"
HEDIS 2020 Medication List Directory 2020-03-06.xlsx
Measures to Medication Lists
Medication Lists to Codes
Summary of Changes-Medications
"
## [1] "\n HEDIS 2020 Medication List Directory 2020-03-06.xlsx\n Measures to Medication Lists\n Medication Lists to Codes\n Summary of Changes-Medications\n "
library(printr)
## Registered S3 method overwritten by 'printr':
## method from
## knit_print.data.frame rmarkdown
#library(rmarkdown)
options(width=120)
library(readxl)
xl <- "C:/zz/data/xlsx/HEDIS 2020 Medication List Directory 2020-03-06.xlsx"
df <- read_excel(xl ,sheet = "Summary of Changes-Medications")
## New names:
## * `` -> ...6
## * `` -> ...7
## * `` -> ...8
summary(df)
| Medication List | Change | Medication Name | Description | Date | …6 | …7 | …8 | |
|---|---|---|---|---|---|---|---|---|
| Length:22 | Length:22 | Length:22 | Length:22 | Length:22 | Mode:logical | Mode:logical | Mode:logical | |
| Class :character | Class :character | Class :character | Class :character | Class :character | NA’s:22 | NA’s:22 | NA’s:22 | |
| Mode :character | Mode :character | Mode :character | Mode :character | Mode :character | NA | NA | NA |
attach(df)
(names(df))
## [1] "Medication List" "Change" "Medication Name" "Description" "Date" "...6"
## [7] "...7" "...8"
#] "Medication List" "Change" "Medication Name" "Description" "Date" "...6" "...7" "...8"
head(table(df[1]))
| ADHD Medications | Antipsychotic Medications | Benralizumab Medications | Contraceptive Medications | CWP Antibiotic Medications | DMARD Medications |
|---|---|---|---|---|---|
| 1 | 2 | 1 | 1 | 1 | 2 |
for (c in 2:ncol(df)-1)
print(head(table(df[c])))
##
## ADHD Medications Antipsychotic Medications Benralizumab Medications Contraceptive Medications
## 1 2 1 1
## CWP Antibiotic Medications DMARD Medications
## 1 2
##
## Added Deleted
## 12 10
##
## Amphetamine-dextroamphetamine Baricitinib
## 1 1
## Benralizumab Buprenorphine (injection)
## 1 1
## Calcitonin Ethinyl estradiol-folic acid-levonorgestrel
## 1 1
##
## Anti-interleukin-5 Anticholinergic agents, antihistamines
## 1 1
## Anticholinergic agents, antispasmodics Anticholinergics, first-generation antihistamines
## 1 1
## Antispasmodics Antithrombotics
## 1 1
##
## 2019-07-01 2019-11-01 2020-03-06
## 16 5 1
## integer(0)
## integer(0)
table(head(`Medication Name`))
| Amphetamine-dextroamphetamine | Benralizumab | Ethinyl estradiol-folic acid-levonorgestrel | Penicillin G Benthazine | Prochlorperazine | Quetiapine fumarate |
|---|---|---|---|---|---|
| 1 | 1 | 1 | 1 | 1 | 1 |
table(head(`Description`))
| Anti-interleukin-5 | CNS Stimulants | Contraceptives | Miscellaneous antipsychotic agents | Natural penicillins | Phenothiazine antipsychotics |
|---|---|---|---|---|---|
| 1 | 1 | 1 | 1 | 1 | 1 |
df <- read_excel(xl ,sheet = "Measures to Medication Lists")
attach(df)
summary(df)
| Measure ID | Measure Name | Medication List Name | Medication List OID | |
|---|---|---|---|---|
| Length:459 | Length:459 | Length:459 | Length:459 | |
| Class :character | Class :character | Class :character | Class :character | |
| Mode :character | Mode :character | Mode :character | Mode :character |
names(df)
## [1] "Measure ID" "Measure Name" "Medication List Name" "Medication List OID"
# ] "Measure ID" "Measure Name" "Medication List Name" "Medication List OID"
head(table(df[1]))
| AAB | ABX | ADD | AMM | AMR | APM |
|---|---|---|---|---|---|
| 1 | 2 | 1 | 1 | 21 | 3 |
for (c in 2:ncol(df)-1)
print(head(table(df[c])))
##
## AAB ABX ADD AMM AMR APM
## 1 2 1 1 21 3
##
## Adherence to Antipsychotic Medications for Individuals With Schizophrenia
## 27
## Antibiotic Utilization
## 2
## Antidepressant Medication Management
## 1
## Appropriate Testing for Children With Pharyngitis
## 1
## Appropriate Treatment for Children With Upper Respiratory Infection
## 1
## Asthma Medication Ratio
## 21
##
## 5-ARI Medications AAB Antibiotic Medications
## 1 1
## ACE Inhibitor and ARB Medications Acetaminophen Butalbital Caffeine Codeine 30 mg Medications
## 1 1
## Acetaminophen Butalbital Caffeine Codeine Medications Acetaminophen Caffeine Dihydrocodeine 16 mg Medications
## 2 1
table(`Medication List Name`)
| 5-ARI Medications | AAB Antibiotic Medications | ACE Inhibitor and ARB Medications | Acetaminophen Butalbital Caffeine Codeine 30 mg Medications | Acetaminophen Butalbital Caffeine Codeine Medications | Acetaminophen Caffeine Dihydrocodeine 16 mg Medications | Acetaminophen Caffeine Dihydrocodeine Medications | Acetaminophen Codeine 15 mg Medications | Acetaminophen Codeine 2.4 MGPML Medications | Acetaminophen Codeine 30 mg Medications | Acetaminophen Codeine 60 mg Medications | Acetaminophen Codeine Medications | Acetaminophen Hydrocodone .5 MGPML Medications | Acetaminophen Hydrocodone .67 MGPML Medications | Acetaminophen Hydrocodone 10 mg Medications | Acetaminophen Hydrocodone 2.5 mg Medications | Acetaminophen Hydrocodone 5 mg Medications | Acetaminophen Hydrocodone 7.5 mg Medications | Acetaminophen Hydrocodone Medications | Acetaminophen Oxycodone 10 mg Medications | Acetaminophen Oxycodone 2.5 mg Medications | Acetaminophen Oxycodone 5 mg Medications | Acetaminophen Oxycodone 7.5 mg Medications | Acetaminophen Oxycodone Medications | Acetaminophen Tramadol 37.5 mg Medications | Acetaminophen Tramadol Medications | ADHD Medications | Albuterol Medications | Alcohol Use Disorder Treatment Medications | All Other Antibiotics by NCQA Drug Class Medications | Amitriptyline Medications | Amitriptyline Perphenazine Oral Medications | Amlodipine Atorvastatin High Intensity Medications | Amlodipine Atorvastatin Moderate Intensity Medications | Amobarbital Medications | Amoxapine Medications | Antibiotics of Concern by NCQA Drug Class Medications | Antidepressant Medications | Antipsychotic Combination Medications | Antipsychotic Medications | Aripiprazole Oral Medications | Asenapine Oral Medications | Aspirin Butalbital Caffeine Codeine 30 mg Medications | Aspirin Butalbital Caffeine Codeine Medications | Aspirin Caffeine Dihydrocodeine 16 mg Medications | Aspirin Caffeine Dihydrocodeine Medications | Aspirin Carisoprodol Codeine 16 mg Medications | Aspirin Carisoprodol Codeine Medications | Aspirin Oxycodone 4.8355 mg Medications | Aspirin Oxycodone Medications | Asthma Exclusions Medications | Atorvastatin High Intensity Medications | Atorvastatin Moderate Intensity Medications | Atropine Medications | Beclomethasone Medications | Belladonna Medications | Belladonna Opium 30 mg Medications | Belladonna Opium 60 mg Medications | Belladonna Opium Medications | Benralizumab Medications | Benztropine Medications | Beta-Blocker Medications | Brexpiprazole Oral Medications | Brompheniramine Medications | Bronchodilator Medications | Budesonide Formoterol Medications | Budesonide Medications | Buprenorphine Implant Medications | Buprenorphine Injection Medications | Buprenorphine Medications | Buprenorphine Naloxone Medications | Buprenorphine Oral Medications | Butabarbital Medications | Butalbital Medications | Butorphanol 10 MGPML Medications | Butorphanol Medications | Carbinoxamine Medications | Cariprazine Oral Medications | Carisoprodol Medications | Ciclesonide Medications | Clemastine Medications | Clomipramine Medications | Clozapine Oral Medications | Codeine Sulfate 15 mg Medications | Codeine Sulfate 30 mg Medications | Codeine Sulfate 60 mg Medications | Codeine Sulfate Medications | Conjugated Estrogens Medications | Contraceptive Medications | Corticosteroid Medications | Cox-2 Selective NSAIDs and Nonaspirin NSAIDs Medications | CWP Antibiotic Medications | Cyclobenzaprine Medications | Cyproheptadine Medications | Chlordiazepoxide Clidinium Medications | Chlorpromazine Oral Medications | Chlorpropamide Medications | Chlorpheniramine Medications | Chlorzoxazone Medications | Dementia Medications | Desiccated Thyroid Medications | Desipramine Medications | Dexbrompheniramine Medications | Dexchlorpheniramine Medications | Diabetes Medications | Dicyclomine Medications | Digoxin .05 mg per mL Medications | Digoxin .0625 mg Medications | Digoxin .1 mg per mL Medications | Digoxin .125 mg Medications | Digoxin .1875 mg Medications | Digoxin .25 mg Medications | Digoxin .25 mg per mL Medications | Dimenhydrinate Medications | Dipyridamole Medications | Diphenhydramine Medications | Disopyramide Medications | DMARD Medications | Doxepin 10 mg Medications | Doxepin 10 mg per mL Medications | Doxepin 100 mg Medications | Doxepin 150 mg Medications | Doxepin 25 mg Medications | Doxepin 3 mg Medications | Doxepin 50 mg Medications | Doxepin 6 mg Medications | Doxepin 75 mg Medications | Doxylamine Medications | Dyphylline Guaifenesin Medications | Ergoloid Mesylates Medications | Esterified Estrogens Medications | Estradiol Medications | Estrogen Agonists Medications | Estropipate Medications | Ezetimibe Simvastatin High Intensity Medications | Ezetimibe Simvastatin Low Intensity Medications | Ezetimibe Simvastatin Moderate Intensity Medications | Fentanyl 100 mcg Medications | Fentanyl 100 MCGPS Nasal Medications | Fentanyl 100 MCGPS Oral Medications | Fentanyl 100 MCGPH Medications | Fentanyl 12 MCGPH Medications | Fentanyl 1200 mcg Medications | Fentanyl 1600 mcg Medications | Fentanyl 200 mcg Medications | Fentanyl 200 MCGPS Oral Medications | Fentanyl 25 MCGPH Medications | Fentanyl 300 mcg Medications | Fentanyl 300 MCGPS Nasal Medications | Fentanyl 37.5 MCGPH Medications | Fentanyl 400 mcg Medications | Fentanyl 400 MCGPS Nasal Medications | Fentanyl 400 MCGPS Oral Medications | Fentanyl 50 MCGPH Medications | Fentanyl 600 mcg Medications | Fentanyl 600 MCGPS Oral Medications | Fentanyl 62.5 MCGPH Medications | Fentanyl 75 MCGPH Medications | Fentanyl 800 mcg Medications | Fentanyl 800 MCGPS Oral Medications | Fentanyl 87.5 MCGPH Medications | Fentanyl Medications | Flunisolide Medications | Fluphenazine Oral Medications | Fluticasone Medications | Fluticasone Salmeterol Medications | Fluticasone Vilanterol Medications | Fluvastatin Low Intensity Medications | Fluvastatin Moderate Intensity Medications | Formoterol Mometasone Medications | Glimepiride Medications | Glyburide Medications | Guanfacine Medications | Haloperidol Oral Medications | High Risk Anti Infectives Medications | Hydrocodone 10 mg Medications | Hydrocodone 100 mg Medications | Hydrocodone 120 mg Medications | Hydrocodone 15 mg Medications | Hydrocodone 20 mg Medications | Hydrocodone 30 mg Medications | Hydrocodone 40 mg Medications | Hydrocodone 50 mg Medications | Hydrocodone 60 mg Medications | Hydrocodone 80 mg Medications | Hydrocodone Ibuprofen 10 mg Medications | Hydrocodone Ibuprofen 2.5 mg Medications | Hydrocodone Ibuprofen 5 mg Medications | Hydrocodone Ibuprofen 7.5 mg Medications | Hydrocodone Ibuprofen Medications | Hydrocodone Medications | Hydromorphone 1 MGPML Medications | Hydromorphone 12 mg Medications | Hydromorphone 16 mg Medications | Hydromorphone 2 mg Medications | Hydromorphone 3 mg Medications | Hydromorphone 32 mg Medications | Hydromorphone 4 mg Medications | Hydromorphone 8 mg Medications | Hydromorphone Medications | Hydroxyzine Medications | Hyoscyamine Medications | Ibuprofen Oxycodone 5 mg Medications | Ibuprofen Oxycodone Medications | Iloperidone Oral Medications | Imipramine Medications | Indomethacin Medications | Isoxsuprine Medications | Ketorolac Medications | Levalbuterol Medications | Levorphanol 1 mg Medications | Levorphanol 2 mg Medications | Levorphanol 3 mg Medications | Levorphanol Medications | Long Acting Injections 14 Days Supply Medications | Long Acting Injections 28 Days Supply Medications | Long Acting Injections 30 Days Supply Medications | Lovastatin Low Intensity Medications | Lovastatin Moderate Intensity Medications | Loxapine Oral Medications | Lurisadone Oral Medications | Meclizine Medications | Megestrol Medications | Meperidine 10 MGPML Medications | Meperidine 100 mg Medications | Meperidine 50 mg Medications | Meperidine Combinations Medications | Meperidine Medications | Meperidine Promethazine 50 mg Medications | Meperidine Promethazine Medications | Mepolizumab Medications | Meprobamate Medications | Metaxalone Medications | Methadone 1 MGPML Medications | Methadone 10 mg Medications | Methadone 10 MGPML Medications | Methadone 2 MGPML Medications | Methadone 40 mg Medications | Methadone 5 mg Medications | Methadone Medications | Methocarbamol Medications | Methscopolamine Medications | Methyldopa Medications | Molindone Oral Medications | Mometasone Medications | Montelukast Medications | Morphine .4 MGPML Medications | Morphine 10 mg Medications | Morphine 100 mg Medications | Morphine 120 mg Medications | Morphine 130 mg Medications | Morphine 15 mg Medications | Morphine 150 mg Medications | Morphine 2 MGPML Medications | Morphine 20 mg Medications | Morphine 20 MGPML Medications | Morphine 200 mg Medications | Morphine 30 mg Medications | Morphine 4 MGPML Medications | Morphine 40 mg Medications | Morphine 45 mg Medications | Morphine 5 mg Medications | Morphine 50 mg Medications | Morphine 60 mg Medications | Morphine 70 mg Medications | Morphine 75 mg Medications | Morphine 80 mg Medications | Morphine 90 mg Medications | Morphine Medications | Morphine Naltrexone 100 mg Medications | Morphine Naltrexone 20 mg Medications | Morphine Naltrexone 30 mg Medications | Morphine Naltrexone 50 mg Medications | Morphine Naltrexone 60 mg Medications | Morphine Naltrexone 80 mg Medications | Morphine Naltrexone Medications | Naloxone Pentazocine 50 mg Medications | Naloxone Pentazocine Medications | Naltrexone Injection Medications | Naltrexone Oral Medications | Nifedipine Medications | Nonbenzodiazepine Hypnotics Medications | Nortriptyline Medications | Olanzapine Oral Medications | Omalizumab Medications | Opioid Use Disorder Treatment Medications | Opium Medications | Orphenadrine Medications | Osteoporosis Medications | Oxycodone 1 MGPML Medications | Oxycodone 10 mg Medications | Oxycodone 13.5 mg Medications | Oxycodone 15 mg Medications | Oxycodone 18 mg Medications | Oxycodone 20 mg Medications | Oxycodone 20 MGPML Medications | Oxycodone 27 mg Medications | Oxycodone 30 mg Medications | Oxycodone 36 mg Medications | Oxycodone 40 mg Medications | Oxycodone 5 mg Medications | Oxycodone 60 mg Medications | Oxycodone 7.5 mg Medications | Oxycodone 80 mg Medications | Oxycodone 9 mg Medications | Oxycodone Medications | Oxymorphone 10 mg Medications | Oxymorphone 15 mg Medications | Oxymorphone 20 mg Medications | Oxymorphone 30 mg Medications | Oxymorphone 40 mg Medications | Oxymorphone 5 mg Medications | Oxymorphone 7.5 mg Medications | Oxymorphone Medications | Paliperidone Oral Medications | Paroxetine Medications | Pentobarbital Medications | Perphenazine Oral Medications | Pitavastatin Low Intensity Medications | Pitavastatin Moderate Intensity Medications | Potentially Harmful Drugs - Dementia Medications | Potentially Harmful Drugs - History of Falls and Dementia Medications | Potentially Harmful Drugs - History of Falls Medications | Pravastatin Low Intensity Medications | Pravastatin Moderate Intensity Medications | Prochlorperazine Medications | Prochlorperazine Oral Medications | Promethazine Medications | Propantheline Medications | Protriptyline Medications | Pyrilamine Medications | Phenobarbital Medications | Quetiapine Oral Medications | Reserpine 0.1 mg Medications | Reserpine 0.25 mg Medications | Reslizumab Medications | Retinoid Medications | Risperidone Oral Medications | Rosuvastatin High Intensity Medications | Rosuvastatin Moderate Intensity Medications | Scopolamine Medications | Secobarbital Medications | Simvastatin High Intensity Medications | Simvastatin Low Intensity Medications | Simvastatin Moderate Intensity Medications | SSD Antipsychotic Medications | Systemic Corticosteroid Medications | Tapentadol 100 mg Medications | Tapentadol 150 mg Medications | Tapentadol 200 mg Medications | Tapentadol 250 mg Medications | Tapentadol 50 mg Medications | Tapentadol 75 mg Medications | Tapentadol Medications | Theophylline Medications | Thioridazine Oral Medications | Thiothixene Oral Medications | Tramadol 100 mg Medications | Tramadol 150 mg Medications | Tramadol 200 mg Medications | Tramadol 300 mg Medications | Tramadol 50 mg Medications | Tramadol Medications | Trifluoperazine Oral Medications | Trihexyphenidyl Medications | Trimipramine Medications | Triprolidine Medications | Zafirlukast Medications | Zileuton Medications | Ziprasidone Oral Medications |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 3 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 3 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 11 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 2 | 1 |
table(`Measure ID`)
| AAB | ABX | ADD | AMM | AMR | APM | APP | ART | BCS | CBP | CDC | COL | COU | CWP | CHL | DAE | DDE | FUI | HDO | IAD | IET | LBP | MMA | OMW | PBH | PCE | PDS | PND | POD | PSA | SAA | SMD | SPC | SPD | SSD | UOP | URI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 1 | 1 | 21 | 3 | 2 | 2 | 1 | 1 | 3 | 1 | 31 | 1 | 2 | 86 | 5 | 2 | 150 | 2 | 2 | 1 | 21 | 2 | 3 | 2 | 1 | 1 | 6 | 1 | 27 | 1 | 16 | 23 | 2 | 31 | 1 |
table(`Measure Name`)
| Adherence to Antipsychotic Medications for Individuals With Schizophrenia | Antibiotic Utilization | Antidepressant Medication Management | Appropriate Testing for Children With Pharyngitis | Appropriate Treatment for Children With Upper Respiratory Infection | Asthma Medication Ratio | Avoidance of Antibiotic Treatment in Adults With Acute Bronchitis | Breast Cancer Screening | Colorectal Cancer Screening | Comprehensive Diabetes Care | Controlling High Blood Pressure | Chlamydia Screening in Women | Diabetes Monitoring for People With Diabetes and Schizophrenia | Diabetes Screening for People With Schizophrenic or Bipolar Disorder Who Are Using Antipsychotic Medications | Disease-Modifying Anti-Rheumatic Drug Therapy for Rheumatoid Arthritis | Follow-Up After High-Intensity Care for Substance Use Disorder | Follow-Up Care for Children Prescribed ADHD Medication | Identification of Alcohol and Other Drug Services | Initiation and Engagement of Alcohol and Other Drug Abuse or Dependence Treatment | Medication Management for People With Asthma | Metabolic Monitoring for Children and Adolescents on Antipsychotics | Non-Recommended PSA-Based Screening in Older Men | Osteoporosis Management in Women | Persistence of Beta-Blocker Treatment After a Heart Attack | Postpartum Depression Screening and Follow-Up | Potentially Harmful Drug-Disease Interactions in the Elderly | Prenatal Depression Screening and Follow-Up | Pharmacotherapy for Opioid Use Disorder | Pharmacotherapy Management of COPD Exacerbation | Risk of Continued Opioid Use | Statin Therapy for Patients With Cardiovascular Disease | Statin Therapy for patients With Diabetes | Use of First-Line Psychosocial Care for Children and Adolescents on Antipsychotics | Use of High-Risk Medications in the Elderly | Use of Imaging Studies for Low Back Pain | Use of Opioids at High Dosage | Use of Opioids From Multiple Providers |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 2 | 1 | 1 | 1 | 21 | 1 | 1 | 1 | 3 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 21 | 3 | 1 | 2 | 3 | 1 | 5 | 1 | 6 | 2 | 31 | 16 | 23 | 2 | 86 | 1 | 150 | 31 |
#table(df[4])