multinomial model Search Results


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SAS institute gee cumulative-logit model for ordinal data
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SAS institute multinomial mixed logistic model
Multinomial Mixed Logistic Model, supplied by SAS institute, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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SAS institute ordinal multinomial model
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SAS institute ordinal model sas proc genmod with multinomial distribution
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Schmid GmbH multinomial logit model
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SAS institute multinomial model
Multinomial Model, supplied by SAS institute, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Arivale Inc dirichlet multinomial mixture modeling
A) Principal Coordinate Analysis (PCoA) plot of the genus-level Bray-Curtis Dissimilarity matrix color-coded by enterotypes. B-D) Relative abundance of Bacteroides (B), Prevotella (C), and Faecalibacterium (D) genera across the four enterotypes identified in the cohort. E) Proportion of each <t>enterotype</t> in statin users and non-users across the whole cohort (left) and stratified by obesity status (right). F) Plasma HMG levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from covariate adjusted ANCOVA models. Plasma HMG levels shown on the y-axis are values adjusted for the same covariates (residuals). G) HOMA-IR measures among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from ANCOVA models adjusted for covariates. P-values above the box plots in F) and G) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test. Differences with Bonferroni corrected P<0 . 05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.
Dirichlet Multinomial Mixture Modeling, supplied by Arivale Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Econometric Software Inc multinomial logit model nlogit 5
A) Principal Coordinate Analysis (PCoA) plot of the genus-level Bray-Curtis Dissimilarity matrix color-coded by enterotypes. B-D) Relative abundance of Bacteroides (B), Prevotella (C), and Faecalibacterium (D) genera across the four enterotypes identified in the cohort. E) Proportion of each <t>enterotype</t> in statin users and non-users across the whole cohort (left) and stratified by obesity status (right). F) Plasma HMG levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from covariate adjusted ANCOVA models. Plasma HMG levels shown on the y-axis are values adjusted for the same covariates (residuals). G) HOMA-IR measures among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from ANCOVA models adjusted for covariates. P-values above the box plots in F) and G) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test. Differences with Bonferroni corrected P<0 . 05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.
Multinomial Logit Model Nlogit 5, supplied by Econometric Software Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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SAS institute logit model for discrete time
A) Principal Coordinate Analysis (PCoA) plot of the genus-level Bray-Curtis Dissimilarity matrix color-coded by enterotypes. B-D) Relative abundance of Bacteroides (B), Prevotella (C), and Faecalibacterium (D) genera across the four enterotypes identified in the cohort. E) Proportion of each <t>enterotype</t> in statin users and non-users across the whole cohort (left) and stratified by obesity status (right). F) Plasma HMG levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from covariate adjusted ANCOVA models. Plasma HMG levels shown on the y-axis are values adjusted for the same covariates (residuals). G) HOMA-IR measures among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from ANCOVA models adjusted for covariates. P-values above the box plots in F) and G) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test. Differences with Bonferroni corrected P<0 . 05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.
Logit Model For Discrete Time, supplied by SAS institute, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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logit model for discrete time - by Bioz Stars, 2026-06
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Image Search Results


A) Principal Coordinate Analysis (PCoA) plot of the genus-level Bray-Curtis Dissimilarity matrix color-coded by enterotypes. B-D) Relative abundance of Bacteroides (B), Prevotella (C), and Faecalibacterium (D) genera across the four enterotypes identified in the cohort. E) Proportion of each enterotype in statin users and non-users across the whole cohort (left) and stratified by obesity status (right). F) Plasma HMG levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from covariate adjusted ANCOVA models. Plasma HMG levels shown on the y-axis are values adjusted for the same covariates (residuals). G) HOMA-IR measures among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from ANCOVA models adjusted for covariates. P-values above the box plots in F) and G) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test. Differences with Bonferroni corrected P<0 . 05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.

Journal: medRxiv

Article Title: Heterogeneity in statin responses explained by variation in the human gut microbiome

doi: 10.1101/2021.12.02.21267193

Figure Lengend Snippet: A) Principal Coordinate Analysis (PCoA) plot of the genus-level Bray-Curtis Dissimilarity matrix color-coded by enterotypes. B-D) Relative abundance of Bacteroides (B), Prevotella (C), and Faecalibacterium (D) genera across the four enterotypes identified in the cohort. E) Proportion of each enterotype in statin users and non-users across the whole cohort (left) and stratified by obesity status (right). F) Plasma HMG levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from covariate adjusted ANCOVA models. Plasma HMG levels shown on the y-axis are values adjusted for the same covariates (residuals). G) HOMA-IR measures among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term p-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term p-value from ANCOVA models adjusted for covariates. P-values above the box plots in F) and G) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test. Differences with Bonferroni corrected P<0 . 05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.

Article Snippet: Using a previously established method for enterotype identification, Dirichlet multinomial mixture (DMM) modeling , the participants in the Arivale cohort separated optimally into four groups, according to the Bayesian Information Criterion (BIC), consistent with some, but not all, previous human gut microbiome studies ( Bacteroides 1 ( Bac .

Techniques: Clinical Proteomics

A) Blood LDL-cholesterol levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term P-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term P-value from ANCOVA models adjusted for clinical lab vendor, microbiome vendor, sex, age, BMI and LDL cholesterol. Values shown on the y-axis are values adjusted for the same covariates (residuals). B) HbA1c measures among statin users and non-users stratified by enterotype. Interaction P corresponds to an unadjusted interaction term P-value as in A), while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term P-value from ANCOVA models adjusted for clinical lab vendor, microbiome vendor, sex, age, BMI, HMG and LDL cholesterol. Values shown on the y-axis are values adjusted for the same covariates (residuals). P-values above the box plots across A)-B) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test on covariate adjusted values (residuals). Differences with Bonferroni corrected P<0.05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.

Journal: medRxiv

Article Title: Heterogeneity in statin responses explained by variation in the human gut microbiome

doi: 10.1101/2021.12.02.21267193

Figure Lengend Snippet: A) Blood LDL-cholesterol levels among statin users and non-users stratified by enterotype. Interaction P corresponds to the statin-by-enterotype interaction term P-value from unadjusted ANOVA models, while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term P-value from ANCOVA models adjusted for clinical lab vendor, microbiome vendor, sex, age, BMI and LDL cholesterol. Values shown on the y-axis are values adjusted for the same covariates (residuals). B) HbA1c measures among statin users and non-users stratified by enterotype. Interaction P corresponds to an unadjusted interaction term P-value as in A), while the cov. Adj. interaction P corresponds to the statin-by-enterotype interaction term P-value from ANCOVA models adjusted for clinical lab vendor, microbiome vendor, sex, age, BMI, HMG and LDL cholesterol. Values shown on the y-axis are values adjusted for the same covariates (residuals). P-values above the box plots across A)-B) correspond to tests of significance between statin non-users and statin users within each enterotype using two-samples t-test on covariate adjusted values (residuals). Differences with Bonferroni corrected P<0.05 were considered statistically significant and are highlighted in red. Box plots represent the interquartile range (25th to 75th percentile, IQR), with the middle line denoting the median; whiskers span 1.5 × IQR, points beyond this range are shown individually.

Article Snippet: Using a previously established method for enterotype identification, Dirichlet multinomial mixture (DMM) modeling , the participants in the Arivale cohort separated optimally into four groups, according to the Bayesian Information Criterion (BIC), consistent with some, but not all, previous human gut microbiome studies ( Bacteroides 1 ( Bac .

Techniques: