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Minitab Inc mlr model
Mlr Model, supplied by Minitab Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/mlr+models/mlr+models/pm41273460-105-3-8
Average 86 stars, based on 1 article reviews
mlr model - by Bioz Stars, 2026-11
86/100 stars

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Related Articles

Generated:

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets
Article Snippet: .. Interpretation of MLR Model Terms For the generated MLR models, p -values of model terms and their % contribution (derived from Minitab ® ’s Analysis of Variance (ANOVA) output) [ ] were used to assess the strength of their effects on carvedilol release. ..

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets
Article Snippet: .. More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports. ..

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets
Article Snippet: .. In the third stage of modelling, optimized MLR models were generated using stepwise regression approaches in Minitab ® and selecting the best-performing models based on their predictive ability . .. This stage involved two steps: (1) Step 1: Model Optimization For each time point, MLR models were optimized using all available stepwise regression methods in Minitab ® ’s DoE analysis module [ , ] Forward selection with Akaike Information Criterion (AIC), Forward selection with Bayesian Information Criterion (BIC), Stepwise regression (default α to enter and α to remove of 0.15 were used), Forward selection (default α to enter of 0.25 was used), and Backward elimination (default α of 0.10 was used).

Derivative Assay:

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets
Article Snippet: .. Interpretation of MLR Model Terms For the generated MLR models, p -values of model terms and their % contribution (derived from Minitab ® ’s Analysis of Variance (ANOVA) output) [ ] were used to assess the strength of their effects on carvedilol release. ..

Software:

Article Title: Assessing CO<sub>2</sub> sink/source strength of a degraded temperate peatland: atmospheric and hydrological drivers and responses to extreme events
Article Snippet: Monthly mean sink/source strength pattern of a degraded temperate peatland in northwestern Turkey was quantified using the eddy covariance technique between July 2010 and February 2014.. Atmospheric and hydrological drivers and responses to extreme events of sink/source strength were analysed using multiple linear regression models, support vector machine, multilayer perceptron with principal component analysis and multiple comparisons following general linear models.. On the basis of the three full-year measurements, mean annual, growing season and maximum estimates of net ecosystem CO2 exchange (NEE) were 0.22mg CO2 m 2 s , 0.28mg CO2 m 2 s 1 and 0.11mg CO2 m 2 s 1 in July, respectively.

Biomarker Discovery:

Article Title: Prediction of soil ecotoxicity against <i>Folsomia candida</i> using acute and chronic endpoints
Article Snippet: Soil invertebrates serve as great biological indicators of soil quality.. However, there are very few in silico models developed so far on the soil toxicity of chemicals against soil invertebrates due to paucity of data.. In this study, three available soil ecotoxicity data (pLC50, pLOEL and pNOEL) against the soil invertebrate Folsomia candida were collected from the ECOTOX database (cfpub.epa.gov/ ecotox) and subjected to quantitative structure-activity relationship (QSAR) analysis using 2D descriptors.



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The figure shows the p -values of terms in the basic MLR models predicting mean carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance, with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 ( α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: The figure shows the p -values of terms in the basic MLR models predicting mean carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance, with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 ( α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

Percentage contribution of terms in the basic MLR models predicting mean carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: Percentage contribution of terms in the basic MLR models predicting mean carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

The figure shows the p -values of terms in the optimized MLR models predicting mean carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance, with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 (α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: The figure shows the p -values of terms in the optimized MLR models predicting mean carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance, with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 (α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

Percentage contribution of terms in the optimized MLR models predicting mean carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: Percentage contribution of terms in the optimized MLR models predicting mean carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

The figure shows the p -values of terms in the optimized MLR models predicting SD of carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance—with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 (α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: The figure shows the p -values of terms in the optimized MLR models predicting SD of carvedilol release. The dynamic changes in these p -values over the release interval reflect shifting term significance—with lower p -values indicating stronger effects. Conventionally, p ≤ 0.05 (α = 0.05) denotes statistical significance. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

Percentage contribution of terms in the optimized MLR models predicting SD of carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: Percentage contribution of terms in the optimized MLR models predicting SD of carvedilol release. Changes in these contributions over the release interval indicate shifting term importance—higher percentages denote greater influence. The green background indicates the main interpretation range of the models.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

Overview of the main effects and interactions influencing mean carvedilol release across the three phases identified by the optimized MLR models. Fading colours signal effects gradually becoming more important or diminishing with time.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: Overview of the main effects and interactions influencing mean carvedilol release across the three phases identified by the optimized MLR models. Fading colours signal effects gradually becoming more important or diminishing with time.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques:

Overview of the main effects and interactions influencing SD of carvedilol release across the four phases identified by the optimized MLR models. Fading colours signal effects gradually becoming more important or diminishing with time.

Journal: Pharmaceutics

Article Title: Influence of Selected Hypromellose Functionality-Related Characteristics and Soluble/Insoluble Filler Ratio on Carvedilol Release from Matrix Tablets

doi: 10.3390/pharmaceutics17101358

Figure Lengend Snippet: Overview of the main effects and interactions influencing SD of carvedilol release across the four phases identified by the optimized MLR models. Fading colours signal effects gradually becoming more important or diminishing with time.

Article Snippet: More detailed information on the generated MLR models for mean % and SD of carvedilol release at each time point is provided in the , and Minitab ® reports.

Techniques: