholar). Identification of SUMO acceptor using such MSMS spectra in a database search is only the within the database are also by However, search engines for spectra do not SUMO as a modification at lysine of the molecular of the tryptic SUMO to that of a lysine residue within the target sequence a large number of in database In can at lysine residue within a of such is a we an to the of such of proteins in the are in a database search with used search engines to acceptor sites for SUMO conjugation of of to a sequence from an protein sequence in which lysine residues are by SUMO1 or SUMO2/3. The sequence is used in database for for identification of SUMO acceptor sites. proteins are with and by The proteins are identified by a database search using search engines sumoylated protein are and and the are to the The search with the search is to the sumoylated with its acceptor site for the sequence of a sumoylated protein is tryptic fragments or The tryptic sequence tryptic from SUMO1 or any other ubiquitin-like is to the of tryptic that a as a is of that also the ubiquitin-like proteins are to or To the of a amino is to the of tryptic of the tryptic fragments one large This large protein sequence is the database search in which the site is recognized by an that and to to the tryptic fragments for the the SUMO acceptor site can be identified by using the search or to a sequence in which proteins can be by a modifier is in the In of endogenous proteins or proteins sumoylated in SUMO substrates are identified by a protein are with and the tryptic fragments are by and by MS. proteins in the are identified by the of the and the spectra a database using or as search MS and MSMS is performed only are for that a for SUMO-1 and for also one or sumoylated proteins have been identified in the the MS and MSMS are for search the database the sumoylated protein sequence by In a the can be by to the SUMO acceptor that of the search engines used in this and have for not search spectra that with a higher as a larger sumoylated with of a in or are not identified at not This can be by using or other search engines by using the tool to the higher of the in the to for search J.V. G. B. P. R. A. O. S. M. on an via a Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar). However, a for is that MSMS spectra by or by are in the of the with for and this in J.V. B. O. A. S. M. for modification 2007; PubMed Scopus Google Scholar). between the different for and the different of the are in on the other not for with and to but or Therefore, of the sequence is performed enzyme is used in and spectra are in the from the search is by the of the and by the that the sequence be or by the amino the be to However, as a simple the can be to the database a To our we and to an in with SUMO1 and SUMO2 not on with a higher molecular the proteins to be sumoylated and processed by as described identification of sumoylated we SUMO as a modification of for SUMO1 and for using used identification and However, other B. R. Matunis M. R. identification of sites using and recognition 2006; PubMed Scopus Google we to any sumoylated by the and database search Although identification of SUMO conjugation sites in the MS spectra for E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). In by using the on the identified protein and database search with and we identified SUMO modification of on lysine of on lysine and of on lysine In we acceptor also by and search and spectra for and are in R. Melchior F. of the SUMO-1 modification of and its role in Cell Biol. 1998; PubMed Scopus Google Scholar, S. Hay R.T. SUMO-1 modification the of 18: PubMed Scopus Google Scholar, K. B. H. The protein of for and modification by small ubiquitin-like Biol. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar). we that lysine residues within the SUMO E1 activating enzyme are conjugated with SUMO1 and SUMO2 and and with the identification of acceptor of lysine residues within not its not In we SUMO conjugation sites within by which we identified one site using a mutagenesis the other identified using an MS is of that in our we used a small of that conjugated with SUMO2 in by by and E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). However, of sumoylated in not any SUMO acceptor To our has an to the acceptor sites of this complex we conjugated with SUMO2 in using the E3 as described E. M. H. Melchior F. and consequences for of Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). the with in to for the identification of SUMO acceptor we also used MSMS the with the these only with a or SUMO2/3) are This approach is for the and of larger and of lower SUMO also and database search by the in combination with that sumoylated by MSMS and this we on to SUMO acceptor sites within and lysine which been identified only by a In we lysine in SUMO2 as an acceptor site for with a van M. B. Tatham M.H. Hay R.T. M. In vivo identification of human small ubiquitin-like modifier sites by and an in to in vivo Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). Although the identification of SUMO conjugation sites in endogenous proteins from has been performed C. D. for protein in Cell. 2005; Full Text Full Text PDF PubMed Scopus Google identification of SUMO acceptor sites in higher eukaryotes has a This can be for by the of SUMO with in higher eukaryotes with the of as with the of for with SUMO to MS has not been described as is the for with The approach for by 2008; PubMed Scopus Google Scholar, P. of from using Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar, of using 2006; PubMed Scopus Google Scholar). To the of our for identification of SUMO conjugation we endogenous SUMO1 from Although the protein in the of SUMO1 from the in the of SUMO1 in the The and the proteins in the SUMO1 identified by of the SUMO1 at and represents conjugated with SUMO1 R. C. Melchior F. small involved in to complex protein Full Text Full Text PDF PubMed Scopus Google Scholar). By applying our approach we to lysine in endogenous with endogenous SUMO1 in a we SUMO acceptor lysine residues in SUMO1, RanBP2, and Although of these proteins known as SUMO the SUMO acceptor sites within RanBP2 have not been described in the SUMO1 we also SUMO2 conjugated to SUMO2 on lysine and for MS and MSMS Thus, our MS approach to be and and identified SUMO acceptor sites in and in our the of the identification of SUMO conjugation sites in vivo sumoylated proteins from using and conjugated protein modifier modifier enzyme and protein protein modifier in a In this we a approach to by that be by using search engines such as that our approach is of in and database search for the identification of SUMO conjugation sites within proteins that have been sumoylated in or in In sumoylated proteins and a in In to of sumoylated proteins only an is conjugated to its SUMO the large tryptic fragments of SUMO1 and are not identified in MS. are in to the of which MS and MSMS in spectra that are complex to To these a approach has been to a tryptic of SUMO that the identification of SUMO acceptor sites by M. M. of protein sites by using a small ubiquitin-like modifier (SUMO-1) and a Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar, E.S. identification of SUMO attachment sites using C-terminal SUMO and 2006; PubMed Scopus Google Scholar). Although this has for the identification of SUMO acceptor sites from proteins sumoylated in the SUMO proteins be in that has been to SUMO acceptor sites is a tool to the complex that allows one to with B. R. Matunis M. R. identification of sites using and recognition 2006; PubMed Scopus Google Scholar). in this simple in conjugation complex from in vivo are to in the identification of SUMO acceptor sites. also have used the recognition to SUMO acceptor sites in proteins sumoylated in and in In the of our with a but of sites with in with a database search In tool is but from the that only ubiquitin and SUMO can be M. M. of protein sites by using a small ubiquitin-like modifier (SUMO-1) and a Cell. 2005; Full Text Full Text PDF PubMed Scopus Google Scholar). By of and MS used an in to in vivo approach van M. B. Tatham M.H. Hay R.T. M. In vivo identification of human small ubiquitin-like modifier sites by and an in to in vivo Cell. 2008; Full Text Full Text PDF PubMed Scopus Google Scholar). In sumoylated proteins for SUMO acceptor sites in an and in a different approach and MS with a used database search that The for the of by MS is the identification of the site of modification within the This in requires MSMS sequence and database using search engines that the of the MSMS with the in In this that are to any amino can also be identified the of the modification that is to the amino in the In a sites tryptic conjugated to its acceptor can be identified with search MS can to identification only the of the modification is has been that in M. M. in 2008; PubMed Scopus Google Scholar). Thus, is of the in one is with to sequence not only from the substrate but also from the However, search engines are of proteases used and on databases that protein for identification in the of modifications, the to a amino engines such as are used by the MS, and the of these search engines their are in the To that we developed a tool that of these search engines and protein to the databases which MS search engines can then and have the tool The for the identification of SUMO acceptor sites is in its to the to protein in a linear to any linear protein sequence that any at the of the to in of the protein that also a tryptic of proteins can be and and to an list of The is do not have to an but to a simple by MS of sumoylated In the list as an list in such that are for within the for the of has been in with the of MS A. D. D. C. C. A. Structural of by and database Cell. 2007; Full Text Full Text PDF PubMed Scopus Google but to is to the of the and A. D. D. C. C. A. Structural of by and database Cell. 2007; Full Text Full Text PDF PubMed Scopus Google not the a database this and for the our approach a with the possibility to of that can then be used for a database search using search if in a the databases can be with to sumoylated proteins from In to this a number of databases sumoylated are via the site for that the database search of the MSMS spectra the linear is with or the modifier sequence and to the of the tryptic not a search the human database in which proteins with SUMO1 and by the for a sumoylated protein as in a search only the protein sequence of with and to the database not we to a by this we the of in a database to be and that our approach can be to the of the in we of the SUMO and of the from the acceptor In we an approach to SUMO acceptor sites in endogenous proteins by in a and and we of its that this approach has the to be used the for the of protein sequence is search engines for protein and the identification of sites of modification in large and the of the of is not to ubiquitin modifiers or Ubls but can be to any of are to and for in MS and for critical of the and we the other members of our for are to M. Matunis for the of and we also at the of for using with
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".