This individual's Overall Mood is generally 1.4% lower after 134 grams L-Glutamine By Body Fortress over the previous 21 days.
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Blue represents the sum of L-Glutamine By Body Fortress over the previous 21 days
An increase in 21 days cumulative L-Glutamine By Body Fortress is usually followed by an increase in Overall Mood. (R = 0.059)
Typical values for Overall Mood following a given amount of L-Glutamine By Body Fortress over the previous 21 days.
Typical L-Glutamine By Body Fortress seen over the previous 21 days preceding the given Overall Mood value.
Correlation between outcome and aggregated predictor measurements over given number of days
Peak correlation suggests the delay between predictor and observable outcome
This chart shows how L-Glutamine By Body Fortress changes over time.
Each column represents the number of days this value occurred.
This chart shows the typical value recorded for L-Glutamine By Body Fortress on each day of the week.
This chart shows the typical value recorded for L-Glutamine By Body Fortress for each month of the year.
This chart shows how Overall Mood changes over time.
Each column represents the number of days this value occurred.
This chart shows the typical value recorded for Overall Mood on each day of the week.
This chart shows the typical value recorded for Overall Mood for each month of the year.

Abstract

This individual's Overall Mood is generally 0% higher than normal after a total of 120 grams L-Glutamine By Body Fortress over the previous 21 days. This individual's data suggests with a medium degree of confidence (p=0.37308780389892, 95% CI -0.028 to 0.146) that L-Glutamine By Body Fortress has a very weakly positive predictive relationship (R=0.06) with Overall Mood. The highest quartile of Overall Mood measurements were observed following an average 115.69 grams L-Glutamine By Body Fortress per day. The lowest quartile of Overall Mood measurements were observed following an average 113.57142857143 g L-Glutamine By Body Fortress per day. Overall Mood is generally 0% lower than normal after a total of 113.57142857143 grams of L-Glutamine By Body Fortress over the previous 21 days. Overall Mood is generally 0% higher after a total of 115.69 grams of L-Glutamine By Body Fortress over the previous 21 days.

Objective

The objective of this study is to determine the nature of the relationship (if any) between L-Glutamine By Body Fortress and Overall Mood. Additionally, we attempt to determine the L-Glutamine By Body Fortress values most likely to produce optimal Overall Mood values.

Participant Instructions

Record your L-Glutamine By Body Fortress daily in the reminder inbox or using the interactive web or mobile notifications.
Record your Overall Mood daily in the reminder inbox or using the interactive web or mobile notifications.

Design

This study is based on data donated by one participant. Thus, the study design is consistent with an n=1 observational natural experiment.

Data Analysis

L-Glutamine By Body Fortress Pre-Processing
L-Glutamine By Body Fortress measurement values below 0 grams were assumed erroneous and removed. No maximum allowed measurement value was defined for L-Glutamine By Body Fortress. It was assumed that any gaps in L-Glutamine By Body Fortress data were unrecorded 0 grams measurement values.
L-Glutamine By Body Fortress Analysis Settings

Overall Mood Pre-Processing
Overall Mood measurement values below 1 out of 5 were assumed erroneous and removed. Overall Mood measurement values above 5 out of 5 were assumed erroneous and removed. No missing data filling value was defined for Overall Mood so any gaps in data were just not analyzed instead of assuming zero values for those times.
Overall Mood Analysis Settings

Predictive Analytics
It was assumed that 0.5 hours would pass before a change in L-Glutamine By Body Fortress would produce an observable change in Overall Mood. It was assumed that L-Glutamine By Body Fortress could produce an observable change in Overall Mood for as much as 20.83 days after the stimulus event.
Predictive Analysis Settings

Data Quantity
49 raw L-Glutamine By Body Fortress measurements with 64 changes spanning 186 days from 2019-02-19 to 2019-08-24 were used in this analysis. 14192 raw Overall Mood measurements with 1276 changes spanning 2670 days from 2012-05-06 to 2019-08-28 were used in this analysis.

Statistical Significance

Using a two-tailed t-test with alpha = 0.05, it was determined that the change in Overall Mood is not statistically significant at a 95% confidence interval. This suggests that the L-Glutamine By Body Fortress value does not have a significant influence on the Overall Mood value.After treatment, a 1.4% decrease (-0.039590316573558 out of 5) from the mean baseline 2.8633333333333 out of 5 was observed. The relative standard deviation at baseline was 9.7%. The observed change was 0.14320904028335 times the standard deviation. A common rule of thumb considers a change greater than twice the baseline standard deviation on two separate pre-post experiments may be considered significant. This occurrence would may have only a 5% likelihood of resulting from random fluctuation (a p-value

Data Sources

L-Glutamine By Body Fortress data was primarily collected using QuantiModo. QuantiModo allows you to easily track mood, symptoms, or any outcome you want to optimize in a fraction of a second. You can also import your data from over 30 other apps and devices. QuantiModo then analyzes your data to identify which hidden factors are most likely to be influencing your mood or symptoms.

Overall Mood data was primarily collected using QuantiModo. QuantiModo allows you to easily track mood, symptoms, or any outcome you want to optimize in a fraction of a second. You can also import your data from over 30 other apps and devices. QuantiModo then analyzes your data to identify which hidden factors are most likely to be influencing your mood or symptoms.

Limitations

As with any human experiment, it was impossible to control for all potentially confounding variables. Correlation does not necessarily imply causation. We can never know for sure if one factor is definitely the cause of an outcome. However, lack of correlation definitely implies the lack of a causal relationship. Hence, we can with great confidence rule out non-existent relationships. For instance, if we discover no relationship between mood and an antidepressant this information is just as or even more valuable than the discovery that there is a relationship.
We can also take advantage of several characteristics of time series data from many subjects to infer the likelihood of a causal relationship if we do find a correlational relationship. The criteria for causation are a group of minimal conditions necessary to provide adequate evidence of a causal relationship between an incidence and a possible consequence.

The list of the criteria is as follows:
Strength (A.K.A. Effect Size)
A small association does not mean that there is not a causal effect, though the larger the association, the more likely that it is causal. There is a very weakly positive relationship between L-Glutamine By Body Fortress and Overall Mood

Consistency (A.K.A. Reproducibility)
Consistent findings observed by different persons in different places with different samples strengthens the likelihood of an effect. Furthermore, in accordance with the law of large numbers (LLN), the predictive power and accuracy of these results will continually grow over time. 209 paired data points were used in this analysis. Assuming that the relationship is merely coincidental, as the participant independently modifies their L-Glutamine By Body Fortress values, the observed strength of the relationship will decline until it is below the threshold of significance. To it another way, in the case that we do find a spurious correlation, suggesting that banana intake improves mood for instance, one will likely increase their banana intake. Due to the fact that this correlation is spurious, it is unlikely that you will see a continued and persistent corresponding increase in mood. So over time, the spurious correlation will naturally dissipate.

Specificity
Causation is likely if a very specific population at a specific site and disease with no other likely explanation. The more specific an association between a factor and an effect is, the bigger the probability of a causal relationship.

Temporality
The effect has to occur after the cause (and if there is an expected delay between the cause and expected effect, then the effect must occur after that delay). The confidence in a causal relationship is bolstered by the fact that time-precedence was taken into account in all calculations.

Biological Gradient
Greater exposure should generally lead to greater incidence of the effect. However, in some cases, the mere presence of the factor can trigger the effect. In other cases, an inverse proportion is observed: greater exposure leads to lower incidence.

Plausibility
A plausible bio-chemical mechanism between cause and effect is critical. This is where human brains excel. Based on our responses so far, 1 humans feel that there is a plausible mechanism of action and 0 feel that any relationship observed between L-Glutamine By Body Fortress and Overall Mood is coincidental.

Coherence
Coherence between epidemiological and laboratory findings increases the likelihood of an effect. It will be very enlightening to aggregate this data with the data from other participants with similar genetic, diseasomic, environmentomic, and demographic profiles.

Experiment
All of human life can be considered a natural experiment. Occasionally, it is possible to appeal to experimental evidence.

Analogy
The effect of similar factors may be considered.

Relationship Statistics

Property Value
Cause Variable Name L-Glutamine By Body Fortress
Effect Variable Name Overall Mood
Sinn Predictive Coefficient 0.0568
Confidence Level medium
Confidence Interval 0.0868553558024
Forward Pearson Predictive Coefficient 0.059
Critical T Value 1.646
Total L- Glutamine By Body Fortress Over Previous 21 days Before ABOVE Average Overall Mood 115.69 grams
Total L- Glutamine By Body Fortress Over Previous 21 days Before BELOW Average Overall Mood 113.571 grams
Duration of Action 21 days
Effect Size very weakly positive
Number of Paired Measurements 210
Optimal Pearson Product 0.0017083037683094
P Value 0.37308780389892
Statistical Significance 0.9619
Strength of Relationship 0.0868553558024
Study Type individual
Analysis Performed At 2019-08-26
Number of Pairs 210
Number of Raw Predictor Measurements ( Including Tags, Joins, and Children) 172
Baseline Relative Standard Deviation of Outcome Measurements 9.7
Experiment Duration (days) 219
Number of Raw Outcome Measurements 14190
Z Score 0.14320904028335
Last Analysis 2019-08-26
Experiment Began 2019-01-20 02:00:00
Experiment Ended 2019-08-28 01:00:00
P Value 0.37308780389892
Predictor Category Treatments
Duration of Action (h) 500
Onset Delay (h) 0.5
Significance 0.9619
Outcome Relative Standard Deviation at Baseline 9.7
Outcome Standard Deviation at Baseline 0.27645123865941/5
Outcome Mean at Baseline 2.8633333333333/5
Average Followup Change From Baseline -1.4&
Average Absolute Followup Change From Baseline 2.8237430167598/5
Z- Score 0.14320904028335
Average Predictor Treatment Value 134g over 21 days

L-Glutamine By Body Fortress Statistics

Property Value
Variable Name L-Glutamine By Body Fortress
Aggregation Method SUM
Analysis Performed At 2019-08-26
Duration of Action 21 days
Kurtosis 2.7200581132237
Mean 5.7798 grams
Median 0 grams
Minimum Allowed Value 0 grams
Number of Changes 64
Number of Correlations 65
Number of Measurements 49
Onset Delay 30 minutes
Standard Deviation 7.994073609206
Unit Grams
Variable ID 6056777
Variance 63.905212869403

Overall Mood Statistics

Property Value
Variable Name Overall Mood
Aggregation Method MEAN
Analysis Performed At 2019-08-28
Duration of Action 24 hours
Kurtosis 6.8571064844775
Maximum Allowed Value 5 out of 5
Mean 2.9061 out of 5
Median 3 out of 5
Minimum Allowed Value 1 out of 5
Number of Changes 1276
Number of Correlations 4589
Number of Measurements 14192
Onset Delay 0 seconds
Standard Deviation 0.5210978398367
Unit 1 to 5 Rating
UPC 767674073845
Variable ID 1398
Variance 0.27154295868247

Tracking L-Glutamine By Body Fortress

Record your L-Glutamine By Body Fortress daily in the reminder inbox or using the interactive web or mobile notifications.

Tracking Overall Mood

Record your Overall Mood daily in the reminder inbox or using the interactive web or mobile notifications.
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https://lh6.googleusercontent.com/-BHr4hyUWqZU/AAAAAAAAAAI/AAAAAAAIG28/2Lv0en738II/photo.jpg Principal Investigator - Mike Sinn