Analysis of Intact Monoclonal Antibody IgG1 by Electron Transfer Dissociation Orbitrap FTMS
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Résumé
The primary structural information of proteins employed as biotherapeutics is essential if one wishes to understand their structure–function relationship, as well as in the rational design of new therapeutics and for quality control. Given both the large size (around 150 kDa) and the structural complexity of intact immunoglobulin G (IgG), which includes a variable number of disulfide bridges, its extensive fragmentation and subsequent sequence determination by means of tandem mass spectrometry (MS) are challenging. Here, we applied electron transfer dissociation (ETD), implemented on a hybrid Orbitrap Fourier transform mass spectrometer (FTMS), to analyze a commercial recombinant IgG in a liquid chromatography (LC)-tandem mass spectrometry (MS/MS) top-down experiment. The lack of sensitivity typically observed during the top-down MS of large proteins was addressed by averaging time-domain transients recorded in different LC-MS/MS experiments before performing Fourier transform signal processing. The results demonstrate that an improved signal-to-noise ratio, along with the higher resolution and mass accuracy provided by Orbitrap FTMS (relative to previous applications of top-down ETD-based proteomics on IgG), is essential for comprehensive analysis. Specifically, ETD on Orbitrap FTMS produced about 33% sequence coverage of an intact IgG, signifying an almost 2-fold increase in IgG sequence coverage relative to prior ETD-based analysis of intact monoclonal antibodies of a similar subclass. These results suggest the potential application of the developed methodology to other classes of large proteins and biomolecules. The primary structural information of proteins employed as biotherapeutics is essential if one wishes to understand their structure–function relationship, as well as in the rational design of new therapeutics and for quality control. Given both the large size (around 150 kDa) and the structural complexity of intact immunoglobulin G (IgG), which includes a variable number of disulfide bridges, its extensive fragmentation and subsequent sequence determination by means of tandem mass spectrometry (MS) are challenging. Here, we applied electron transfer dissociation (ETD), implemented on a hybrid Orbitrap Fourier transform mass spectrometer (FTMS), to analyze a commercial recombinant IgG in a liquid chromatography (LC)-tandem mass spectrometry (MS/MS) top-down experiment. The lack of sensitivity typically observed during the top-down MS of large proteins was addressed by averaging time-domain transients recorded in different LC-MS/MS experiments before performing Fourier transform signal processing. The results demonstrate that an improved signal-to-noise ratio, along with the higher resolution and mass accuracy provided by Orbitrap FTMS (relative to previous applications of top-down ETD-based proteomics on IgG), is essential for comprehensive analysis. Specifically, ETD on Orbitrap FTMS produced about 33% sequence coverage of an intact IgG, signifying an almost 2-fold increase in IgG sequence coverage relative to prior ETD-based analysis of intact monoclonal antibodies of a similar subclass. These results suggest the potential application of the developed methodology to other classes of large proteins and biomolecules. Top-down mass spectrometry (MS) 1The abbreviations used are:ETDelectron transfer dissociationECDelectron capture dissociationCIDcollision-induced dissociationFTFourier transformFTMSFourier transform mass spectrometryIgGimmunoglobulin GMSmass spectrometryMS/MStandem mass spectrometryLCliquid chromatographyPTMpost-translational modificationSNRsignal-to-noise ratioFT-ICR MSFourier transform ion cyclotron resonance mass spectrometryMWmolecular weightqTOF MSquadrupole time-of-flight mass spectrometryLTQlinear trap quadrupole (linear ion trap)pyroGlupyroglutamic acid. 1The abbreviations used are:ETDelectron transfer dissociationECDelectron capture dissociationCIDcollision-induced dissociationFTFourier transformFTMSFourier transform mass spectrometryIgGimmunoglobulin GMSmass spectrometryMS/MStandem mass spectrometryLCliquid chromatographyPTMpost-translational modificationSNRsignal-to-noise ratioFT-ICR MSFourier transform ion cyclotron resonance mass spectrometryMWmolecular weightqTOF MSquadrupole time-of-flight mass spectrometryLTQlinear trap quadrupole (linear ion trap)pyroGlupyroglutamic acid. (1Cui W. Rohrs H.W. Gross M.L. Top-down mass spectrometry: recent developments, applications and perspectives.Analyst. 2011; 136: 3854-3864Crossref PubMed Scopus (101) Google Scholar, 2Kellie J.F. Tran J.C. Lee J.E. Ahlf D.R. Thomas H.M. Ntai I. Catherman A.D. Durbin K.R. Zamdborg L. Vellaichamy A. Thomas P.M. Kelleher N.L. The emerging process of top down mass spectrometry for protein analysis: biomarkers, protein-therapeutics, and achieving high throughput.Mol. Biosyst. 2010; 6: 1532-1539Crossref PubMed Scopus (78) Google Scholar, 3Tipton J.D. Tran J.C. Catherman A.D. Ahlf D.R. Durbin K.R. Kelleher N.L. Analysis of intact protein isoforms by mass spectrometry.J. Biol. Chem. 2011; 286: 25451-25458Abstract Full Text Full Text PDF PubMed Scopus (82) Google Scholar) has continued to demonstrate its particular advantages over traditionally employed bottom-up MS strategies (4Chamot-Rooke J. Mikaty G. Malosse C. Soyer M. Dumont A. Gault J. Imhaus A.F. Martin P. Trellet M. Clary G. Chafey P. Camoin L. Nilges M. Nassif X. Dumenil G. Posttranslational modification of pili upon cell contact triggers N. meningitidis dissemination.Science. 2011; 331: 778-782Crossref PubMed Scopus (143) Google Scholar). Specifically, top-down MS allows the characterization of specific protein isoforms originating from the alternative splicing of mRNA that code single nucleotide polymorphisms and/or post-translational modifications (PTMs) of protein species (5Schluter H. Apweiler R. Holzhutter H.G. Jungblut P.R. Finding one's way in proteomics: a protein species nomenclature.Chem. Cent. J. 2009; 3: 11Crossref PubMed Scopus (198) Google Scholar). Intact protein molecular weight (MW) determination and subsequent gas-phase fragmentation of selected multiply charged protein ions (referred to as tandem MS or MS/MS) theoretically might result in complete protein sequence coverage and precise assignment of the type and position of PTMs, amino acid substitutions, and C- or N-terminal truncations (6Zhang J. Zhang H. Ayaz-Guner S. Chen Y.C. Dong X. Xu Q. Ge Y. Phosphorylation, but not alternative splicing or proteolytic degradation, is conserved in human and mouse cardiac troponin T.Biochemistry. 2011; 50: 6081-6092Crossref PubMed Scopus (29) Google Scholar), whereas the bottom-up MS approach allows only the identification of a certain protein family when few or redundant peptides are found for a particular protein isoform. At a practical level, however, top-down MS-based proteomics struggles not only with the single- or multi-dimensional separation of undigested proteins, which demonstrates lower reproducibility and repeatability than for peptides, but also with technical limitations present in even state-of-the-art mass spectrometers. The outcome of a top-down MS experiment depends indeed on the balance between the applied resolution of the mass spectrometer and its sensitivity. The former is required for unambiguous assignment of ion isotopic clusters in both survey and MS/MS scans, whereas the latter is ultimately dependent on the scan speed of the mass analyzer, which determines the number of scans that can be accumulated for a given analyte ion on the liquid chromatography (LC) timescale to enhance the resulting signal-to-noise ratio (SNR). Until recently, the instrument of choice for top-down MS has been the Fourier transform ion cyclotron resonance (FT-ICR) mass spectrometer, primarily because of its superior resolving power and the availability of electron capture dissociation for the efficient MS/MS of large biomolecules (7Nikolaev E.N. Boldin I.A. Jertz R. Baykut G. Initial experimental characterization of a new ultra-high resolution FTICR cell with dynamic harmonization.J. Am. Soc. Mass Spectr. 2011; 22: 1125-1133Crossref PubMed Scopus (124) Google Scholar, 8Tsybin Y.O. Ramstrom M. Witt M. Baykut G. Hakansson P. Peptide and protein characterization by high-rate electron capture dissociation Fourier transform ion cyclotron resonance mass spectrometry.J. Mass Spectrom. 2004; 39: 719-729Crossref PubMed Scopus (32) Google Scholar). However, this solution has been shown to have some limitations in the analysis of large proteins (9Patrie S.M. Ferguson J.T. Robinson D.E. Whipple D. Rother M. Metcalf W.W. Kelleher N.L. Top down mass spectrometry of < 60-kDa proteins from Methanosarcina acetivorans using quadrupole FTMS with automated octopole collisionally activated dissociation.Mol. Cell. Proteomics. 2006; 5: 14-25Abstract Full Text Full Text PDF PubMed Scopus (57) Google Scholar). The main issue, as described by Compton et al. (10Compton P.D. Zamdborg L. Thomas P.M. Kelleher N.L. On the scalability and requirements of whole protein mass spectrometry.Anal. Chem. 2011; 83: 6868-6874Crossref PubMed Scopus (142) Google Scholar), is that the SNR in Fourier transform mass spectrometry (FTMS) is inversely proportional to the width of the isotopic and charge state distributions (11Scigelova M. Hornshaw M. Giannakopulos A. Makarov A. Fourier transform mass spectrometry.Mol. Cell. Proteomics. 2011; 10 (O111.009431)Abstract Full Text Full Text PDF PubMed Scopus (153) Google Scholar), which both increase as a function of MW. Particularly, the SNR dramatically decreases with MW under standard on-line LC-MS/MS operating conditions if isotopic resolution is is that SNR can not only intact mass but also the subsequent MS/MS electron transfer dissociation electron capture dissociation dissociation Fourier transform Fourier transform mass spectrometry immunoglobulin G mass spectrometry tandem mass spectrometry liquid chromatography post-translational modification signal-to-noise ratio Fourier transform ion cyclotron resonance mass spectrometry molecular weight quadrupole time-of-flight mass spectrometry trap quadrupole (linear ion acid. electron transfer dissociation electron capture dissociation dissociation Fourier transform Fourier transform mass spectrometry immunoglobulin G mass spectrometry tandem mass spectrometry liquid chromatography post-translational modification signal-to-noise ratio Fourier transform ion cyclotron resonance mass spectrometry molecular weight quadrupole time-of-flight mass spectrometry trap quadrupole (linear ion acid. The employed solution for top-down analysis is a of the protein for J.C. size separation of intact proteins in solution for mass spectrometry.Anal. Chem. 2009; PubMed Scopus Google Scholar). when the MW proteins are of the single or species of Y. Xu Q. Top-down mass spectrometry of cardiac protein that protein 2009; PubMed Scopus Google Scholar). strategies to the quality of mass their by the number of scans to selected or However, intact protein analysis has and modification during and The required for protein can also be capture dissociation Kelleher N.L. capture dissociation of multiply charged protein Am. Chem. Soc. Scopus Google Scholar, of ions with in the Spectrom. 22: PubMed Scopus Google Scholar) and electron transfer dissociation J. Peptide and protein sequence analysis by electron transfer dissociation mass 2004; PubMed Scopus Google Scholar) are ion that fragmentation with P. of in peptides by electron capture dissociation in a Fourier transform mass Chem. PubMed Scopus Google Scholar, A. capture dissociation of and multiply Mass PubMed Scopus Google Scholar). and ETD sequence coverage for intact proteins than as dissociation and dissociation H. R. A. of dissociation and electron transfer Chem. PubMed Scopus Google Scholar, and fragmentation of Mass Spectrom. 2011; PubMed Scopus Google Scholar). and ETD are to disulfide a for the analysis of proteins in their state and capture dissociation of proteins is disulfide and other of high Am. Chem. Soc. Scopus Google Scholar, Kelleher N.L. capture dissociation for structural characterization of multiply charged protein Chem. PubMed Scopus Google Scholar, of the and complete of the of recombinant using with electron transfer Chem. 2010; PubMed Scopus Google Scholar). The structural analysis of high MW intact proteins with MS has recent in the J.C. mass resolution for an intact monoclonal by Fourier transform ion cyclotron resonance mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google Scholar, Y.O. L. C. M. J. S. R. analysis of intact monoclonal antibodies by electron transfer dissociation mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google Scholar), because of the improved by protein and mass and G proteins are antibodies with an MW of about 150 that are of of and with both and disulfide H. Chen Mass spectrometry for structural characterization of Spectrom. 2009; PubMed Scopus Google Scholar). an for structural analysis given their high as biotherapeutics C. from the 2010; PubMed Scopus Google Scholar). resolution mass an isotopic of an charge state of a has been with MS with and a cell J.C. mass resolution for an intact monoclonal by Fourier transform ion cyclotron resonance mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google Scholar). However, are to and MS the required of resolution and sensitivity. of intact antibodies in the the top-down MS approach has been ion charge state by means of on a trap quadrupole of variable of monoclonal antibodies by top-down mass spectrometry.Anal. Chem. PubMed Scopus Google Scholar, Makarov Zhang Mass and top-down analysis of intact monoclonal antibodies on a hybrid quadrupole ion mass Am. Soc. Mass Spectrom. 2009; PubMed Scopus Google Scholar) and with ion ETD on a high resolution quadrupole time-of-flight mass spectrometer Y.O. L. C. M. J. S. R. analysis of intact monoclonal antibodies by electron transfer dissociation mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google Scholar). to the results with MS/MS the ETD MS/MS higher sequence for human and for for top-down proteomics for protein the ETD MS/MS results on the increase the sequence coverage and in ion a increase in SNR was by averaging MS/MS from to 10 LC-MS/MS The high complexity of the ion the resolution to about the assignment of high charge state ions in the higher complexity was observed in the of charge species and disulfide MS/MS in the disulfide we demonstrate that hybrid ion trap Orbitrap FTMS allows to the top-down ETD-based LC-MS/MS of monoclonal for of the high resolving power of Orbitrap MS/MS for both the number of ions and the of the an LC-MS/MS in a proteomics for protein and we time-domain transients from LC-MS/MS before Fourier transform signal processing. monoclonal was provided by The in a solution with the of was in a of 10 and used and for subsequent on-line MS/MS analysis was with high MS with of IgG was a of and with a size from to of with acid a was applied to an IgG of The and was about hybrid ion trap Orbitrap FTMS with an ion was employed for both IgG intact mass and in ETD ions to as the or to as the in the high the over to and to with multiply charged of IgG for 10 or ions to the Orbitrap which was with a charge to and ion in the Orbitrap mass over a The resolving power was for MS experiments and for ETD The ion was to for and the for was to the SNR as a function of single scan 10 for scan in the The was to the and the transfer was to was to and to The Orbitrap FTMS was for the high mass mass accuracy for the mass the ETD LC-MS/MS Orbitrap FTMS time-domain transients recorded in J.D. S. for Fourier transform ion cyclotron resonance mass Mass Spectrom. PubMed Scopus Google Scholar) for signal processing. was developed for and the can be by the Orbitrap FTMS or an to the as described H. S. Analysis of from an Orbitrap mass spectrometer with of the for Mass on Mass and Scholar). was standard developed for of the Orbitrap FTMS with the MS analysis a for MS J. Mass Spectrom. 2011; Scopus Google Scholar). originating from LC-MS/MS experiments in the prior to Fourier transform signal processing. the the of transients scans to from a single LC-MS/MS with an ETD of 10 or scans from 10 LC-MS/MS with 10 or scans from LC-MS/MS with of 10 and ETD and scans from LC-MS/MS with 10 and ETD the SNR the in the ETD mass was by a of the mass the for of the and that the of the as a for the ion was over the Mass was with and comprehensive analysis of fragmentation was with the top-down MS analysis L. S. Kelleher N.L. improved protein identification and characterization for top down mass PubMed Scopus Google Scholar). the a protein the of both and of in both and and with both and isoforms of the in and the in the The large required for from can the isotopic and are to M.L. to and from in electron capture dissociation of Am. Soc. Mass Spectrom. PubMed Scopus Google Scholar, J.C. J.E. and ETD tandem mass Chem. 2009; PubMed Scopus Google Scholar). of can the observed mass by or in the in the as in this analysis. the results of a single on the recombinant the selected the of the IgG from the was The in with the high of IgG the and for efficient The charge state is on the protein and charge observed from to the of MS potential The can be to to as R. of recombinant PubMed Scopus Google whereas the can be as a the mass of to the of a to one of the and but the sequence of the IgG, which to an mass of the mass accuracy for the is to The charge state to for the The for the produced by intact protein mass is with in the for produced antibodies R. of recombinant PubMed Scopus Google Scholar, M. H. H. R. I. H. of produced by recombinant 2010; PubMed Scopus Google Scholar). the intact mass that was observed the or the of the and analysis of the are in a bottom-up by S. L. S. J. L. Y.O. on a recombinant IgG produced in PubMed Scopus Google Scholar). However, and in to the high complexity of of different that can be found on recombinant are with R. R. characterization of from and monoclonal antibodies using mass 2010; PubMed Scopus Google Scholar), with or with as analysis of in and with Chem. PubMed Scopus Google Scholar), for both and analysis. the main in the top-down MS and MS/MS of large proteins is the SNR provided by averaging a number of scans during protein in a single LC-MS/MS experiment. increase the SNR of the MS/MS and to the number of of Orbitrap MS/MS transients from a number of LC-MS/MS experiments be implemented before performing for of ETD mass resulting from analysis of a different of transients for and and and the results of experiments with a ion in the the ions from to charge The ETD mass shown in was for the ion the ions from to charge a 10 the main ion is about and a of ions is The experiment with a ETD a mass higher with the result that the main ion is ETD electron transfer and ion number of different ions with is present in than in both experimental the ions and the species with previous ETD MS/MS analysis of a human IgG on a MS a of Y.O. L. C. M. J. S. R. analysis of intact monoclonal antibodies by electron transfer dissociation mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google and ETD mass by scans from 10 and ETD LC-MS/MS Here, the lack of IgG species is even and mass scans from both 10 and ETD with the former resulting from the of scans and the latter scans from ETD experiments in which a was These ETD mass present a ion that in to the increase in SNR for mass by experiments with ETD of 10 and is that higher sequence coverage be by different ions produced a different of the sensitivity by transients before we SNR for of the ETD mass in using the of the ion as a in The was selected for its in both the 10 and ETD experiments and its in a with from other the of the ion relative to that of the between the 10 and is that the SNR is when the number of scans from to as SNR from to and from to in 10 and ETD mass an number of scans from the of ETD the in SNR is to but by an for the SNR scans we can an of than for the ETD mass in relative to the result of a single LC-MS/MS experiment. The an almost for the ETD mass which results from the of different ETD ions to a and is not with the increase in SNR by LC-MS/MS is the SNR might not be by the and experiment other of SNR in a single LC-MS/MS experiment are to be activated J.C. J.E. and ETD tandem mass Chem. 2009; PubMed Scopus Google Scholar, J.E. J.C. J. electron transfer dissociation the of electron transfer dissociation to peptides in a Chem. 2010; PubMed Scopus Google Scholar), protein ion of in of from Am. Soc. Mass Spectrom. 2009; PubMed Scopus Google Scholar, J.D. for liquid separation and of intact protein ions for mass spectrometry.Anal. Chem. 2010; PubMed Scopus Google Scholar, S. Top-down mass spectrometry of J. Mass Spectrom. 2011; PubMed Scopus Google Scholar, S.M. L. Y. Y.O. of peptides and proteins in mass spectrometry.Anal. Chem. PubMed Scopus Google Scholar), an number of ions of the ETD improved ion to the Orbitrap mass from the ETD and an number of scans LC-MS/MS experiment signal applied to the signal Y.O. mass spectrometry for molecular and Chem. PubMed Scopus (32) Google Scholar). The complexity of high SNR ETD mass can be in which the of the employed high resolution in the MS/MS Particularly, the isotopic distributions of multiply charged ion clusters are one to their charge state with high the high resolution employed in this to the identification of IgG be that the increase in SNR with the of transients from different LC-MS/MS experiments is the for the analysis of of multiply charged ions The mass by and ETD MS/MS scans to analysis with for The fragmentation is in of and ions for both and is in I. The ETD mass from scans with fragmentation of different IgG ions and and for the to and and to for the the the was observed to be also in acid as in in The number of ETD of the charge of IgG the of the and of the resulting in potential to sequence the both of in ETD not result in of the are in the for the and 10 for the are in of the is that the of the of both variable and has been with of the by the identification of information about the and the and/or However, the of the the was not of ions from top-down MS of sequence of sequence of sequence scans, in the present on intact human with for the and and for the scans, in the present on intact human with for the and and for the by the of the Orbitrap FTMS in a previous on an intact with for the and for the from on and human with for the and for the in the present on intact human with for the and and for the by the of the Orbitrap FTMS in a previous Y.O. L. C. M. J. S. R. analysis of intact monoclonal antibodies by electron transfer dissociation mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google Scholar) on an intact with for the and for the from Makarov Zhang Mass and top-down analysis of intact monoclonal antibodies on a hybrid quadrupole ion mass Am. Soc. Mass Spectrom. 2009; PubMed Scopus Google on and human with for the and for the in a new The ion ions from to charge which might new dissociation was employed in to the ETD sequence ETD of ions from the and from the and The number of to sequence to the ETD results with the the of the a lower number of whereas the sequence coverage of the between the and and and the of the is The in fragmentation is in the of ions the number of ions information on the and was in ETD with the whereas for ETD with the for the for the the number from for the former to for the latter ion the SNR both mass the observed in sequence coverage the are to the of different ETD ions for the experimental the by Orbitrap ETD MS/MS for the structural analysis of intact and IgG, a with previous ETD MS/MS on a MS in Y.O. L. C. M. J. S. R. analysis of intact monoclonal antibodies by electron transfer dissociation mass spectrometry.Anal. Chem. 2011; 83: PubMed Scopus Google and MS/MS on an Orbitrap FTMS Makarov Zhang Mass and top-down analysis of intact monoclonal antibodies on a hybrid quadrupole ion mass Am. Soc. Mass Spectrom. 2009; PubMed Scopus Google Scholar) can be that experiments on and IgG of a different not ETD the human different only in the variable as to the and the increase in sequence coverage provided by ETD on Orbitrap FTMS is we the results of and ETD Orbitrap FTMS the number of to sequence of the of sequence coverage on the number of scans has to be Given their and and disulfide and on and their high molecular weight the characterization of intact a for MS The state-of-the-art high resolution Orbitrap FTMS allows intact IgG charge state in a to and fragmentation by both and higher and dissociation also the of multiply charged ions present in a a top-down MS approach for the structural analysis of intact Here, we have that time-domain signal averaging from a number of LC-MS/MS experiments before signal and the of Orbitrap top-down that state-of-the-art top-down proteomics of 10 to proteins is with on-line the analysis of intact proteins than is protein by for an on-line LC-MS/MS approach because is than the approach in of the of to be as well as its for automated quality the of the top-down proteomics is to of protein that proteins as large as 150 to an increase in MS sensitivity and speed of high resolution LC-MS/MS be required for protein the the observed increase in SNR as with the of the number of we a to in SNR from a single LC-MS/MS experiment to the mass to the number of we not only scans, but we also used a large ion a the demonstrate a 2-fold higher sequence coverage than was on a similar human in a prior ETD for top-down MS analysis of we the of to on the IgG that structural between IgG in ETD MS/MS be to similar IgG information about the ETD for a particular IgG sequence or higher an of information on the ETD The of the results for ETD-based top-down MS is primarily in the improved of the employed experimental that increase the of the and an to be its previous the also the in of the mass resolving The large number of with Orbitrap FTMS a high of the results described similar to we not to sequence of the of or the of the because of a of and the of the and of the IgG in the which the almost complete sequence coverage for the in the and are by ion before and ETD IgG the of disulfide and the number of ion in the of a Orbitrap mass or Orbitrap FTMS instrument or improved ion transfer and to increase the speed of analysis and the number of scans required for top-down analysis. are to for with the analysis. with
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Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,000 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,001 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découle