MATERIALS AND METHODS: A DCN model was developed using pill images captured with mobile phones under unconstraint environments. The performance of the DCN model was compared to two baseline methods of hand-crafted features.
RESULTS: The DCN model outperforms the baseline methods. The mean accuracy rate of DCN at Top-1 return was 95.35%, whereas the mean accuracy rates of the two baseline methods were 89.00% and 70.65%, respectively. The mean accuracy rates of DCN for Top-5 and Top-10 returns, i.e., 98.75% and 99.55%, were also consistently higher than those of the baseline methods.
DISCUSSION: The images used in this study were captured at various angles and under different level of illumination. DCN model achieved high accuracy despite the suboptimal image quality.
CONCLUSION: The superior performance of DCN underscores the potential of Deep Learning model in the application of pill identification and verification.
OBJECTIVES: To assess the effectiveness of oral or intranasal aspirin desensitisation, as monotherapy or as adjunctive therapy, in adults with NSAID-exacerbated respiratory disease.
SEARCH METHODS: The Cochrane Ear Nose and Throat (ENT) Information Specialist searched the Cochrane ENT and Airways Trials Registers; Central Register of Controlled Trials (CENTRAL); Ovid MEDLINE; Ovid Embase; Web of Science; ClinicalTrials.gov; International Clinical Trials Registry Platform and additional sources for published and unpublished trials. The date of the search was 10 February 2023.
SELECTION CRITERIA: Randomised controlled trials that compared ATAD with placebo were eligible. We included studies of adults with NSAID-exacerbated respiratory disease (i.e. intolerance to NSAID established, e.g. by aspirin challenge test), with chronic rhinosinusitis or asthma, or both. Participants had to be followed up for at least three months.
DATA COLLECTION AND ANALYSIS: We used standard Cochrane methods. The primary outcomes were health-related quality of life, asthma control, and significant serious and non-serious adverse events. The secondary outcomes were changes in airway assessments, nasal endoscopy score, medication use, symptom scores, and chronic rhinosinusitis and asthma exacerbations (description of exacerbation for which systemic corticosteroid or sinus surgery was needed). We used the GRADE approach to rate the certainty of the evidence.
MAIN RESULTS: We included five studies with a total of 211 participants (146 analysed). All studies compared oral ATAD at different dosages with placebo and were performed in tertiary care centres. All participants had a diagnosis of chronic rhinosinusitis with nasal polyps. In four studies, participants also had a confirmed diagnosis of asthma and two studies reported that participants had previous surgery for nasal polyps. Outcomes were analysed at six and 36 months follow-up. However, only one study reported data for 36 months follow-up. All but one study reported source of funding. Mid-term follow-up (six months, ATAD versus placebo) ATAD may improve health-related quality of life, assessed with Sino-Nasal Outcome Test (SNOT) scores (mean difference (MD) -0.54, 95% confidence interval (CI) -0.76 to -0.31; 3 studies, 85 participants; minimum clinically important difference (MCID) 9.0 points for total score; low-certainty evidence). In this analysis, SNOT-22 scores were divided by 22 and SNOT-20 scores were divided by 20. The mean reduction (11.9 points) in SNOT score (based on SNOT-22) is larger than the MCID. It is uncertain if asthma control may be improved after ATAD. Asthma control was measured using the Asthma Control Test (ACT) in one study and the Asthma Control Questionnaire (ACQ) in another study, so data were not pooled. The MD on the ACQ was -2.00 (total score 0 to 6) (95% CI -4.30 to 0.30; 1 study, 15 participants; MCID 0.5 points; very low-certainty evidence). The MD on the ACT was 5.90 (total score 5 to 25) (95% CI 2.93 to 8.87; 1 study, 30 participants; MCID 3 points; very low-certainty evidence). All but one study reported on adverse events. Seven participants in the active treatment group developed a gastrointestinal disorder and dropped out (129 participants, very low-certainty evidence). We are uncertain of the effect of ATAD on nasal airflow, measured by peak nasal inspiratory flow scores (MD 32.90 L/min, 95% CI -12.44 to 78.24; 1 study, 15 participants; very low-certainty evidence). It is uncertain if the dosage of intranasal or inhaled corticosteroids may be reduced with ATAD (inhaled corticosteroids: -1197.60 µg, 95% CI -1744.93 to -650.27; intranasal corticosteroids: -120.50 µg, 95% CI -206.49 to -34.51; 1 study; 15 participants; very low-certainty evidence). Symptom scores may not differ between ATAD and placebo, but the evidence is very uncertain (sneezing: MD -0.70, 95% CI -1.45 to 0.05; smell: MD -2.20, 95% CI -4.74 to 0.34; nasal blockage: MD -0.90, 95% CI -1.90 to 0.10; 1 study, very low-certainty evidence). No study assessed nasal endoscopy at this time point. Long-term follow-up (36 months, ATAD versus placebo) ATAD may improve quality of life, as measured with the Rhinosinusitis Disability Index (RSDI) score (MD-18.10, 95% CI -32.82 to -3.38; 1 study; 31 participants; low-certainty evidence). ATAD may result in little to no difference in the size of nasal polyps (MD -1.20, 95% CI -2.72 to 0.32; 1 study, 31 participants; very low-certainty evidence). No adverse events were reported in either group over the total study period of 36 months (1 study; 31 participants; very low-certainty evidence). Data on peak nasal inspiratory flow, changes in dosage of inhalation or intranasal corticosteroids and symptom scores were not reported at this time point.
AUTHORS' CONCLUSIONS: Aspirin treatment after desensitisation may improve health-related quality of life for people with N-ERD with a follow-up of six months. With respect to asthma control, adverse events, peak nasal inspiratory flow score, nasal endoscopy scores, changes in dosage of inhaled or intranasal corticosteroids, nasal and bronchial symptom scores, exacerbations or worsening of asthma and chronic rhinosinusitis (including the need for surgery), the evidence is inconclusive for the short-term and long-term. We did not find data on peak expiratory flow. It is difficult to interpret the results adequately, due to the potential influence of the use of any co-medications for chronic rhinosinusitis or asthma. Future research should emphasise longer duration of follow-up, report baseline disease characteristics and report on compliance and exacerbations for which additional medication or surgery is warranted.
METHODS: The paracetamol was encapsulated in beads, which were prepared mainly from alginate and chitosan through electrospray technique. The paracetamol beads were sprinkled on the instant jelly prepared from glycine, ι-carrageenan and calcium lactate gluconate. The paracetamol instant jelly characteristics, in terms of physical appearance, texture, rheology, in vitro drug release and palatability were assessed on a human volunteer.
RESULTS: The paracetamol instant jelly was easily reconstituted in 20 mL of water within 2 min to form jelly with acceptable consistency and texture. The jelly must be ingested within 30 min after reconstitution to avoid the bitter taste. The palatability assessment carried out on 12 human subjects established the similar palatability and texture of the paracetamol instant jelly dosage comparable to the commercial paracetamol suspension and was found to be even better in overcoming the aftertaste of paracetamol.
CONCLUSION: Such findings indicate that paracetamol instant jelly will compensate for the use of sweetening and flavoring agents as well as develop pediatric dosage forms with limited undesired excipients.
METHODS: The liquids were adsorbed on microcrystalline cellulose, and all developed formulations were compressed using 10.5 mm shallow concave round punches.
RESULTS: The resulting tablets were evaluated for different quality-control parameters at pre- and postcompression levels. Simvastatin showed better solubility in a mixture of oils and Tween 60 (10:1). All the developed formulations showed lower self-emulsification time (˂200 seconds) and higher cloud point (˃60°C). They were free of physical defects and had drug content within the acceptable range (98.5%-101%). The crushing strength of all formulations was in the range of 58-96 N, and the results of the friability test were within the range of USP (≤1). Disintegration time was within the official limits (NMT 15 min), and complete drug release was achieved within 30 min.
CONCLUSION: Using commonly available excipients and machinery, SEDDS-based tablets with better dissolution profile and bioavailability can be prepared by direct compression. These S-SEDDSs could be a better alternative to conventional tablets of simvastatin.