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Record W2113199924 · doi:10.1194/jlr.p005298

Distinct skeletal muscle fiber characteristics and gene expression in diet-sensitive versus diet-resistant obesity

2010· article· en· W2113199924 on OpenAlexaffabout
Martin F. Gerrits, Sujoy Ghosh, Nihan Kavaslar, Benjamin Harvey Hill, Anastasia Tour, Erin L. Seifert, Brittany Beauchamp, Shelby Gorman, Joan Stuart, Robert Dent, Ruth McPherson, Mary‐Ellen Harper

Bibliographic record

VenueJournal of Lipid Research · 2010
Typearticle
Languageen
FieldMedicine
TopicAdipose Tissue and Metabolism
Canadian institutionsOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsEndocrinologyWeight lossInternal medicineSkeletal muscleObesityOxidative phosphorylationVastus lateralis muscleLean body massGlycolysisGene expressionBiologyMedicineBiochemistryMetabolismGeneBody weight

Abstract

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Inter-individual variability in weight gain and loss under energy surfeit and deficit conditions, respectively, are well recognized but poorly understood phenomena. We documented weight loss variability in an intensively supervised clinical weight loss program and assessed skeletal muscle gene expression and phenotypic characteristics related to variable response to a 900 kcal regimen. Matched pairs of healthy, diet-compliant, obese diet-sensitive (ODS) and diet-resistant (ODR) subjects were defined as those in the highest and lowest quintiles for weight loss rate. Physical activity energy expenditure was minimal and comparable. Following program completion and weight stabilization, skeletal muscle biopsies were obtained. Gene expression analysis of rectus femoris and vastus lateralis indicated upregulation of genes and gene sets involved in oxidative phosphorylation and glucose and fatty acid metabolism in ODS compared with ODR. In vastus lateralis, there was a higher proportion of oxidative (type I) fibers in ODS compared with ODR women and lean controls, fiber hypertrophy in ODS compared with ODR women and lean controls, and lower succinate dehydrogenase in oxidative and oxidative-glycolytic fibers in all obese compared with lean subjects. Intramuscular lipid content was generally higher in obese versus lean, and specifically higher in ODS vs. lean women. Altogether, our findings demonstrate differences in muscle gene expression and fiber composition related to clinical weight loss success. Inter-individual variability in weight gain and loss under energy surfeit and deficit conditions, respectively, are well recognized but poorly understood phenomena. We documented weight loss variability in an intensively supervised clinical weight loss program and assessed skeletal muscle gene expression and phenotypic characteristics related to variable response to a 900 kcal regimen. Matched pairs of healthy, diet-compliant, obese diet-sensitive (ODS) and diet-resistant (ODR) subjects were defined as those in the highest and lowest quintiles for weight loss rate. Physical activity energy expenditure was minimal and comparable. Following program completion and weight stabilization, skeletal muscle biopsies were obtained. Gene expression analysis of rectus femoris and vastus lateralis indicated upregulation of genes and gene sets involved in oxidative phosphorylation and glucose and fatty acid metabolism in ODS compared with ODR. In vastus lateralis, there was a higher proportion of oxidative (type I) fibers in ODS compared with ODR women and lean controls, fiber hypertrophy in ODS compared with ODR women and lean controls, and lower succinate dehydrogenase in oxidative and oxidative-glycolytic fibers in all obese compared with lean subjects. Intramuscular lipid content was generally higher in obese versus lean, and specifically higher in ODS vs. lean women. Altogether, our findings demonstrate differences in muscle gene expression and fiber composition related to clinical weight loss success. Obesity is reaching epidemic proportions in developed countries and represents a significant risk factor for cardiovascular disease, diabetes, and cancer (1.Bell C.G. Walley A.J. Froguel P. The genetics of human obesity.Nat. Rev. Genet. 2005; 6: 221-234Crossref PubMed Scopus (490) Google Scholar). Enrolment in clinical and nonclinical obesity treatment programs is unprecedented. Success in obesity treatment programs is highly variable, related in part to compliance and program characteristics (e.g., type and duration of hypocaloric diets, educational components, and/or exercise-associated energy expenditure). While it is generally well accepted that there is substantial inter-individual variability in the susceptibility to weight gain in response to overfeeding (2.Sims E.A. Danforth Jr., E. Horton E.S. Bray G.A. Glennon J.A. Salans L.B. Endocrine and metabolic effects of experimental obesity in man.Recent Prog. Horm. Res. 1973; 29: 457-496PubMed Google Scholar, 3.Bouchard C. Tremblay A. Despres J.P. Nadeau A. Lupien P.J. Theriault G. Dussault J. Moorjani S. Pinault S. Fournier G. The response to long-term overfeeding in identical twins.N. Engl. J. Med. 1990; 322: 1477-1482Crossref PubMed Scopus (1008) Google Scholar), less well understood is the impact of biological factors on weight loss success. However, studies of monozygotic twins have shown greater inter-pair than intra-pair variation in weight loss (4.Bouchard C. Tremblay A. Genetic influences on the response of body fat and fat distribution to positive and negative energy balances in human identical twins.J. Nutr. 1997; 127: 943S-947SCrossref PubMed Google Scholar), consistent with the idea that there are important genetic determinants of weight loss success. We have studied the molecular and cellular determinants of variable weight loss in highly compliant subjects in an intensively supervised and interactive hypocaloric clinical obesity treatment program at the Ottawa Hospital. We previously reported differences in muscle mitochondrial energy inefficiencies between program participants exhibiting high versus low weight loss success (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar). Here, we extend these findings differences in skeletal muscle gene expression and in and metabolic characteristics between of weight loss success in a clinical obesity treatment skeletal muscle energy metabolism are skeletal muscle is a of energy expenditure to the that it for of body weight F. C. E. muscle metabolism is a of energy 1990; PubMed Scopus Google Scholar). the idea that differences in skeletal energy expenditure characteristics variability in weight loss success well However, is consistent with and gene expression studies demonstrate that low oxidative in muscle is of obesity and type and to the J. of in human skeletal muscle in type 2002; 51: PubMed Scopus Google Scholar, A. S. J. P. E. E. genes involved in oxidative phosphorylation are in human Genet. PubMed Scopus Google Scholar, M.E. A.J. S. R. S. R. of genes of oxidative metabolism in with and of and PubMed Scopus Google Scholar, J.A. of to fatty in human skeletal to and obesity and effects of weight J. PubMed Scopus Google Scholar, in skeletal muscle is weight loss in and in lipid PubMed Scopus Google Scholar). In a long-term of obese lower proportions of oxidative (type I) fibers were with a higher of obesity J. distribution weight gain and a 6: PubMed Scopus Google Scholar). J.A. fiber type is with obesity and weight J. 2002; PubMed Scopus Google that weight loss was with proportions of type fibers in rectus have that body energy expenditure is with muscle a to obesity susceptibility F. C. E. muscle metabolism is a of energy 1990; PubMed Scopus Google Scholar). in obesity a lower proportion of type fibers was with risk for high fat obesity compared with J. F. muscle composition in and J. Google Scholar). We have phenotypic and gene expression differences in rectus femoris and vastus lateralis muscle biopsies obese diet-sensitive (ODS) and obese (ODR) subjects in an intensively clinical weight loss findings in the proportion of oxidative fibers and fiber in vastus lateralis muscle of ODS compared with ODR and lean subjects. Obesity and was with muscle mitochondrial gene expression analysis of rectus femoris and vastus lateralis ODR and ODS subjects upregulation of gene sets involved in oxidative phosphorylation and glucose and fatty acid metabolism in ODS compared with ODR. findings factors to weight loss success in The of the Ottawa and the of Ottawa the was all participants of our of with a body of the Ottawa to the of intensively program the for the to weight loss in a weight loss was in the of the 900 kcal We to the of were were women were to weight in our (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar), we studied highly compliant women in the Ottawa to is a for response to was to of compliant was subjects the of an weight program with substantial to the In were of the were for than the on there were there was completion of the were on the of of weight of at with with and in and weight were these were in the of weight loss in the of were to and with women in the for the of weight compliance and were as reported in and of weight loss were developed in and on all to at and activity of obese subjects were assessed to weight loss and were at the of at was assessed a with a of defined as an (e.g., and a of defined as a (e.g., the and type of activity energy expenditure in kcal was body and energy expenditure of of women the were in the (ODS) (ODR) of weight loss in the of rectus femoris muscle were between and a and completion of the program and a of at of weight gene expression was rectus femoris muscle of pairs of ODS and ODR women. biopsies of the vastus lateralis muscle were pairs of ODS and ODR women. of muscle fiber type and for mitochondrial a of the vastus lateralis was a an of pairs of ODS and ODR women. was in and were with and were as and to the of and human was ODS and ODR subjects for Gene expression were to a of for all were compared to and were with a in in were for were to in the of genes that between the ODS and ODR the a J. F. muscle composition in and J. Google Scholar), on to A. J. P. J.P. a for Gene PubMed Scopus Google Scholar), and analysis analysis was in to genes that ODS ODR subjects. were for and the and and gene expression ODS and ODR subjects was to analysis of the gene analysis A. J. P. J.P. a for Gene PubMed Scopus Google Scholar, A. P. S. A. E.S. a for expression 2005; PubMed Scopus Google Scholar). the of is of was of was on the with were to the and gene sets with a were to were in the Gene and is of in genes was on vastus lateralis were a and the Following and all were to and as Following all were to analysis with of and was in and to a of in was in a and at was and at Intramuscular lipid content was assessed analysis of were with in for to for with was were to and the and were muscle were the of were content was assessed the succinate dehydrogenase activity in muscle were and activity was a of at was that the was of at the fiber was and with a and a were in the analysis of a for of analysis were the for activity were for on in was for at of and for at were for of analysis to the were at and for type and type fibers P. with type and fibers were as human muscle was with a fibers were with fibers were to the were for type and type was to for type fibers were to of and with to were in and at were at between at at at at at at and sets were to of as was in the and were and to was the and fibers were was to to fiber was as type type type fibers of fibers and were were for and the and the in and were a fibers were were compared with are as characteristics for the of subjects were previously reported (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar). of gene we rectus femoris biopsies of pairs of subjects The weight loss in the of was greater for the ODS subjects versus the ODR of subjects for muscle expression at program of 900 kcal weight subjects with The of ODS and ODR subjects were previously (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar). in a subjects with The of ODS and ODR subjects were previously (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar). of expression significant of the ODS and ODR subjects of significant differences in gene expression between the The genes protein a negative of on higher expression in diet-sensitive subjects. of a that expression of lipid genes in skeletal muscle P. the expression of genes involved in lipid in skeletal muscle for between and 2005; PubMed Scopus Google Scholar), was in skeletal muscle of diet-sensitive as was expression of and upregulation of gene sets in ODS versus ODR subjects to oxidative and protein expression of rectus femoris muscle ODS versus ODR vs. related genes analysis are the reported the gene and the gene and the gene expression for the ODR and ODS and the of and the of in gene expression in the ODS compared with the ODR and the of expression for the genes as a a on the for gene expression analysis in a genes on the were differences in expression between ODR and ODS subjects the was for gene for differences in gene rate. in a The genes analysis are the reported the gene and the gene and the gene expression for the ODR and ODS and the of and the of in gene expression in the ODS compared with the ODR and the of expression for the genes as a a on the for gene expression analysis genes on the were differences in expression between ODR and ODS subjects the was for gene for differences in gene rate. We these in a of we vastus lateralis muscle biopsies ODS and ODR subjects in the genes with higher expression in ODS versus ODR to mitochondrial and to the of and a proton the mitochondrial of was higher in diet-sensitive versus diet-resistant subjects. to a compared with the studies of rectus femoris vastus lateralis expression was in ODS subjects compared with ODR subjects genes in vastus lateralis muscle biopsies ODS versus ODR ODS vs. in and in a in and pairs of ODS and ODR subjects were for these body and were for all ODS and ODR subjects at the of and of the lean subjects were to those of obese subjects at the of muscle of ODS and ODR and of body The of weight loss was greater for ODS than ODR subjects and at of of subjects for vastus lateralis muscle at program of of loss weight of loss are in a are the that differences in weight loss were we assessed activity at and part of the a activity was to the of were to that activity was at the of the at was assessed a with a of defined as an (e.g., and a of defined as a (e.g., ODS and ODR subjects of activity subjects were to the and type of were differences in activity between ODS and ODR We the kcal the energy expenditure of Jr., for activity and in of a J. PubMed Scopus Google Scholar). were significant differences between the ODS and ODR the energy with the in weight loss at the between ODS and ODR we the energy expenditure that for ODS subjects to We the energy of lean body and fat body is the energy deficit weight PubMed Scopus Google and the body R. J. S. R. in obesity and in a Res. PubMed Scopus Google Scholar). The reported body weight loss fat loss and skeletal muscle loss with in a obese We that the of the for fat loss skeletal muscle the lean lean to an for the for our subjects (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar), were obese than the studied R. J. S. R. in obesity and in a Res. PubMed Scopus Google Scholar). energy content as body is greater than the a for differences in activity the weight loss of the pairs of ODS and ODR subjects to vastus lateralis that the proportion of type oxidative fibers was higher in the ODS compared with the ODR was greater in the ODS than in the lean subjects is the proportion of type fibers in the ODR compared with the lean subjects fibers of all fibers in ODR type fibers in ODS and lean subjects for and of 3 While there were differences in fiber the of the fiber to muscle between The proportion of muscle as type oxidative fibers were greater in ODS than in ODR muscle the of type fibers to muscle was greater in ODS than in muscle lean subjects. were differences in the of type fibers between the ODR and lean The proportion of muscle as type fibers was and lower in ODS compared with ODR and lean were significant differences in the proportion of as type fibers between We to differences in fiber The of type fibers was and greater in ODS than in ODR and lean subjects The type was and greater in ODS muscle compared with ODR and lean muscle the was and greater in ODS than in ODR and lean muscle of fiber the fiber was greater in muscle of ODS subjects. differences in mitochondrial content between we assessed activity of activity was on a activity was lower in and in ODS and ODR compared with lean subjects. In type activity was lower in ODR than in lean subjects on a activity was lower in muscle of ODR compared with lean subjects there were differences in activity between ODS and ODR muscle of lipid have reported in obese compared with lean subjects J. S. muscle lipid content and oxidative activity in to muscle fiber type in type and PubMed Scopus Google Scholar, P. Theriault R. J.A. content in muscle fibers of lean and obese J. PubMed Scopus Google Scholar, Theriault R. Intramuscular lipid content is in obesity and weight PubMed Scopus Google Scholar), as well as in type versus type fibers vastus lateralis J. S. muscle lipid content and oxidative activity in to muscle fiber type in type and PubMed Scopus Google Scholar, P. Theriault R. J.A. content in muscle fibers of lean and obese J. PubMed Scopus Google Scholar, R. of on the composition of the muscle fiber in PubMed Scopus Google Scholar, R. A.J. G. M.E. of and on content in J. PubMed Scopus Google Scholar). was of to lipid content in and muscle of muscle were to and of muscle was higher in muscle obese subjects and ODS compared with subjects the obese subjects were ODS and lipid content of ODS muscle was than that of muscle ODS vs. muscle for oxidative metabolism is an important of body energy to obesity and weight loss success. have that gene sets involved in oxidative phosphorylation and mitochondrial are in subjects with type as compared with In of the that differences in weight loss in response to are in part differences in skeletal muscle gene expression of the ODS and ODR subjects to the phenotypic between ODS and ODR subjects the differences in gene expression were high variability in human and differences in gene expression reduced the of the and on have in We for biological in to with greater on the In we have the in and have the and the of the as the for for of rectus femoris we have upregulation of gene sets to oxidative and protein in ODS compared with ODR subjects. to the of in the of muscle fiber we have rectus femoris expression of in ODS compared with ODR women. are in skeletal muscle and and the expression of oxidative versus fibers L. J. P. V. S. C. in the PubMed Scopus Google Scholar). is a negative of the but the and oxidative fiber S. Jr., an of and Res. 1997; PubMed Scopus Google Scholar). studies are to of genes to mitochondrial and were in the In expression of was in ODS versus ODR women. In with a to type fibers and the of oxidative phosphorylation and uncoupling protein with oxidative the expression of mitochondrial protein was and that of mitochondrial in vastus lateralis of ODS versus ODR subjects. In human those of (e.g., there is substantial variability in fiber type proportions C. and of type and fibers and activity of PubMed Scopus Google Scholar, J. E. P. E. and metabolic of skeletal in and PubMed Scopus Google Scholar). of fiber type and in variability J.A. muscle fiber on and metabolic PubMed Scopus Google Scholar), the of fiber type in weight loss is poorly that a greater proportion of type fibers in ODS is a the ODS ODR and lean subjects. of fiber type composition of human vastus lateralis muscle have shown that type fibers for of all of J. is the of the and proportion of fiber studied in vastus lateralis muscle to PubMed Scopus Google Scholar). obese fiber composition and for weight that is lower in type compared with type The is in of higher in uncoupling in that are oxidative than in those that are and human muscle in PubMed Scopus Google Scholar). is consistent with our findings of mitochondrial proton leak in rectus femoris of ODS compared with ODR subjects (5.Harper M.E. Dent R. Monemdjou S. Bezaire V. Van Wyck L. Wells G. Kavaslar G.N. Gauthier A. Tesson F. McPherson R. Decreased mitochondrial proton leak and reduced expression of uncoupling protein 3 in skeletal muscle of obese diet-resistant women.Diabetes. 2002; 51: 2459-2466Crossref PubMed Scopus (110) Google Scholar). type is genetic and weight loss in obese subjects muscle fiber type proportions Van muscle metabolic characteristics and energy in human and fatty protein J. PubMed Scopus Google Scholar). However, and activity of type to type fibers and of and gene sets important in mitochondrial and oxidative metabolism and cellular of muscle in response to of Rev. PubMed Scopus Google Scholar, S. in PubMed Scopus Google Scholar, effects on the PubMed Scopus Google Scholar, and muscle PubMed Scopus Google Scholar, G. as of 1990; 29: PubMed Scopus Google Scholar, J. J.A. of skeletal muscle fiber gene expression in PubMed Scopus Google Scholar, J. P. E. the of muscle 2002; PubMed Scopus Google Scholar, E. R. of mitochondrial in skeletal muscle 2002; PubMed Scopus Google Scholar, J. of muscle fiber type and PubMed Scopus Google Scholar). In our there were differences in activity in ODS and ODR subjects. the of activity for fiber type the highly type to the oxidative type is greater than the low activity of our subjects E. muscle Nutr. 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PubMed Scopus Google Scholar). the greater lipid content of ODS compared with muscle is generally consistent with the higher proportion of type fibers in ODS the in lipid content of ODS versus was greater than the in the proportion of type fibers that type fibers ODS muscle lipid as compared with is with muscle lipid content of and on lipid and mitochondrial and mitochondrial J. PubMed Scopus Google Scholar, R. A. J. C. lipid and oxidative in J. PubMed Scopus Google there were differences in activity between ODS and ODR subjects. loss is with a in Theriault R. Intramuscular lipid content is in obesity and weight PubMed Scopus Google Scholar). The lower of weight loss ODR subjects have in a reduced lipid loss in ODR to the lipid on type fiber of ODR compared with ODS body composition of weight loss at a of and energy expenditure is the energy deficit weight PubMed Scopus Google Scholar, fat content influences the body composition response to and PubMed Scopus Google Scholar). fat is energy deficit to of lean However, compared with fat lean to an energy deficit fat and J. Nutr. PubMed Scopus Google Scholar). the greater weight loss ODS versus ODR a greater of energy lean In our body fat of ODS and ODR subjects to was well and between In obese subjects with an body fat of greater than fat is the fat and J. Nutr. PubMed Scopus Google Scholar). of obese women that muscle and body fat for and of weight respectively, body fat was R. J. S. R. in obesity and in a Res. PubMed Scopus Google Scholar). it that the greater weight loss the ODS a greater of lean body that ODS subjects a greater than ODR subjects. of ODS and ODR subjects the energy the energy content of body The energy content of weight loss the for ODS and ODR subjects and was kcal and kcal respectively, to the of fat and J. Nutr. PubMed Scopus Google Scholar). The for ODS and ODR subjects is kcal and kcal The of the ODS is greater than that of the ODR were differences in body fat consistent with differences in between the of differences in expenditure related to activity at is that the in ODS and ODR kcal and kcal for of the to the weight loss In these studies demonstrate expression of genes to and in a of obese in for weight findings of vastus lateralis fiber hypertrophy and a higher proportion of oxidative (type I) and lower oxidative-glycolytic (type fibers in ODS compared with ODR subjects and to lean controls, in with differences in mitochondrial content are consistent with the idea that the differences in the of and fibers and human muscle in PubMed Scopus Google are these findings the that skeletal muscle for oxidative metabolism influences the to gain The are to our for in The are for the and for in and clinical and for in and for for on muscle The for type fibers was of body protein gene obese diet-resistant obese diet-sensitive activity energy expenditure analysis succinate dehydrogenase 3

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How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.936
Threshold uncertainty score0.711

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.045
GPT teacher head0.357
Teacher spread0.311 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

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

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

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

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Published2010
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