| Literature DB >> 29997343 |
Jacob M Vigil1, Sarah S Stith2, Jegason P Diviant3, Franco Brockelman4, Keenan Keeling5, Branden Hall6.
Abstract
Background: We use a mobile software application (app) to measure for the first time, which fundamental characteristics of raw, natural medical Cannabis flower are associated with changes in perceived insomnia under naturalistic conditions.Entities:
Keywords: C. indica; C. sativa; Cannabis; cannabidiol; flower; insomnia; marijuana; sleep; sleep disturbance; tetrahydrocannabinol
Year: 2018 PMID: 29997343 PMCID: PMC6164964 DOI: 10.3390/medicines5030075
Source DB: PubMed Journal: Medicines (Basel) ISSN: 2305-6320
Descriptive Statistics.
| Variable | Mean | Std. Dev | Minimum | Maximum |
|---|---|---|---|---|
| Panel A: Subtypes (983 sessions, 378 users) | ||||
| Hybrid | 0.33 | 0.47 | 0 | 1 |
|
| 0.60 | 0.49 | 0 | 1 |
|
| 0.06 | 0.24 | 0 | 1 |
| Panel B: Combustion Method (996 sessions, 385 users) | ||||
| Joint | 0.13 | 0.34 | 0 | 1 |
| Pipe | 0.38 | 0.48 | 0 | 1 |
| Vape | 0.49 | 0.50 | 0 | 1 |
| Panel C: THC (353 sessions, 143 users) | ||||
| % THC | 0.19 | 0.54 | 0.02 | 0.35 |
| THC < 10% | 0.05 | 0.22 | 0 | 1 |
| THC 10–19% | 0.50 | 0.50 | 0 | 1 |
| THC 20–34% | 0.45 | 0.50 | 0 | 1 |
| Panel D: CBD (119 sessions, 281 users) | ||||
| % CBD | 0.60 | 0.54 | 0 | 0.30 |
| CBD 0% | 0.19 | 0.39 | 0 | 1 |
| CBD 1–9% | 0.51 | 0.50 | 0 | 1 |
| CBD 10–34% | 0.30 | 0.46 | 0 | 1 |
| Panel E: Outcome and Control Variables (1056 sessions, 409 users) | ||||
| Symptom Change | −4.5 | 2.7 | −10 | 9 |
| Starting Symptom Level | 6.6 | 2.1 | 1 | 10 |
| Ending Symptom Level | 2.2 | 2.1 | 0 | 10 |
| Panel F: Side Effects (1215 sessions, 359 users) | ||||
| Any Negative Side Effect | 0.57 | 0.50 | 0 | 1 |
| % of Negative Side Effects | 0.10 | 0.13 | 0 | 1 |
| Any Positive Side Effect | 0.95 | 0.23 | 0 | 1 |
| % of Positive Side Effects | 0.21 | 0.15 | 0 | 1 |
| Any Context-Specific Side Effect | 0.86 | 0.35 | 0 | 1 |
| % of Context-Specific Side Effects | 0.24 | 0.19 | 0 | 1 |
Note: The different types of variables are grouped in Panels A through F, with the number of sessions and users for whom that information is available listed in parentheses. For each variable in each panel, we report the mean, standard deviation, minimum, and maximum values for that variable. Our variables are all dichotomous {0, 1} with the exception of THC, CBD, and the % of side effects variables, which are percentages range from 0 to 1, and the symptom relief measures, which are measured on a 0 to 10 scale with 0 being no discernable symptom level and 10 extreme symptom severity. Symptom change is measured as the ending symptom minus the starting symptom level for a range between −10 and 9. Starting symptom levels are restricted to range from 1 to 10, while ending symptom levels range from 0 to 10. Nineteen positive, thirteen negative, and ten context-specific side effects were available for selection in Panel F.
Effects of Product Characteristics on Symptom Relief—Regression Results.
| Variable | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| Panel A: Subtypes, omitted category = hybrid | ||||
|
| −0.227 | 0.176 | ||
| (0.214) | (0.220) | |||
|
| −0.214 | 2.481 * | ||
| (0.492) | (1.445) | |||
| Panel B: Combustion Method, omitted category = joint | ||||
| Pipe | −0.715 | −1.686 ** | ||
| (0.563) | (0.758) | |||
| Vape | −0.823 | −1.560 ** | ||
| (0.583) | (0.782) | |||
| Panel C: THC and CBD | ||||
| THC (%) | −4.759 | −4.280 | ||
| (2.978) | (3.761) | |||
| CBD (%) | −3.828 *** | −5.232 * | ||
| (1.121) | (2.841) | |||
| Starting Symptom Level | −0.763 *** | −0.781 *** | −0.951 *** | −0.873 *** |
| (0.058) | (0.056) | (0.095) | (0.092) | |
| Constant | 0.603 * | 1.318 ** | 2.599 *** | 3.100 *** |
| (0.362) | (0.617) | (0.920) | (1.115) | |
| Observations | 983 | 996 | 205 | 195 |
| R-squared | 0.341 | 0.337 | 0.562 | 0.613 |
| Number of users | 378 | 385 | 90 | 83 |
Notes: Each column represents a separate regression. Regressions control for individual user fixed effects. C. indica and C. sativa are relative to Hybrid, and Pipe and Vape are relative to Joint. Standard errors are clustered at the user level. *** p < 0.01, ** p < 0.05, * p < 0.1.
Figure 1THC and CBD Levels by Symptom Relief Experienced. Symptom relief is measured as ending symptom level minus starting symptom level with −10 the maximum level of symptom relief. Error bars show the range of values within one standard deviation of the mean. No users who reported THC and CBD percentages reported symptom levels worsening by more than one unit. The number of sessions for each level of symptom relief is reported in parentheses with the sample restricted to those users reporting both CBD and THC potency levels, which range between 0% and 30% and 2% and 35%, respectively.
Effects of Product Characteristics on Side Effects—Regression Results.
| Variable | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| Negative | % of Negative | Positive | % of Positive | Context-Specific | % of Context-Specific | |
|
| −0.034 | 0.001 | 0.037 | −0.035 ** | −0.004 | −0.013 |
| (0.026) | (0.011) | (0.036) | (0.015) | (0.039) | (0.022) | |
|
| 0.478 *** | 0.105 *** | −0.349 | −0.002 | −0.236 | −0.018 |
| (0.152) | (0.028) | (0.277) | (0.088) | (0.309) | (0.131) | |
| Pipe | −0.042 | −0.044 | 0.025 | 0.116 ** | 0.917 *** | 0.252 *** |
| (0.122) | (0.038) | (0.022) | (0.050) | (0.075) | (0.050) | |
| Vape | −0.484 *** | −0.067 * | 0.034 | 0.135 *** | 0.993 *** | 0.248 *** |
| (0.144) | (0.037) | (0.026) | (0.049) | (0.083) | (0.063) | |
| THC (%) | −0.136 | −0.002 | 0.031 | −0.200 | 0.808 | 0.506 |
| (0.810) | (0.093) | (0.077) | (0.304) | (0.586) | (0.455) | |
| CBD (%) | 0.525 | 0.239 | 0.163 | −0.008 | −1.101 ** | −0.006 |
| (1.263) | (0.159) | (0.142) | (0.154) | (0.496) | (0.241) | |
| Starting Symptom Level | 0.074 *** | 0.012 *** | −0.002 | 0.012 *** | 0.030 | 0.004 |
| (0.025) | (0.004) | (0.002) | (0.004) | (0.021) | (0.009) | |
| Constant | 0.388 | 0.035 | 0.955 *** | 0.084 | −0.297 * | −0.105 |
| (0.329) | (0.055) | (0.035) | (0.092) | (0.155) | (0.096) | |
| Observations | 170 | 170 | 170 | 170 | 170 | 170 |
| R-squared | 0.128 | 0.165 | 0.382 | 0.123 | 0.355 | 0.101 |
| N Users | 70 | 70 | 70 | 70 | 70 | 70 |
Notes: Each column represents a separate regression. Regressions control for individual user fixed effects. C. indica and C. sativa are relative to Hybrid and Pipe and Vape are relative to Joint. Standard errors are clustered at the user level. *** p < 0.01, ** p < 0.05, * p < 0.1.