SeDeM-ODT Expert System: A Solution to Challenges in Characterization of Pharmaceutical Powders and Powdered Material

In the field of pharmaceutical sciences, material characterization has been a focus of research as properties of the powder ingredients govern characteristics of the finished dosage form. It has been a tedious and time-consuming job to develop a correlation between the characteristics of powder material and final dosage form. Extensive experimentation is carried out at different stages of formulation development to optimize the final blend and produce a product fulfilling official requirements. Various approaches have been applied for the purpose with varying degree of applications. SeDeM-ODT expert system is a novel pre-formulation technique developed for characterization of powder material of varying nature. Experimental and quantitative determination of various parameters provides a basis for SeDeM-ODT expert system. The system predicts suitability of powder material (APIs and excipients) for tablet preparation by direct compression technology and disintegration behavior of the resultant dosage form. It provides a basis for selection of excipients, both quantitatively and qualitatively. The present study covers area of powder characterization at pre-formulation level of pharmaceutical product development. SeDeM-ODT expert system reduces lead time for pre-formulation studies and provides formulations with minimum number of excipients. SeDeM-ODT expert system has been successfully applied for material characterization (APIs and excipients) before processing and after processing.


Introduction
Tablets are the most preferred dosage form with respect to patient acceptability, flexibility in dose adjustment, easy manufacturing, and better stability [1,2]. Irrespective of the nature of the drug and its manufacturing technique, tablets should meet some strict requirements in terms of mechanical strength, disintegration, and drug release [3][4][5]. A variety of techniques are available for tablet preparation among which direct compression is mostly preferred due to simplicity, cost-effectiveness, and less number of involved steps [6,7]. However it can be applied only to the powder blend having optimum rheological characteristics, mechanical strength, and disintegration behavior, i.e., the powder blend should flow efficiently, and the resultant tablet should have sufficient mechanical strength with acceptable disintegration behavior [8][9][10]. All these characteristics are interlinked, and usually improvement of one characteristic can adversely affect the other. Hit and trial is the mostly applied method for optimization of powder characteristics which is laborious and material consuming. Optimization of powder blend is carried out, mostly, in the last stage of formulation development (following pre-formulation studies). Usual reported time for formulation development is in the range of 14-20 days, which can further extend in certain cases. There was a need for a technique that can avoid the experimentation for optimization of powder characteristics and help in excipient selection, i.e., select proper quantity of an excipient with desired characteristics. SeDeM-ODT expert system is a preformulation tool and has solved most of the problems associated with material characterization at pre-formulation level. SeDeM-ODT expert system minimizes experimentation and facilitates the process of formulation development by helping in excipient selection (in terms of desired characteristics and required quantity).

SeDeM-ODT expert system
SeDeM-ODT expert system is novel pre-formulation technique applied for development of a solid dosage form (tablets) by direct compression technology [11]. The system characterizes powder substance on the basis of various parameters related to flow, compressibility, and disintegration behavior. Physical profile of powder substance is developed, suggesting its suitability for direct compression and bucco-dispersibility [12,13]. SeDeM expert system can be segmented into the following: SeDeM expert system: It determines suitability of the powder substance for direct compression only [11,13]. That is, the system characterizes powder substance with respect to its rheological characteristics and compressibility.
SeDeM-ODT expert system: It is the newest version of SeDeM expert system and characterizes the powder substances with respect to rheological characteristics, compressibility, and disintegration behavior, simultaneously [14]. Three extra parameters related to characterization of disintegration behavior are included in the SeDeM-ODT expert system.
The SeDeM-ODT expert system has been introduced with the aim of designing oro-dispersible tablets (ODTs) by direct compression [14]. This system is unique as it provides an oro-dispersible tablet formulation by direct compression, i.e., it links prediction of suitability of powder for direct compression and rapid disintegration of the tablets. SeDeM-ODT expert system is used for evaluation of critical quality attributes of powder substance, having an impact on the final product. Quality by Design guidelines ICH-Q8 [15] provides the basis for SeDeM-ODT expert system.
SeDeM-ODT expert system also calculates the amount of excipients with certain characteristic required for the correction of a particular property in order to make a final blend suitable for direct compression [14]. Several parameters have been selected that must be fulfilled by the formulation (excipients) to ensure successful and robust processing by direct compression technology.

Parameters determined for characterization of powder material
On the basis of physical characteristics and functionality of the ingredients, various parameters are grouped into six factors, as follows:

Dimension factor
Parameters included in this factor affect the size of the tablet and its ability to pile up. Results of these parameters are also used in the mathematical calculation of other indices related to powder compressibility. Parameters included in this group are: • Bulk density • Tapped density

Compressibility factor
The factor comprised of the parameters related to compressibility of powder and includes the following: • Inter-particle porosity

Flow ability/powder flow factor
This factor governs flow ability of the powder during compression and includes the following: • Hausner ratio • Angle of repose • Flow ability

Lubricity/stability factor
Lubricity during compression and stability of the compressed tablets are affected by the parameters included in this factor. These are the following: • Loss on drying • Hygroscopicity This incidence factor shows the rheological properties and stability of the powder and depends upon the intrinsic moisture and hygroscopicity of the material [14]. The low value of this incidence factor shows that the product will absorb moisture from the atmosphere, worsening its rheological properties (flow and compression) and consequently altering product stability. In case of values below the acceptable limit, the following measures are taken: • Drying of material to reduce its loss on drying.
• Product should be processed in a controlled environment at low humidity.

Lubricity/dosage factor
Parameters included in this factor affect the lubricity and dosage of the tablet and comprised of the following: • Particles having size below 50 μm • Homogeneity index

Disgregability
Parameters included in disgregability factor govern disintegration behavior of the final product and are specified for fast dispersible tablets. Parameters included in this factor are as follows: • Effervescence test

Methodology for powder characterization by SeDeM-ODT expert system
To determine the suitability of powder/powder blend for direct compression and bucco-dispersibility, SeDeM-ODT expert system needs 15 parameters to be found out. The individual parameters of SeDeM-ODT expert system are determined according to their respective pharmacopoeial methods, reported methods, or calculation on the basis of other basic parameters.
Characterization of powder according to the SeDeM-ODT expert system [11,14] involves the following: • Determination/calculation of basic parameters • Conversion of experimental values to "r" values by applying specific factors and graphical presentation of results • Calculation of various indices on the basis of "r" values

Determination/calculation of basic parameters of SeDeM-ODT expert system
SeDeM-ODT expert system is based on 15 basic parameters [14] which are determined experimentally or calculated on the basis of other included parameters. Procedures for the determination of basic parameters are given below:

Bulk density
Bulk density of the powder substance is determined according to the USP using graduated cylinder method [16]. The volume of the weighed amount of powder is determined using a graduated cylinder, and the density is calculated using the following equation: where D is the density of the powder (g/mL), m is the weight of the powder (g), and v is the volume of the powder (mL).

Tapped density
Tapped density of powdered material is determined according to the USP by tapping known volume of powder taken in a graduated cylinder and noting the volume reduction [16]. Tapping can be carried out manually or using mechanical tappers.

Inter-particle porosity
Values of bulk density and tapped density are used for the calculation of interparticle porosity [17], using the following equation: where Ie is the inter-particle porosity, Dc is the tapped density (g/mL), and Da is the bulk density (g/mL).

Carr's index
Carr's index is calculated on the basis of tapped density and bulk density of powder [16]: where C.I. is the Carr's index of the powder (%), Dc is the tapped density of the powder (g/mL), and Da is the bulk density of the powder (g/mL).

Cohesion index
Cohesion index is the crushing strength of powder compressed, preferably in an eccentric press under maximum pressure without capping and lamination [11]. The mean crushing strength is calculated for at least 10 compacts, indicating the cohesion index of the powder. The raw powder is tested for compressibility, and in case of failure, 3.5% of the following mixture is added to the mix: • Talc 2.36% • Aerosil® 200 0.14% • Magnesium stearate 1.00%

Hausner ratio
Hausner ratio is calculated from bulk density and tapped density of powder [16] according the equation given below: where Hr is the Hausner ratio of the powder, Dc is the tapped density of the powder (g/mL), and Da is the bulk density of the powder (g/mL).

Angle of repose
Angle of repose is determined by funnel method [18]. The test powder is allowed to flow from a glass funnel fitted at certain height, and angle of repose was determined using the equation: where α is the angle of repose of powder ( o ), H is the height of the cone formed by powder (cm), and r is the radius of the base of cone formed by powder (cm).

Powder flow
Powder flow is determined, in accordance with the European Pharmacopeia, by measuring the time required for the powder (100 g) to flow through the orifice of a glass funnel fitted at certain height [19].

Loss on drying
Loss on drying is determined gravimetrically according to the USP [20], using a halogen moisture analyzer. The powder (1 g) is loaded into the pan of moisture analyzer and heated for specified time at 100°C, and the value of percent loss is noted.

Hygroscopicity
Hygroscopicity is measured by placing the accurately weighed amount of powder in a climatic chamber at 75 AE 5% relative humidity for 24 h at ambient temperature. The material is analyzed after 24 h for percent weight gain by reweighing [13], indicating its hygroscopicity.

Particle size distribution
Sieve shaker fitted with standard sieves of pore size 850, 600, 425, 300, and 250 μm is used for the determination of particle size distribution. The powder (100 g) is loaded on the top sieve and the sieve shaker is vibrated for 10 min. The percent amount of the powder retained over each mesh is calculated [21].

Homogeneity index
Homogeneity index is determined according to the European Pharmacopoeia [21]. The powder (100 g) is loaded to a sieve shaker fitted with sieves of 850, 500, 425, 300, 250, and 50 μm pore size, and the sieve shaker is vibrated for 10 min. The percent amount of powder retained over each sieve and that passed through a 50 μm sieve is calculated. Homogeneity index of the material is calculated using the equation mentioned below: where Iθ is the relative homogeneity index and Fm is the percentage of particles in the majority range.
If the percentage is higher than that calculated in the complete sieve test, it is because some of the particles become adhered to the product retained in the sieves during the grain size test, and the percentage of particles below 50 μm particles found may be lower than the true figure. The following equation (Eq. (7)) is then applied to the data obtained.
where Iθ is the relative homogeneity index and particle size homogeneity in the range of the fractions studied; Fm is the percentage of particles in the majority range; Fm À 1 is the percentage of particles in the range immediately below the majority range; Fm + 1 is the percentage of particles in the range immediately above the majority range; n is the order number of the fraction studied under a series, with respect to the major fraction; dm is the diameter of the particles in the major fraction; dm À 1 is the mean diameter of the particles in the fraction of the range immediately below the majority range; and dm + 1 is the mean diameter of the particles in the fraction of the range immediately above the majority range.
The major fraction (Fm) corresponds to the interval from 0.100 to 0.212 mm, because it falls in the middle of the other fractions of the table. This interval is calculated as the proportion in which the powder particles are found in each fraction considered in the table (as described above). Those particles located in the major fraction (Fm) in a proportion of 60% are considered to represent the minimum acceptable value of 5. The distributions of the other particles are considered to be Gaussian. The limits for the homogeneity index are set between 0 and 0.02.

Effervescence time
Effervescence test for powder compact is determined as per official monograph [22]. The powder is compressed into tablets under maximum pressure without any capping and lamination. One tablet is placed in a beaker containing 200 mL of purified water at ambient temperature. Time taken by the tablet to disperse completely is taken as its effervescence time. Tablet is said to be dispersed completely when there is no agglomerate of the particles. In the context of SeDeM expert system, effervescence does not mean conventional acid-base reaction rather refers to dispersion of the compact in water. Effervescence time is an indicator for oro-dispersible tablets. When tablet disaggregates in less than 5 min, it is considered suitable for oral disintegration.

Disintegration time with disk
The powder is compressed under maximum pressure without any capping or lamination and subjected to the determination of disintegration time using USP disintegration apparatus. Disintegration time with disk is determined for at least six tablets, using de-ionized water as a medium held at 37 AE 2°C [23], and their mean is calculated (n = 6).

Disintegration time without disk
Disintegration time is determined as described in the previous section without any disk [23].
All the basic parameters of SeDeM-ODT expert system, along with symbols, units, and acceptable limits, are listed in Table 1.

Conversion of experimental values (V) to radius values (r) and graphical presentation of results
Results of SeDeM-ODT expert system are graphically presented as SeDeM-ODT diagram built on the basis of basic parameters. Values obtained from the experimental determination or calculations of various parameters are converted to "r" values by applying specific factors, representing radii of the diagram. The diagram is formed by connecting radius values with linear segment [13], having 0 as a minimum value, 10 as maximum value, and 5 as minimum acceptable value as shown in Figure 1. The resultant diagram indicates suitability of the material to be compressed by direct compression.

Calculation of various indices
Optimum mechanical strength, disintegration behavior, and rheological characteristics of powder are estimated on the basis of the following indices [11,14] calculated using "r" values of the basic parameters.

Parametric index
Parametric index is the ratio of number of parameters having "r" values equal to or greater than 5 to the total number of parameters determined during the study. Parametric index was calculated using the following equation: where I.P. is the parametric index, No. P ≥ 5 is the number of parameters with "r" values equal to or more than 5, and No. Pt is the total number of parameters determined.
Acceptability limit corresponds to a score of 5.

Parameter profile index
Parameter profile index is the average of "r" values of all the parameters determined in the study, and its acceptable limit corresponds to a score of 5. IPP = Average of "r" value of all parameters

Good compressibility and bucco-dispersibility index
Good compressibility and bucco-dispersibility index (IGCB) is the product of parameter profile index and reliability factor: I:G:C:B ¼ I:P:P x f (9) where f is the reliability factor. Inclusion of more parameters in the study will increase reliability factor. Its values are as follows: • For infinite number of parameters, f = 1 (maximum value) • For 15 parameters, f = 0.971 • For 12 parameters, f = 0.952 • For 08 parameters, f = 0.900

Determination of acceptable limit values for each parameter of SeDeM-ODT expert system
Certain limit values are set for each parameter included in SeDeM-ODT expert system on the basis of experimental results and values described in the Handbook of Pharmaceutical Excipients [24]. The rationale for establishing limit values for each parameter is given below.
Limit values of bulk density, tapped density, inter-particle porosity, and Carr's index are calculated from the extreme values of these parameters given in the Handbook of Pharmaceutical Excipients and official monograph.
Limit of Icd is obtained by compressing powder into tablet under maximum compression force to get tablets without capping. Maximum hardness at which tablets are compressed without any capping is taken as upper limit, while 0 is taken as lower limit. 0 shows that powder cannot be compressed into tablet.
Limits for angle of repose, IH, and powder flow were set as per official monograph. Table 2 shows correlation of flow characteristics of powder to various rheological parameters on the basis of the USP [20].
Limits for hygroscopicity are based upon the Handbook of Pharmaceutical Excipients [24]. As per published literature [25][26][27] problems are encountered when the ratio of the fine particles exceeds 25% of the formulation. Size distribution of the particles provided a basis for assigning limit values to homogeneity index. Table 3 indicates the size of the sieve (in mm), average particle size in each fraction, the difference in average particle size in the fraction between 0.100 and 0.212, and others.
As the sieve range 0.100-0.212 mm falls in the middle of other factions, it corresponds to major fraction. A proportion of 60% in major fraction (Fm) is considered to be the minimum acceptable value, that is, 5. Distribution of particles into other fractions is considered to be Gaussian. Limit of homogeneity index is 0-0.02.
Initially, relative humidity was calculated based on the establishment of three intervals because the percentage relation obtained from the measurement of the humidity of the substance does not follow a linear relation with respect to the correct behavior of the dust. Humidity below 1% makes the powder too dry, and electrostatic charge is induced, which affects the rheology. Furthermore, low humidity percentages do not allow compression of the substance (moisture is necessary for compacting powders). Moreover, more than 3% moisture causes caking, in addition to favoring the adhesion to punches and dyes. Consequently, it was considered that this parameter should present optimal experimental values from 1 to 3%. Nevertheless, experience using the SeDeM diagram has demonstrated no significant variations in the results, so the previous three intervals of relative humidity can be simplified to the calculation of the parameter; thus, finally, the linear criterion of treatment of results is adopted.

Practical applications of SeDeM-ODT expert system
The SeDeM/SeDeM-ODT expert system is based on the experimental study and quantitative determination of the characterization parameters of powdered substances, with the aim to determine suitability for producing tablets by direct compression technology. Additionally, this expert system also provides formulations with a minimum number of excipients and reduces the lead time during formulation development [11]. Some of the reported applications of SeDeM-ODT expert system are summarized below:

Formulation development by direct compression technology
Direct compression is the most preferred technique for tablet manufacturing due to simplicity, material safety, and cost-effectiveness. Direct compression technique cannot be applied for every formulation because of some strict requirements in terms rheological characteristics and compressibility [2,3]. Intensive experimentation is carried out to get a final powder blend suitable for direct compression. SeDeM-ODT expert system has been applied for characterization of powder to predict its suitability for direct compression. The main advantage of the expert system is to avoid extra experimentation during formulation development, reducing time and cost of formulation development [11]. Various mathematical equations are used for powder characterization, and a data base is developed which facilitates the selection of excipients having desired characteristics, at pre-formulation level. Johny et al. applied SeDeM expert system in formulation development of orodispersible tablets of ibuprofen by direct compression [11]. They developed formulation after characterization of API (ibuprofen) and 21 disintegrants. Various parameters were determined for all the 21 disintegrants, according to the standard protocols, converted to "r" values by applying specific factors, and presented as SeDeM diagram (Figure 2). Deficiencies were found out for each disintegrant and were solved by proper selection of other excipients.
In another study SeDeM expert system was applied for formulation development of effervescent tablets of domperidone by direct compression [28]. During the study SeDeM profile was developed for domperidone, effervescent pair (citric acid, tartaric acid, and sodium bicarbonate), and two diluents (Tablettose-80 and SeDeM diagram of various disintegrants [11]. microcrystalline cellulose). The model drug, domperidone, was characterized, according to the established procedure, and was found deficient in dimension, compressibility, and flowability/powder flow factors. Index of good compressibility (IGC) value of domperidone was below the acceptable limit. Combination of diluents was used to get a diluent system (Figure 3) capable of compensating lower IGC value of domperidone. The developed formulations resulted in tablets fulfilling the official requirements without any stability issue with minimum experimental work.
In a study SeDeM expert system was applied for establishing a design space and determination of critical quality attributes during formulation development of captopril SR matrix by direct compression [29].
Cefuroxime axetil and paracetamol have poor rheological characteristics and compressibility. Inderbir and Pradeep [30] applied the SeDeM expert system for formulation of these two APIs by direct compression. Both the APIs were characterized following standard procedure, and excipients were selected on the basis of mathematical calculations [14].

Determination of the amount of excipient required for the compression of an API
Josep et al. developed a mathematical Equation [14] for the calculation of the amount of diluent required for the preparation of tablets by direct compression containing glucosamine salt (750 mg). Glucosamine is used in high dose (750 mg/ tablet) and presents poor rheological characteristics and compressibility. Six direct compression diluents were characterized according to the SeDeM expert system, and mathematical equation was applied for the calculation of the amount of excipient to compensate the deficiencies. The theoretical model was validated by studying the calculated amounts experimentally. where CP is the % of corrective excipient, RE is the mean-incidence radius value (compressibility) of the corrective excipient, R is the mean-incidence radius value to be obtained in the blend, RP is the mean-incidence radius value (compressibility) of the API to be corrected, and R is the 5 as 5 is the minimum value that is regarded as necessary in order to achieve good compression [14]. Figure 4 presents a strategy for the development of orally disintegrating tablets by direct compression by applying the proposed equation (Eq. (10)).

Elucidation of the effect of processing on characteristics of powder substances
SeDeM-ODT expert system has been applied for elucidation of the effect of processing parameters on characteristics of powder substance. Amjad et al. applied SeDeM-ODT expert system for predicting the effect of taste masking on the rheological characteristics, mechanical strength, and disintegration behavior of highly water-soluble drug (Itopride HCl) [31]. Itopride HCl is a bitter-tasting, highly water-soluble drug with poor rheological characteristics. Taste of Itopride HCl was masked by water-based wet granulation technique using HPMC as taste masking polymer. Itopride HCl powder was the subjected characterization as per SeDeM-ODT expert system, before and after taste masking, and results were compared ( Figure 5) to evaluate the effect on rheological characteristics, disintegration behavior, and mechanical strength. Dimension factor and flowability/powder flow factors were below the acceptable limit. Comparison of results before and after taste masking showed that taste masking significantly improved the mechanical strength and rheological characteristics and decreased the disintegration behavior of powder. It was concluded that in order to formulate by direct compression, the formulation will require large amount of disintegrant to overcome increase in mechanical strength after taste masking.
Amjad [32] has applied SeDeM-ODT expert system for the optimization of process variables of roller compaction. He studied ribavirin powder and powder Strategy proposed by SeDeM expert system to develop orally disintegrating tables [14].
blend containing ribavirin and other ingredients included in granule formulation. Powder blend was compacted under varying degree of experimental conditions, and selected in the optimal conditions with better granule characteristics. He claimed that it decreased experimental work and resulted in granules suitable for compression and encapsulation.

Prediction of behavior of a new pharmaceutical ingredient (APIs and excipients)
SeDeM-ODT expert system has been applied for the determination of suitability of new powdered substances for direct compression. The powder substance may be a new API or excipients which are intended to be used in formulation of compact solid dosage forms.
Sune-Negre et al. used the SeDeM method to characterize an active product ingredient in powder form (API SX-325) and to determine whether it is suitable for direct compression [12], applying the profile to the SeDeM diagram. Twelve parameters were determined for the powdered raw material according to the standard protocols, presented as SeDeM diagram, indicating suitability of the material for direct compression. Findings of the study implied deficient rheological characteristics and poor stability. The product was declared hygroscopic on the basis of SeDeM profile and tended to capture moisture, worsening rheological characteristics and impairing its stability. Various precautionary measures were suggested for prevention of negative effects like drying of the material and tablet preparation in an environment of controlled humidity (relative humidity below 25%).
Sune-Negre et al. applied SeDeM expert system for characterization of 51 directly compressible excipients [12]. On the basis of the results, directly compressible excipients were classified into different groups with different rheological and compressibility capability, and a periodic table of directly compressible excipients was developed, as shown in Figure 6.
They showed that the best excipient for direct compression should have an index of good compressibility of 8.832 [12]. SeDeM expert system has been applied for the SeDeM-ODT diagram for Itopride HCl before and after taste masking [33].
determination of reproducibility of various batches of pharmaceutical ingredients (APIs and excipients). Various batches were characterized according to the SeDeM expert system, and reproducibility was estimated on the basis of consistency of the results [13].

Optimization of powder characteristics
Josep et al. [33] applied SeDeM expert system for the optimization of Hausner ratio and relative humidity. The proposed optimization did not involve any conceptual change in the parameters considered or did a significant change in the results obtained compared with the previous calculation methodology initially established, meaning that the conclusion obtained by applying this method is equivalent [33].

Quality control of batches of pharmaceutical powders (APIs and excipients) prepared by the same procedure
SeDeM expert system can be applied for the determination of reproducibility of manufacturing process of pharmaceutical powder substance (API and excipients). By establishing specifications for different parameters as per SeDeM-ODT expert system, variation among different batches of a product produced by the same manufacturing process can be determined [34]. Figure 7 shows the SeDeM diagram of different batches of glucosamine sulfate, prepared by the same manufacturing procedure.

Differentiation of excipients with same functionality
SeDeM-ODT expert system has been applied for the differentiation of excipients having the same chemical nature and function on the basis of physical Correction of "compressibility" and "flowability" of APIs with excipient [12].
characteristics [35]. For example, various disintegrants and diluents were characterized on the basis of the expert system [13], and the suitable one is selected for a particular formulation. Various parameters are determined according to the SeDeM expert system, deficiencies are defined, and an adequate substance can be selected to get a final blend suitable for direct compression. In a study [11] several lactose were characterized and differentiated on the basis of SeDeM expert system.

Conclusions
SeDeM-ODT expert system is a novel tool for the characterization of powder substances on the basis of their physical parameters. The system has been successfully applied for the determination of rheological characteristics, mechanical strength, and disintegration behavior of pharmaceutical powders (APIs and excipients) and determination of suitability for direct compression and buccodispersibility. SeDeM-ODT expert system facilitates the process of excipient selection and calculation of their relative proportion in oral solid dosage form. A data base can be developed for various excipients which will help in the selection of excipients having desired characteristics. It avoids extra experimentation for optimization of various characteristics of powder blend, reducing the cost and time span of formulation development process. This method characterizes the individual components of a formulation and applies a mathematical analysis to determine the exact amount of each ingredient in the final formulation. This innovative tool is consistent with the current requirements of regulatory health authorities such as the FDA and ICH, whereas data generated on the basis of the system can contribute to the concept of Quality by Design. SeDeM-ODT expert system has certain limitations, and misleading results are possible in certain cases. Suitability of material for direct compression is decided on the basis of index of good compressibility value, which is based on "r" values of the individual parameters. Substances having high "r" values will raise IGC value and vice versa. So suitability of a material should not be judged on the basis of IGC value. The incidence factor value should be considered, and outliers in "r" value of the individual factors, if present, should be properly addressed. Overall SeDeM-ODT expert system is an unmatched tool for material characterization at pre-formulation level and has significantly decreased time span and cost of pharmaceutical formulation development process. SeDeM diagram of different batches of glucosamine sulfate [35].