Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
Introduction
Inappropriate prescribing of antibiotics is a major public health problem, as it contributes to antibiotic resistance.12Â In the US, medical providers often incorrectly prescribe antibiotics for acute viral respiratory infections, especially during peak influenza season.3456Â Antimicrobial therapy is extremely common in US ambulatory care settings,2478910Â with an estimated 836 antibiotic prescriptions per 1000 people in 2016. Investigators have shown that more than 30% of antibiotic prescriptions in ambulatory care settings are inappropriate.111213
Programs evaluating antibiotic use depend on the presence of a documented indication in patients’ medical records, as the frequency of inappropriate use is determined by these indications.14 However, this documentation is not universally required, and missing indication data may lead to underestimates of inappropriate antibiotic use.1415 In turn, this hinders antibiotic stewardship and public health efforts, because the extent of the problem is neither measured accurately nor understood completely.
Our objective was to identify the frequency with which antibiotics are prescribed in the absence of a documented indication by using a nationally representative sample of ambulatory clinic encounters to estimate the degree to which previous estimates of appropriate prescribing may have been biased. We also sought to understand the patient, provider, and visit level characteristics associated with antibiotic prescribing without a documented indication.
Methods
Data sources
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
The National Ambulatory Medical Care Survey (NAMCS) is an annual national survey conducted by the National Center for Health Statistics. It uses a probabilistic sampling framework to obtain a representative sample of office based US physicians.16 Physicians complete an automated survey describing a sample of patients’ visits during a specified reporting period. NAMCS staff abstract additional information from electronic medical records. NAMCS provides more than 1000 variables related to various aspects of a medical visit, including patients’ demographic information, information on the provider, diagnosis and procedure codes, and drug administration.16 We analyzed the 28 332 visits (representing 990.8 million visits across the US) to office based healthcare providers that were sampled in 2015. Complete survey methods and descriptive statistics can be found in the 2015 NAMCS documentation file.16
Inclusion criteria
We included patients with a least one antibiotic prescription in our analyses. NAMCS uses the Cerner Multum Lexicon Plus database to convert information on drugs prescribed to therapeutic drug classes and includes up to 30 drug names for a single office visit.1617Â We determined that an antibiotic was prescribed during an in-person office visit if any of the Multum Level 2 category identifiers for antibacterial agents were present.
Classification of antibiotic prescribing indications
To identify indications for antibiotic prescribing, we evaluated encounter diagnosis codes for bacterial infections or other conditions for which antibiotics are frequently prescribed. NAMCS reports up to five ICD-9-CM (international classification of diseases, 9th revision, clinical modification) codes. On the basis of the complete list of ICD-9-CM codes available for each visit in which an antibiotic prescription was reported, we considered the indication to be “appropriate†if any bacterial infection or other condition for which antibiotics are always or sometimes indicated was documented, “inappropriate†if only a condition for which antibiotics are not indicated but are commonly prescribed (for example, upper respiratory tract infection) was documented, or “no documented indication†if neither of the preceding categories was applicable. We adapted these classifications from the three diagnosis tiers previously reported by Fleming-Dutra et al (see appendix).11 Our list was similar to those generated by other research groups examining inappropriate prescribing behaviors.1218
Definitions of other variables
Boy 5 Given Prosthetic Arm That Lets Him Hug Brother
We evaluated several potentially important risk factors for prescription of antibiotics without a documented indication, including patient, provider, and visit level characteristics. We categorized age as under 18, 18 to 64, and 65 years and older. We categorized provider specialty as primary care (general/family medicine, pediatrics, and internal medicine), specialty care in which antibiotics are commonly prescribed (gynecology, urology, dermatology, and otolaryngology), and all other specialties.14 We also assessed seasonal variation (winter, spring, summer, and fall). We identified the presence of chronic disease through the NAMCS survey item “Total number of chronic diseases†(0-12) and then dichotomized the variable (0 v ≥1 chronic conditions).
Statistical analysis
All analyses accounted for the complex survey design by using variables provided by NAMCS. We calculated patient, provider, and visit level characteristics as weighted percentages and 95% confidence intervals stratified by whether antibiotics were prescribed with an appropriate, inappropriate, or missing indication.16 We used Rao-Scott χ2 tests to test for heterogeneity. Although our main interest was records that lacked a documented indication, we presented results for prescriptions that were written with an inappropriate indication for comparison.
We built a multivariable survey weighted logistic regression model to identify risk factors associated with antibiotic prescriptions with no documented indication. Variables with a P value of less than 0.15 in bivariable analyses were assessed for inclusion in the multivariable model, as was an interaction term for age and sex based on our previous findings.19Â We did backward selection and retained variables that significantly (P<0.05) contributed to the model, along with age, sex, geographic region, and pre-surgery visit status, which we chose a priori as potential confounders. We generated stratum specific odds ratios and corresponding 95% confidence intervals by using the significant interaction term from the final model. We used SAS 9.4 for analyses and generated figures with R.
Patient and public involvement
This research was completed without patient involvement. Patients were not invited to comment on the study design and were not consulted to interpret the results. Patients were not invited to contribute to the reporting of our findings.
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
Results
Study population
An estimated 990.8 million ambulatory care visits to office based healthcare providers took place in 2015, as reported by NAMCS (fig 1). Of those visits, approximately 130 million (13.2%, 95% confidence interval 11.6% to 13.7%) involved receipt of an antibiotic prescription and were included in our study. An average of 2.6 diagnosis codes were documented per visit (median=2), and 17% (14% to 20%) of visits had the maximum number of diagnosis codes (five codes) available in the dataset.
Derivation of analytic sample: weighted counts from 2015 National Ambulatory Medical Care Survey
Prescribing without documented indication
Among included visits (130.5 million estimated), we deemed 57% (52% to 62%) of indications for antibiotic prescription to be appropriate according to our criteria and 25% (21% to 29%) to be inappropriate; 18% (15% to 22%) lacked either an appropriate or an inappropriate documented indication (fig 1). This corresponds to an estimated 23.7 million antibiotic prescriptions without a documented indication in 2015. The most common diagnoses reported among the no indication group were unspecified essential hypertension (401.9: 11%, 7% to 16%), diabetes mellitus without mention of complication (250.00; 8%, 4% to 13%), and other specified aftercare (V58.89; 7%, 1% to 14%). No other codes were present in more than 5% of “no indication†visits. We observed no clear difference in prescribing without an indication across seasons (P=0.58; fig 2).
Seasonal trends for appropriateness of antibiotic prescribing. Rao-Scott χ2 test for differences in prescribing without indication, P=0.58. 37% of annual antibiotic prescriptions were in winter, 21% in spring, 18% in summer, and 24% in fall
Patients’ characteristics
Patients who received antibiotics were more likely to be male (61%) and non-Hispanic white (58%), compared with those who did not. The median age was 47 years. In bivariable comparisons, several patient level characteristics were significantly associated with receipt of an antibiotic prescription without an indication (table 1). Twenty per cent of adults aged 18-64 and 22% of those aged 65 years and older received antibiotics without a documented indication, compared with 8% of patients under 18 years (table 1). Chronic conditions were also associated with more prescribing without an indication (22% for patients with a chronic condition versus 14% for those without). Patients with Medicare or Medicaid insurance seemed to have a higher proportion of prescriptions without an indication (21% on Medicare/Medicaid versus 16% for those with private insurance), but differences were not statistically significant in bivariable analysis. We observed no apparent differences by race/ethnicity.
Bivariable comparisons of patient, provider, and visit characteristics by indication type. Values are percentages (95% CI) unless stated otherwise
Providers’ characteristics
In bivariable analysis (table 1), primary care providers had a significantly lower percentage of antibiotic prescriptions without a documented indication (12%), compared with other specialists who commonly prescribe antibiotics (24%), as well as those in all other specialties (29%). We observed no difference between solo and group practitioners (data not shown), but differences existed according to practice ownership. Insurance company or health maintenance organization (HMO) affiliated offices had a lower proportion (12%) of prescriptions without an indication than did offices owned by a physician or group of physicians (19%) or academic health centers (21%) (table 1).
Characteristics of visits
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
In bivariable analyses (table 1), prescribing without a documented indication was significantly less frequent when a patient received the prescription from his or her designated primary care physician (14%) compared with another provider (23%). Patients who spent less time with a physician were less likely to receive an antibiotic without indication (15% for those with shorter visits versus 21% with longer visits). When a microbiology culture (blood, urine, throat, or other) was collected during a visit, 5% of prescriptions lacked an indication compared with 20% in the absence of a culture. No clear difference in indications by antibiotic class was apparent (table 1 and fig 3). Among all prescriptions without a documented indication, 22% were for quinolones, 14% for macrolides, 13% for penicillins, and 13% for cephalosporins. No clear differences in prevalence of indication by day of the week were apparent (data not shown).
Appropriateness of prescribing by class of antibiotic. *Includes carbapenems, leprostatics, aminoglycosides, lincomycin derivatives, glycylcyclines, and glycopeptide antibiotics
Multivariable modeling
Table 2Â shows the results of our multivariable logistic regression analysis. We identified a significant interaction between age group and sex. Adult men (18 years and older) were more likely to receive an antibiotic prescription without a documented indication than were male patients under 18 years (adjusted odds ratio 2.3, 95% confidence interval 1.0 to 5.3); however, these age groups did not differ significantly for female patients. Specialties that frequently prescribe antibiotics and all other specialties were twice as likely to prescribe antibiotics without an indication than were primary care physicians. Longer visits were associated with an almost twofold increase in the odds of prescribing without a documented indication compared with shorter visits. For visits with a blood, urine, or throat culture, clinicians were much less likely to prescribe without an indication compared with visits at which no culture was taken (adjusted odds ratio 0.2, 0.1 to 0.4). Sulfonamides and urinary anti-invectives were more likely to be prescribed without an indication than were penicillins, which had the highest prevalence of antibiotics with a documented indication.
Adjusted odds ratios for association between significant independent predictors and antibiotic prescription without documented indication
Discussion
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
We observed that approximately 24 million US ambulatory care visits with antibiotic prescriptions lacked a documented indication in 2015. Taken with the 32 million prescriptions that we identified as inappropriate, as many as 43% of prescriptions in our dataset were potentially inappropriate. Without evidence of an indication, the appropriateness of these prescriptions cannot be ascertained. Potentially compounding the high rates of inappropriate antibiotic prescribing, the magnitude of antibiotic prescriptions without a documented indication poses a barrier to antimicrobial stewardship and public health efforts intended to evaluate and improve antibiotic prescribing in ambulatory care settings. Several studies have estimated the prevalence of antibiotic prescribing,7112021Â or examined inappropriate prescribing for upper respiratory tract infections,3458Â but these estimates have typically relied on documented diagnosis codes to classify the appropriateness of antibiotic prescribing. The primary objective of this study was to highlight the potential degree of misclassification that may occur due to under-coding. Unnecessary antibiotic prescriptions represent an important target for antimicrobial stewardship efforts in ambulatory care settings. Our work complements previous work in this area by assessing the potential effect that prescribing without a documented indication may have on the estimated burden of unnecessary antibiotic use.
Our study is among the first to examine factors associated with antibiotic prescriptions with a lack of documented indication. We identified both patient and provider level characteristics associated with a greater likelihood of antibiotic prescribing without documentation of an indication. Adult male patients were significantly more likely than younger male patients to receive an antibiotic prescription without documentation of the indication in their medical record. Visits with specialty care providers who frequently prescribe antibiotics were also significantly less likely to provide a coded indication than were primary care providers. Sulfonamides and urinary anti-infectives had a higher proportion of missing indications than did penicillins. Among recipients of urinary anti-infectives, 9% had ICD-9-CM codes indicating non-specific urinary symptoms (for example, dysuria, urinary frequency, incontinence, urgency) that could potentially indicate urinary tract infection but were not considered a possible indication in our analysis. Although this provides some insight into the possible indication for these antibiotics, it represents only 0.6% of the total prescribing without a documented indication.
By identifying factors associated with prescribing without a documented indication, we can better inform antimicrobial stewardship and public health interventions. For example, Meeker et al found that requiring primary care clinicians to enter free text justifications when ordering antibiotics lowered rates of inappropriate prescribing.2223Â Similar strategies may benefit ambulatory specialty care clinics. Our findings suggest that improving coding practices in non-primary care practice settings could facilitate accurate assessments of the appropriateness of antibiotic prescribing.
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
Limitations of study
Because our study used nationally representative survey data, our results are highly generalizable to the US population. However, several limitations should be noted. Only the first five ICD-9-CM codes documented in the health record were included in the survey data. Thus, we were not able to ascertain whether indications would have been present if additional codes were available or documented in providers’ notes. In the event that all 17% of visits with no indication with the maximum number of ICD-9-CM codes reported were misclassified (that is, an indication would have been identified if additional codes were reported), 15% (95% confidence interval 12% to 18%) of visits associated with an antibiotic prescription would still lack a documented indication. In other words, at best, only an additional 3% of prescriptions could be evaluated for appropriateness if more than five diagnosis codes were available. We were also unable to identify prescriptions for anticipated future use, such as for travel. Finally, to be included in the NAMCS dataset, the patient must have made an in-person visit to an ambulatory care facility, and we were unable to assess the appropriateness of any prescriptions provided as part of virtual or telephone encounters. Retail health clinics have also emerged as a major source of antibiotic prescribing, especially for acute respiratory illness.24 The increasing trend of antibiotic prescribing via telemedicine and the prevalence of non-prescription antibiotic use are additional areas to examine for inappropriate use of antibiotics.2526
An additional limitation involves the cross sectional study design, which prevented the use of the patient’s history of the present illness in exploring possible indications. We found that 60% of antibiotic prescriptions without documentation were documented as continuing (versus new) compared with 24% of appropriate prescriptions. Among those with all five codes and no documented indication, half of the major reasons for the visit were chronic problems (31% for routine and 21% for flare-up). Although the indication for the prescribed antibiotic might have been documented during a previous visit, the lack of documentation at the time of prescribing poses a challenge to ongoing efforts to evaluate appropriateness. These results point to a recurring theme whereby prescription of an antibiotic may be warranted but, owing to the lack of documented indication, we cannot be certain.
Conclusions and public health implications
We identified a large number of ambulatory visits in which antibiotics were prescribed without a documented indication in this nationally representative survey. Antibiotic prescribing in the absence of a documented indication may severely bias national estimates of appropriate antibiotic use in this setting and misinform antimicrobial stewardship efforts. Our study identified several independent risk factors for antibiotic prescribing without a documented indication; these may be useful in directing initiatives aimed at improving documentation. With 60% of antibiotic expenditure and up to 90% of antibiotic use originating in ambulatory care settings,27282930Â more focus is needed to support well informed stewardship efforts beyond the hospital
Antibiotic Prescribing Without Documented Indication In Ambulatory Care Clinics National Cross Sectional Study
you have an excellent blog here! would certainly you such as to make some welcome messages on my blog?
F*ckin’ tremendous things here. I am very happy to see your article. Thank you so much and i am taking a look ahead to contact you. Will you please drop me a e-mail?
I am very interested when reading your article. Oh yes, I also made an article, please visit.
It?s difficult to find well-informed people on this topic, but you sound like you recognize what you?re speaking about! Thanks
Hey there just wanted to give you a quick heads up. The text in your content seem to be running off the screen in Internet explorer. I’m not sure if this is a format issue or something to do with web browser compatibility but I figured I’d post to let you know. The design and style look great though! Hope you get the issue solved soon. Cheers
Hi my family member! I want to say that this post is amazing, great written and come with approximately all vital infos. I’d like to see extra posts like this.
Wow! This could be one particular of the most beneficial blogs We have ever arrive across on this subject. Actually Wonderful. I’m also a specialist in this topic therefore I can understand your hard work.
wonderful submit, very informative. I’m wondering why the other experts of this sector do not notice this. You must proceed your writing. I’m sure, you’ve a great readers’ base already!
Hey there! This post couldn’t be written any better! Reading this post reminds me of my good old room mate! He always kept chatting about this. I will forward this post to him. Fairly certain he will have a good read. Thanks for sharing!
Thanks for the sensible critique. Me & my neighbor were just preparing to do a little research about this. We got a grab a book from our area library but I think I learned more clear from this post. I’m very glad to see such magnificent information being shared freely out there.
Pornos Travestis
I really like your writing style, fantastic information, thanks for posting :D. “Faith is a continuation of reason.” by William Adams.
I discovered your weblog web site on google and check a number of of your early posts. Continue to keep up the excellent operate. I simply additional up your RSS feed to my MSN Information Reader. Searching for ahead to studying more from you afterward!…
Thanks , I’ve recently been searching for info about this topic for ages and yours is the best I have discovered till now. But, what about the conclusion? Are you sure about the source?
very nice submit, i actually love this website, keep on it
Pretty great post. I simply stumbled upon your blog and wanted to mention that I’ve truly loved surfing around your blog posts. After all I’ll be subscribing in your rss feed and I am hoping you write again soon!
Pretty section of content. I just stumbled upon your site and in accession capital to claim that I acquire actually loved account your blog posts. Anyway I’ll be subscribing to your augment or even I achievement you get entry to consistently rapidly.
diy kids craftdiy kids kids craft
Hello! This is my first visit to your blog! We are a collection of volunteers and starting a new initiative in a community in the same niche. Your blog provided us useful information to work on. You have done a wonderful job!
Just want to say your article is as amazing. The clarity in your post is simply nice and i can assume you are an expert on this subject. Well with your permission allow me to grab your feed to keep updated with forthcoming post. Thanks a million and please continue the gratifying work.
You have brought up a very good points , regards for the post.
I like this post, enjoyed this one thank you for putting up. “No man is wise enough by himself.” by Titus Maccius Plautus.
It¡¦s in point of fact a great and useful piece of info. I¡¦m happy that you shared this useful information with us. Please keep us up to date like this. Thank you for sharing.
Hi, i think that i saw you visited my web site so i came to “return the favor”.I am attempting to find things to improve my web site!I suppose its ok to use some of your ideas!!
An impressive share, I simply given this onto a coworker that was doing a little analysis on this. As well as he actually purchased me morning meal since I located it for him. smile. So let me reword that: Thnx for the reward! However yeah Thnkx for investing the time to discuss this, I feel strongly concerning it and enjoy learning more on this subject. Preferably, as you end up being knowledge, would certainly you mind upgrading your blog site with more details? It is highly valuable for me. Big thumb up for this blog post!
Good write-up, I am regular visitor of one’s website, maintain up the nice operate, and It’s going to be a regular visitor for a long time.
Would you be fascinated in exchanging links?
Wow, gorgeous website. Thnx …
I’m truly enjoying the design and layout of your blog. It’s a very easy on the eyes which makes it much more enjoyable for me to come here and visit more often. Did you hire out a developer to create your theme? Outstanding work!
Thank you for any other excellent post. Where else may anyone get that type of info in such an ideal way of writing? I’ve a presentation next week, and I’m on the search for such info.
This is a great blog.
Great news once again!
I love reading your site.
This is a great blog.
I noticed one of your pages have a 404 error.
Amazin!
I have observed that in the world the present day, video games are classified as the latest phenomenon with kids of all ages. There are times when it may be not possible to drag young kids away from the games. If you want the very best of both worlds, there are several educational games for kids. Thanks for your post.
My wife and i have been quite joyous Ervin could finish up his investigation by way of the ideas he acquired through your web pages. It’s not at all simplistic to just possibly be giving for free strategies which usually other folks may have been selling. We really do understand we have you to be grateful to for that. The explanations you have made, the straightforward site menu, the relationships you will help to instill – it’s most astonishing, and it’s really helping our son and our family consider that that subject is fun, and that is really essential. Thank you for everything!
Please let me know if you’re looking for a writer for your weblog. You have some really good posts and I feel I would be a good asset. If you ever want to take some of the load off, I’d love to write some material for your blog in exchange for a link back to mine. Please blast me an e-mail if interested. Thanks!
I dugg some of you post as I cogitated they were invaluable invaluable
I just like the valuable info you provide for your articles. I’ll bookmark your weblog and take a look at once more here regularly. I am reasonably certain I will learn many new stuff right right here! Best of luck for the following!
Great news once again!
Great news once again!
I noticed one of your pages have a 404 error.
Great news once again!
This is a great blog.
I love reading your site.
I love reading your site.
You are a very intelligent person!
My partner and I absolutely love your blog and find many of your post’s to be just what I’m looking for. Would you offer guest writers to write content for you personally? I wouldn’t mind producing a post or elaborating on most of the subjects you write related to here. Again, awesome site!
There’s noticeably a bundle to learn about this. I assume you made sure nice points in options also.
Thanks for your personal marvelous posting! I genuinely enjoyed reading it, you are a great author.I will be sure to bookmark your blog and definitely will come back someday. I want to encourage you continue your great writing, have a nice evening!
These days of austerity plus relative anxiety about getting debt, most people balk against the idea of utilizing a credit card to make purchase of merchandise or perhaps pay for a holiday, preferring, instead only to rely on the actual tried as well as trusted way of making repayment – hard cash. However, if you have the cash available to make the purchase entirely, then, paradoxically, that’s the best time for them to use the credit cards for several factors.
You have noted very interesting details ! ps decent site. “Sutton lost 13 games in a row without winning a ballgame.” by Ralph Kiner.
Hi! Do you know if they make any plugins to assist with SEO? I’m trying to get my blog to rank for some targeted keywords but I’m not seeing very good gains. If you know of any please share. Cheers!
Hi there, i read your blog occasionally and i own a similar one and i was just curious if you get a lot of spam responses? If so how do you protect against it, any plugin or anything you can advise? I get so much lately it’s driving me mad so any support is very much appreciated.
Can I simply say what a reduction to find someone who really knows what theyre talking about on the internet. You undoubtedly know tips on how to bring a difficulty to light and make it important. Extra folks have to learn this and perceive this aspect of the story. I cant believe youre not more well-liked since you positively have the gift.
It’s in reality a nice and useful piece of info. I am happy that you just shared this helpful information with us. Please stay us informed like this. Thanks for sharing.
Nice post. I learn something much harder on distinct blogs everyday. Most commonly it is stimulating to see content off their writers and employ a little something from their site. I’d would rather use some while using content on my weblog whether or not you do not mind. Natually I’ll provide a link on your web blog. Thanks for sharing.
Hello There. I found your blog using msn. This is an extremely neatly written article. I’ll be sure to bookmark it and come back to read more of your helpful info. Thanks for the post. I will definitely return.|
I am truly glad to glance at this website posts which consists of plenty of helpful information, thanks for providing these statistics.|
Have you ever considered about including a little bit more than just your articles? I mean, what you say is fundamental and everything. However think of if you added some great pictures or videos to give your posts more, “pop”! Your content is excellent but with images and video clips, this blog could definitely be one of the most beneficial in its field. Excellent blog!
Hello I found the Free Simple Shopping Icons Download | Design, Tech and Internet post very interesting therefore I’ve included our track-back for it on my own webpage, continue the great job:)
seksi chat, chat, seuraa jokaiselle, panotreffit
I like the way you conduct your posts. …
I do accept as true with all the ideas you’ve presented in your post. They are really convincing and can certainly work. Still, the posts are very brief for newbies. Could you please extend them a bit from subsequent time? Thank you for the post.
After study many of the websites on the web site now, i really such as your way of blogging. I bookmarked it to my bookmark internet site list and you will be checking back soon. Pls look at my internet site as well and make me aware what you consider.
I must express some thanks to this writer just for rescuing me from this dilemma. As a result of surfing throughout the online world and obtaining principles which were not pleasant, I assumed my entire life was well over. Existing without the strategies to the issues you have solved all through this post is a crucial case, and the ones which may have adversely damaged my career if I had not discovered your web blog. Your primary natural talent and kindness in maneuvering a lot of things was valuable. I am not sure what I would have done if I had not encountered such a stuff like this. I’m able to now look ahead to my future. Thank you very much for the high quality and amazing guide. I won’t think twice to recommend your web sites to any individual who needs and wants guide on this problem.
I got what you mean , appreciate it for putting up.Woh I am thankful to find this website through google. “I was walking down the street wearing glasses when the prescription ran out.” by Steven Wright.
I have learned some points through your site post. One other stuff I would like to mention is that there are lots of games available and which are designed especially for toddler age youngsters. They contain pattern identification, colors, animals, and patterns. These usually focus on familiarization in lieu of memorization. This keeps little children engaged without experiencing like they are studying. Thanks
Place on with this article, I absolutely assume this web site requires far more consideration. I?ll possibly be once more to read much more, thanks for that information.
It’s perfect time to make a few plans for the future and it is time to be happy. I have learn this publish and if I may I want to counsel you some attention-grabbing issues or advice. Maybe you can write subsequent articles regarding this article. I wish to learn even more issues approximately it!
Only wanna admit that this is handy , Thanks for taking your time to write this.
you have a fantastic blog here! would certainly you such as to make some invite posts on my blog?
I absolutely love your blog and find nearly all of your post’s to be just what I’m looking for. Would you offer guest writers to write content for yourself? I wouldn’t mind publishing a post or elaborating on a number of the subjects you write regarding here. Again, awesome website!
Rattling good information can be found on weblog . “You have to learn that if you start making sure you feel good, everything will be okay.” by Ruben Studdard.