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Enregistrement W1893306363 · doi:10.1074/mcp.m114.046847

Novel Host Proteins and Signaling Pathways in Enteropathogenic E. coli Pathogenesis Identified by Global Phosphoproteome Analysis *

2015· article· en· W1893306363 sur OpenAlexafffund
Roland W. Scholz, Koshi Imami, Nichollas E. Scott, William S. Trimble, Leonard J. Foster, B. Brett Finlay

Notice bibliographique

RevueMolecular & Cellular Proteomics · 2015
Typearticle
Langueen
DomaineBiochemistry, Genetics and Molecular Biology
ThématiqueEscherichia coli research studies
Établissements canadiensHospital for Sick ChildrenUniversity of TorontoUniversity of British Columbia
Organismes subventionnairesCanadian Institutes of Health Research
Mots-clésPathogenesisEnteropathogenic Escherichia coliHost (biology)Signal transductionBiologyComputational biologyMicrobiologyCell biologyGeneticsEscherichia coliGeneImmunology

Résumé

récupéré en direct d'OpenAlex

Enteropathogenic Escherichia coli (EPEC) uses a type III secretion system (T3SS) to directly translocate effector proteins into host cells where they play a pivotal role in subverting host cell signaling needed for disease. However, our knowledge of how EPEC affects host protein phosphorylation is limited to a few individual protein studies. We employed a quantitative proteomics approach to globally map alterations in the host phosphoproteome during EPEC infection. By characterizing host phosphorylation events at various time points throughout infection, we examined how EPEC dynamically impacts the host phosphoproteome over time. This experimental setup also enabled identification of T3SS-dependent and -independent changes in host phosphorylation. Specifically, T3SS-regulated events affected various cellular processes that are known EPEC targets, including cytoskeletal organization, immune signaling, and intracellular trafficking. However, the involvement of phosphorylation in these events has thus far been poorly studied. We confirmed the MAPK family as an established key host player, showed its central role in signal transduction during EPEC infection, and extended the repertoire of known signaling hubs with previously unrecognized proteins, including TPD52, CIN85, EPHA2, and HSP27. We identified altered phosphorylation of known EPEC targets, such as cofilin, where the involvement of phosphorylation has so far been undefined, thus providing novel mechanistic insights into the roles of these proteins in EPEC infection. An overlap of regulated proteins, especially those that are cytoskeleton-associated, was observed when compared with the phosphoproteome of Shigella-infected cells. We determined the biological relevance of the phosphorylation of a novel protein in EPEC pathogenesis, septin-9 (SEPT9). Both siRNA knockdown and a phosphorylation-impaired SEPT9 mutant decreased bacterial adherence and EPEC-mediated cell death. In contrast, a phosphorylation-mimicking SEPT9 mutant rescued these effects. Collectively, this study provides the first global analysis of phosphorylation-mediated processes during infection with an extracellular, diarrheagenic bacterial pathogen. Enteropathogenic Escherichia coli (EPEC) uses a type III secretion system (T3SS) to directly translocate effector proteins into host cells where they play a pivotal role in subverting host cell signaling needed for disease. However, our knowledge of how EPEC affects host protein phosphorylation is limited to a few individual protein studies. We employed a quantitative proteomics approach to globally map alterations in the host phosphoproteome during EPEC infection. By characterizing host phosphorylation events at various time points throughout infection, we examined how EPEC dynamically impacts the host phosphoproteome over time. This experimental setup also enabled identification of T3SS-dependent and -independent changes in host phosphorylation. Specifically, T3SS-regulated events affected various cellular processes that are known EPEC targets, including cytoskeletal organization, immune signaling, and intracellular trafficking. However, the involvement of phosphorylation in these events has thus far been poorly studied. We confirmed the MAPK family as an established key host player, showed its central role in signal transduction during EPEC infection, and extended the repertoire of known signaling hubs with previously unrecognized proteins, including TPD52, CIN85, EPHA2, and HSP27. We identified altered phosphorylation of known EPEC targets, such as cofilin, where the involvement of phosphorylation has so far been undefined, thus providing novel mechanistic insights into the roles of these proteins in EPEC infection. An overlap of regulated proteins, especially those that are cytoskeleton-associated, was observed when compared with the phosphoproteome of Shigella-infected cells. We determined the biological relevance of the phosphorylation of a novel protein in EPEC pathogenesis, septin-9 (SEPT9). Both siRNA knockdown and a phosphorylation-impaired SEPT9 mutant decreased bacterial adherence and EPEC-mediated cell death. In contrast, a phosphorylation-mimicking SEPT9 mutant rescued these effects. Collectively, this study provides the first global analysis of phosphorylation-mediated processes during infection with an extracellular, diarrheagenic bacterial pathogen. Diarrheagenic E. coli are a major global health burden and cause much morbidity and mortality worldwide. Enteropathogenic E. coli (EPEC) 1 is the causative agent of potentially fatal infantile diarrhea and remains an endemic health threat for children in developing countries. EPEC and the closely related enterohemorrhagic E. coli (EHEC) belong to the group of attaching and effacing (A/E) pathogens that form distinct A/E lesions on the surface of intestinal epithelial cells causing the loss of the characteristic intestinal brush border architecture (1.Croxen M.A. Law R.J. Scholz R. Keeney K.M. Wlodarska M. Finlay B.B. Recent advances in understanding enteric Escherichia to intestinal EPEC uses a the type III secretion system to at bacterial effector proteins into the host cell Finlay B.B. analysis of type III of Escherichia coli an effector repertoire for bacterial M. M.A. and analysis of Escherichia coli type III secretion into these a of host signaling subverting host cell and Enteropathogenic and Escherichia bacterial is of the first and into the host of EPEC to the surface its with the bacterial surface R. M. Finlay B.B. Enteropathogenic E. coli (EPEC) its for adherence into E. analysis of effector the type III secretion system of Escherichia In with also an cytoskeletal to the of the of bacterial effector proteins diarrheagenic Escherichia coli the host cell EPEC also cellular host immune and and to cause Enteropathogenic and Escherichia in has to the identification of key in the host and the the EPEC and the epithelial host and the are is that host such as protein phosphorylation is a key for bacterial pathogens to host cell in host cells during bacterial and are that this the for is into the host cell and this a role in the of the R. Finlay B.B. Enteropathogenic E. coli to in host a the of directly host cell E. Finlay B.B. effector to protein the phosphorylation of a few host proteins such as of and protein 1 as as alterations in phosphorylation of host proteins, are in an EPEC E. phosphorylation and its to E. E. M. in Escherichia coli (EPEC) to Enteropathogenic Escherichia coli of the of host Finlay B.B. E. coli type III effector with host and host cell M. Finlay B.B. Enteropathogenic Escherichia coli infection of the protein in epithelial Finlay B.B. of Escherichia coli to host cells novel signaling including phosphorylation of Finlay B.B. Enteropathogenic Escherichia coli are a analysis is needed to how and to EPEC host cell phosphorylation to cause disease. Recent advances in quantitative to the changes in host protein phosphorylation infection the diarrheagenic bacterial pathogens and E. of host protein phosphorylation during infection analysis of cells key and host phosphorylation Finlay B.B. of on the host our such analysis has been for a diarrheagenic bacterial such as In this we a in cell M. for in cell quantitative approach to the of EPEC infection on the host cell of time and the of an EPEC mutant in type III secretion insights into the as as the effector of these This experimental approach enabled identification of and EPEC bacterial and host infection on a identified host the biological of the of host protein phosphorylation in EPEC of septin-9 a SEPT9 was and into the and of to a was to of with and are in the cells in with and at and of cells was in and with as as and and EPEC and EPEC and the EPEC in this study Escherichia coli that cause and are Finlay B.B. of the Escherichia coli type III secretion system of the type III for and to infection, EPEC on to bacterial was at in a bacterial at for at bacterial was in and cell to a of and in a with for cells first and with and cell to infection with EPEC at a of infection of of and cell during infection to EPEC and infection cells with and cell time points cells with and on was to has been previously Finlay B.B. of on the host cells in and and for was to a of and was at for the of and cells proteins with at for and with at for in the was at a of at for with M. for and of for proteomics and and as previously M. for in proteomics M. and of with M. for and of for proteomics to analysis an with a a for in at a of to was a in and of at a of Both and the the to over directly into an and was in a the in the signal of 1 and with of and for and of for analysis on the to a and as with the in and was for the the with to in to in to in and for an and was in a approach of and events of 1 with a time of an of and an of with and M. identification and protein and including protein as as phosphorylation of and was to with of the the of for and for Both the and the of was M. a into the EPEC of with and and a of at and protein and as the to phosphorylation as and III M. in and phosphorylation in signaling was and in the of the for phosphorylation of and protein a of was In the EPEC proteins that of as and the analysis with a protein and of as into and for changes the protein and observed in a of of biological for a of regulated phosphorylation and protein during EPEC infection, phosphorylation and proteins that showed a compared with the at at time and an a of in at at that time to EPEC a determined in of the that protein was at analysis was this of regulated and for regulated and proteins was determined with at time on a of of biological and proteins as when the of EPEC and EPEC on the host phosphoproteome in at time when a and was observed of compared with was T3SS-dependent a was as T3SS-dependent for time as In a of and proteins was determined the extended of regulated and proteins This regulated and proteins with that a with an of in the of the was with the M. M. M. E. a system for and analysis on the was a with a of on family with was with the of phosphorylation with an of as in the protein was for the of at a M. M. M. a global on proteins and in and the for and and analysis of the analysis of cells in and as was the to the including for of was 1 the analysis was at a of the and the for analysis are in the and to the of the and septin-9 determined to the of SEPT9 in cells. cells in to and for a of siRNA SEPT9 siRNA 1 was to the cells and to experimental as in the cells to the at a of and of was of of of a to to an SEPT9 the in and in cells cells on in with and in and and at for at to of on and to with and is for of at cells with siRNA and with EPEC as cells with to cells and in on a at for the cell was at for and of the EPEC to and and on at the of EPEC was time points the of cells as an for cell was the to the was to and and as in the bacterial was and thus was for the time in where cells to of EPEC at time points of the in EPEC during infection. the of the host phosphoproteome during EPEC infection, we at and of EPEC infection. infection time was to the events effector the time was to in the host cell to cell cell to Escherichia coli has of the time was to an infection to in epithelial a in of R.J. Finlay B.B. In for Escherichia coli was as the time EPEC and effector as as to E. analysis of effector the type III secretion system of Escherichia E. M. of the type III secretion system of Escherichia an time when the first of cells was at and with the EPEC and the EPEC EPEC over EPEC we as the of EPEC infection, is to to EPEC effector in M.A. Law R.J. R. Finlay B.B. Escherichia coli type III the host the of EPEC infection was as a time at was observed when the of are into the host E. M. of the type III secretion system of Escherichia the host we with M. for in proteomics and time the phosphoproteome of EPEC and EPEC with and biological at time we identified a of proteins with a of at the and protein We on a in compared with the in at time and a in in at at the time at a in and cells was observed This of regulated was for the In we a to a of EPEC and the of regulated during the of infection with EPEC EPEC cells a of regulated a of regulated in EPEC cells compared with in EPEC cells In and protein was especially during infection protein was in an study analysis with Finlay B.B. Enteropathogenic Escherichia coli However, with global analysis of phosphorylation E. of host protein phosphorylation during infection M. in and phosphorylation in signaling of in protein phosphorylation at and the of identified and in this study In of protein regulated and thus as signaling during EPEC infection regulated in a -independent the enabled the of EPEC EPEC and cells. that in EPEC and cells as with a and cells as T3SS-regulated T3SS-regulated and and map of T3SS-regulated and the of the EPEC-mediated changes in host phosphorylation in a in the that changes at time points in EPEC and cells. In contrast, the map for T3SS-regulated and cells over the of infection regulated host phosphorylation to the of the in T3SS-dependent T3SS-dependent in that at time protein type protein protein of protein protein protein protein protein protein family and protein protein protein protein protein in a changes in phosphorylation of changes in protein we also alterations of protein at time and for EPEC and EPEC cells over the of infection with alterations in protein at time points of infection a of identified proteins regulated the as for the phosphoproteome analysis identified with of the identified phosphoproteome and with of the regulated phosphoproteome overlap was observed the regulated and the regulated phosphoproteome the of the regulated the observed protein with the changes observed in phosphorylation This the of and in to EPEC infection. This we that alterations in the phosphorylation of proteins, especially the identified in the also changes in protein Collectively, these that on the host phosphoproteome is much previously are pivotal of phosphorylation in cellular signaling and in are regulated phosphorylation. we examined the for that play a key role in of the observed changes in the host phosphoproteome during EPEC infection. of identified and in the phosphoproteome analysis identified with phosphorylation EPEC infection, including the protein and the T3SS-regulated protein type and protein 1 of in is for is a for of protein decreased in in that EPEC infection. with this is a that was decreased in cells EPEC infection at time points of host cell protein Escherichia the study also showed that EPEC infection, that the observed in our experimental is regulated the phosphorylation of the and of the phosphorylation in protein a the and an was in EPEC cells when compared with cells at In contrast, this was in EPEC a was observed when compared with cells in infection. the was the that a phosphorylation of This that that T3SS-dependent of in epithelial host cells during EPEC infection M. Finlay B.B. Enteropathogenic Escherichia coli infection of the protein in epithelial in identification of changes and phosphorylation to the to for the observed analysis with an observed regulated such as and In to these the and also the regulated phosphoproteome that changes in the in to EPEC infection. on the affected and the host directly for these phosphorylation events during EPEC infection, we identified phosphorylation that in a T3SS-dependent and -independent analysis MAPK and and phosphorylation In we that regulated that showed to and a was In with the the MAPK and identified as with T3SS-dependent In to these we that also identified the of phosphorylation and that these also play a role in phosphorylation during In the analysis of the that including and signaling hubs during EPEC infection, with MAPK the We on that affected EPEC-mediated alterations in the phosphoproteome of epithelial cells. of regulated was a of proteins that with with our with its a central the of for an of proteins that with of the regulated We this to host proteins that been the phosphoproteome analysis are potentially EPEC and that signaling hubs during infection. showed a of and of are known to during EPEC infection Enteropathogenic Escherichia to alterations in intestinal epithelial the of this the directly in our of its the analysis confirmed that is an signaling during EPEC infection. that T3SS-regulated and with the effector EPHA2, and protein 1 also known as protein of 1 and and type protein also with and EPEC of phosphorylation in host cell and immune the changes observed the we a and analysis the and and of and and analysis of the analysis of biological and that to are in are in of that cellular processes the including and and In contrast, for T3SS-regulated cellular including immune signaling, intracellular and cellular such as the and the that are known for EPEC of host cell signaling Enteropathogenic and Escherichia with the of and in the the analysis of the regulated phosphoproteome that the of observed phosphorylation events in An of the of host cell and immune during EPEC infection in Enteropathogenic and Escherichia this T3SS-regulated host proteins that are known to in such processes including the and as as E. as a of E. M. E. of and signaling in and M. of and phosphorylation observed in was and the family protein with this in the phosphorylation CIN85, its with and are with signaling and in signaling and protein is and of a novel CIN85, that with the of signaling in to Recent that of cellular processes play an role in EPEC in M. of and type III secretion system However, host in of to We identified T3SS-regulated in an of host in such as protein protein protein and of a novel and in M. R. M. a novel with and in the role for protein phosphorylation in during E. of a of protein in such as protein protein and the been in and cytoskeletal organization, closely processes protein with to the of has a role in the E. to and and roles of in and cytoskeletal especially during is a major of EPEC in effector proteins diarrheagenic Escherichia coli was also the identification of cytoskeletal in the and the are of and regulated at E. phosphorylation and its to R. Finlay B.B. of cytoskeletal and signaling proteins to and enterohemorrhagic Escherichia coli of phosphorylation of Both and the in phosphorylation showed a in in phosphorylation at and time points where are In we identified an of novel in cytoskeletal during EPEC including protein of protein and protein the T3SS-regulated proteins was the cytoskeletal septin-9 a of the of phosphorylation in EPEC cells when compared with EPEC cells over the of infection a role of SEPT9 phosphorylation during EPEC infection the with cellular roles host cell proteins with that are to to host cell processes a T3SS-regulated phosphorylation the protein protein protein protein 1 family and of EPEC to with host cell signaling our understanding of EPEC our this study the first global analysis of host phosphoproteome alterations infection with an diarrheagenic bacterial pathogen. We compared our with the phosphoproteome of cells with and E. of host protein phosphorylation during infection analysis of cells key and host phosphorylation Finlay B.B. of on the host pathogens and experimental the that regulated and We the analysis on EPEC is a diarrheagenic E. coli host cells. analysis that of regulated EPEC also regulated during infection This proteins with and the that This that EPEC and -independent on the host phosphoproteome those observed infection, potentially for the in infection We examined with that regulated in of EPEC and of these a during EPEC infection during infection. EPEC T3SS-dependent an to a infection regulated during infection, with an of EPEC T3SS-dependent and -independent of the to proteins in and In contrast, that T3SS-regulated with proteins that with the host cell are known cytoskeletal of the regulated in our of was also regulated in Shigella-infected cells. of was during EPEC and infection, was also to in cells with with analysis of cells key and host phosphorylation of the events identified in this study was the phosphorylation of SEPT9 during EPEC infection previously identified a of host SEPT9 phosphorylation during and infection E. of host protein phosphorylation during infection analysis of cells key and host phosphorylation has that SEPT9 is to the of bacterial host cell during and infection bacterial into host during and as in the role of SEPT9 in bacterial of the host cell and the this EPEC is a the intracellular of and the to the host cell surface and the cytoskeletal to those for of we that SEPT9 and its phosphorylation at play a role during EPEC pathogenesis, potentially as a of EPEC In SEPT9 to a family of and that are proteins and such as and in the of the and in SEPT9 of been confirmed at protein M.A. organization, and of a on M. SEPT9 of confirmed protein a a and an of protein of SEPT9 showed that the identified in this study the is in and in to in in and in analysis that protein of SEPT9 during infection with EPEC mutant observed time points This that SEPT9 phosphorylation is changes in SEPT9 of changes at the This is the of EPEC and intestinal epithelial cells changes in protein of SEPT9 during infection R. Finlay B.B. analysis of the intestinal epithelial cell to Escherichia this we a that of SEPT9 changes in SEPT9 in EPEC cells when compared with the to that the observed was of the of and of with in SEPT9 we the with for to the of during EPEC infection, that the observed phosphorylation was regulated at the of SEPT9 was and in as SEPT9 a of This that and the SEPT9 in cells. we the of on EPEC with cells. SEPT9 knockdown siRNA in cells the of this we EPEC-mediated as a of EPEC SEPT9 knockdown in and cell of EPEC cells compared with cells with siRNA was observed for EPEC thus our that EPEC-mediated of SEPT9 was T3SS-regulated We the observed on host cell is of SEPT9 of EPEC adherence to the host cell of SEPT9 in a of EPEC adherence to cells with the changes in the of observed for EPEC cells during SEPT9 that SEPT9 an role in cell and that SEPT9 is in EPEC adherence to the host cell We the phosphorylation in the SEPT9 is for SEPT9 involvement in EPEC We to that a of to phosphorylation to phosphorylation for on an study to and thus for and biological relevance of the SEPT9 SEPT9 the in and in analysis of cells with confirmed that and of SEPT9 that a on protein SEPT9 phosphorylation affects EPEC we cells with mutant SEPT9 cells with EPEC adherence was decreased when compared with cells However, when cells with EPEC adherence was to cells with EPEC cells showed in bacterial that phosphorylation EPEC adherence also that phosphorylation to a and EPEC adherence to the host to host cells is a key of EPEC and is with host cell in cell of cell analysis was as an approach to the compared with cells with and with EPEC In contrast, cells with and with EPEC showed a in when compared with and EPEC cells. This the the mutant and the role of SEPT9 phosphorylation in EPEC with host cells. in EPEC cells. Collectively, these SEPT9 and the that SEPT9 is a novel key host in EPEC the to the host cell phosphorylation of in SEPT9 is for bacterial in host protein phosphorylation infection into the pathogens host cell signaling to cause disease. we the first study that the global of an diarrheagenic bacterial on the host infection of and pathogens EPEC remains at the host cell surface and the host a host when compared with and In EPEC a limited effector a such as the effector the effector M. is a effector with on host protein of a bacterial type III effector This of especially those with a role in host phosphoproteome and the limited host that EPEC a on the host with this we observed a on the host phosphoproteome EPEC compared with of E. of host protein phosphorylation during infection analysis of cells key and host phosphorylation our and phosphoproteome analysis that EPEC changes in the host phosphoproteome far was established protein studies. We observed a of regulated to the on host phosphorylation was in EPEC cells when compared with cells. observed T3SS-dependent alterations affected cellular that are known of been as an signaling during host infection with EPEC and various bacterial and are bacterial M. Finlay B.B. Enteropathogenic Escherichia coli infection of the protein in epithelial in Finlay B.B. of epithelial cells the protein R.J. of protein in the and in intestinal epithelial M.A. M.A. Finlay B.B. and effacing bacterial effector epithelial and protein of signaling bacterial on and T3SS-regulated analysis as as the identification of a T3SS-regulated MAPK our the central role of MAPK during EPEC infection. In the that EPEC host signaling phosphorylation of a of cellular previously unrecognized host in bacterial such as and TPD52, we also identified signaling hubs that are known for EPEC such as M. R. a bacterial effector with to E. coli (EPEC) effector that been to phosphorylation EPEC infection. EPEC-mediated host cytoskeletal is the in EPEC effector proteins diarrheagenic Escherichia coli However, the role of phosphorylation in this is and thus far has on of the bacterial effector and of the R. Finlay B.B. Enteropathogenic E. coli to in host E. phosphorylation and its to mechanistic insights into and phosphorylation-mediated cytoskeletal during EPEC infection. We observed that the the cellular and phosphorylation at in infection. is to where R. Finlay B.B. of cytoskeletal and signaling proteins to and enterohemorrhagic Escherichia coli phosphorylation has been to the of a of this during infection of phosphorylation of An that the the in that form and of infection M.A. Escherichia coli to M.A. of distinct host cell signaling Escherichia coli effector We observed an of to an role and to of showed phosphorylation at in a T3SS-dependent during EPEC infection. of of M. of as a major for the phosphorylation of the E. of and phosphorylation of protein This in to phosphorylation also as a phosphorylation that during EPEC infection. In to and the biological relevance and of SEPT9 phosphorylation was previously T3SS-dependent in SEPT9 phosphorylation was of the events in this siRNA knockdown and we showed for the first time that SEPT9 and its phosphorylation play a role in EPEC on bacterial adherence to the host cell SEPT9 is in a of cellular processes including cell and as as bacterial architecture as is a the of the SEPT9 the of and its the of and also the of such as and of its SEPT9 the in and in that the observed SEPT9 phosphorylation is the a in In the of are are and a extended SEPT9 M. and of and is its and of M.A. E. of and However, the role of phosphorylation in SEPT9 is of SEPT9 phosphorylation was phosphorylation of an SEPT9 with protein to of SEPT9 protein 1 and protein is for the of are in and a role in EPEC and bacterial is that the observed adherence is of an altered of with those is a various cellular processes including the of and analysis of the protein family and with the SEPT9 M. of the and was identified the T3SS-regulated in our with SEPT9 also to bacterial Recent SEPT9 to the of and host cell and established a role of in bacterial bacterial into host during and as in the In SEPT9 is to and that and for intracellular SEPT9 is for the of in the bacterial M. M.A. M. E. R. M. M. of SEPT9 phosphorylation was also in of and epithelial cells E. of host protein phosphorylation during infection analysis of cells key and host phosphorylation a SEPT9 phosphorylation and the of SEPT9 to the of and also of bacterial such as and these a of EPEC-mediated alterations the host We identified SEPT9 as a novel host in EPEC pathogenesis, established the biological relevance of SEPT9 and mechanistic insights into to host We for with the and and for of the is the in in this was the for the and the with attaching and effacing for and Escherichia coli Escherichia coli enterohemorrhagic Escherichia coli analysis of and of infection for in cell and for the of type III secretion type III secretion system

Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.

Comment cette classification a été obtenuedéplier

Prédiction distillée sur la base complète

Imitation des enseignants

Ni 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.

score de la tête « metaresearch » (Codex)0,001
score de la tête « metaresearch » (Gemma)0,000
Version: codex-gemma-dda1882f352aStatut de validation: machine_predicted_unvalidated
Catégories candidatesMéta-épidémiologie (sens strict)
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Expérimental (laboratoire) · Signal consensuel: Expérimental (laboratoire)
GenreSignal candidat: Empirique · Signal consensuel: Empirique
Score de désaccord entre enseignants0,081
Score d'incertitude au seuil1,000

Scores Codex et Gemma par catégorie

CatégorieCodexGemma
Métarecherche0,0010,000
Méta-épidémiologie (sens strict)0,0000,000
Méta-épidémiologie (sens large)0,0010,000
Bibliométrie0,0000,001
Études des sciences et des technologies0,0000,000
Communication savante0,0000,000
Science ouverte0,0000,001
Intégrité de la recherche0,0000,000
Charge utile insuffisante (le modèle a refusé de juger)0,0000,000

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.

Tête enseignante Opus0,016
Tête enseignante GPT0,241
Écart entre enseignants0,225 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validationscore_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

Classification

machine, non validée

Prédiction automatique; un appel candidat d’une seule tête enseignante, pas un consensus.

Devis d'étudeExpérimental (laboratoire)
Domainenon disponible
GenreEmpirique

Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».

En bref

Citations39
Publié2015
Routes d'admission2
Résumé présentoui

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