Write A Paper Applying What You Have Learned About Criminal Procedure- Constitutional Law- Rule Of Law- Rules Of Evidence- Critical Thinking Etc. To Argue

1) Whether Kim Potter, the former officer who shot Daunte Wright should be found guilty (write as if you are the prosecutor) -75 pts

2) Whether Officer  Nicholas Reardon who fired his weapon  4 times killing teenager Ma’Khia Bryant used reasonable force (write as if you are the defense lawyer


 


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Discussion: Cognitive Behavioral Therapy: Family Settings Versus Individual Settings

THE JOB IS TO REPLY WITH A COMMENT TO EACH POST, POST 1 AND POST 2. WITH 2 COMPLETED REFERENCE IN APA WITH CITATION ABOVE 2013 PER COMMENT.
POST 1
 
Individual vs. Family CBT
Cognitive behavioral therapy is short-term psychotherapy that emphasizes the need for attitude change in order to maintain and promote behavior modification (Nichols, 2014). Cognitive behavior therapy (CBT) has been found to be effective in a broad range of disorders. CBT can be done as an individual treatment or in a family setting. Individual CBT has a broadly defined framework with an emphasis on harm-reduction, especially with clients that have anxiety and substance abuse (Wheeler, 2014).
Cognitive-behavioral therapy for families is also brief and is solution-focused. Family CBT is focused on supporting members to act and think in a more adaptive manner, along with learning to make better decisions to create a friendlier, calmer family environment (Nichols, 2014). An example from practicum is a male (T.M) that participates in individual CBT once a week and family CBT once a week. T.M is struggling with alcoholism.
He originally presented for individual CBT because he had been “told by his wife” that he had a problem with alcohol. He reported that he drank “a few vodka drinks” three times a week but none for six weeks. Individual CBT therapy is a collaborative process between the therapist and client that takes schemas and physiology into consideration when deciding the plan of care (Wheeler, 2014). We worked with him using open-ended questions to assist with obtaining cognitive and situational information.  He would become angry easily and it was a felt that he was not being truthful about his alcohol use. Each time he was questioned about it, the story would change. He attended two individual sessions and it was then recommended he begin family CBT with his significant other (S.M) because “things were not going well at home.”
With family CBT, cognitions, emotions, and behaviors are seen as having a mutual influence on one another (Nichols, 2014). The first session was stressful, to say the least. T.M began talking about his alcohol use. S.M interrupted and said, “what about that one-time last month at the hotel. You were seeing things.” He became defensive, raised his voice, and said, “I was drugged. It had nothing to do with drinking.” She then looked down and was tearful. When he left the room to use the bathroom, S.M questioned if he could be tested for alcohol. This led the therapist to believe that T.M’s last use was not six weeks ago.
T.M’s automatic thoughts were that his alcoholism was not a problem in the marriage or in life. One of the core principles in using CBT for SUDs is that the substance of abuse serves as a reinforcement of behavior (McHugh et al., 2010). Over time, the positive and negative reinforcing agents become associated with daily activities. CBT tries to decrease these effects by improving the events associated with abstinence or by developing skills to assist with reduction (McHugh et al., 2010).
It was noticed that when T.M was alone, his stories would change. But when his wife was in the room, he would look at her while he spoke to ensure what he was saying was accurate. The therapist informed the client that it would be appropriate to continue individual therapy and family CBT once a week with the recommendation of joining the ready for change group. The CBT model for substance use states that, when a person is trying to maintain sobriety or reduce substance use, they are likely to have a relapse (Morin et al., 2017).
Ready for change meetings was recommended because like this week’s media showed, clients may relate to others that are going through similar situations. Getting T.M to realize that his alcohol use is a problem, is the primary goal currently. This example was shared because it shows the difficulties that may be encountered with psychotherapy and that both individual and family may be needed to ensure that goals are met. Some challenges that counselors face when using CBT in the family setting are wondering if the structure of the session and if the proper techniques were effective (Ringle et al., 2015). Evaluating and consulting with peers may also assist with meeting client and family goals.
References
McHugh, R. K., Hearon, B. A., & Otto, M. W. (2010). Cognitive behavioral therapy for substance use disorders. The Psychiatric clinics of North America, 33(3), 511-25. doi:10.1016/j.psc.2010.04.012
Morin, J., Harris, M., & Conrod, P.  (2017, October 05). A Review of CBT Treatments for Substance Use Disorders. Oxford Handbooks Online. Ed.  Retrieved fromhttp://www.oxfordhandbooks.com/view/10.1093/oxfordhb/9780199935291.001.0001/oxfordhb-9780199935291-e-57.
Nichols, M. (2014). The essentials of family therapy (6th ed.). Boston, MA: Pearson.
Patterson, T. (2014). A Cognitive-Behavioral Systems Approach to Family Therapy. Journal of Family Psychotherapy, 25(2), 132–144. https://doi-org.ezp.waldenulibrary.org/10.1080/08975353.2014.910023
Ringle, V. A., Read, K. L., Edmunds, J. M., Brodman, D. M., Kendall, P. C., Barg, F., & Beidas, R. S. (2015). Barriers to and Facilitators in the Implementation of Cognitive-Behavioral Therapy for Youth Anxiety in the Community. Psychiatric services (Washington, D.C.), 66(9), 938-45. doi:10.1176/appi.ps.201400134
Wheeler, K. (Ed.). (2014). Psychotherapy for the advanced practice psychiatric nurse: A how-to
guide for evidence-based practice. New York, NY: Springer.
POST 2
 
Cognitive Behavioral Therapy is one of the most effective psychotherapy approaches, whether it be used in group, family, or individual treatment. It is important to understand the purpose of it what its process consists off. It can be used to treat different mental health conditions, ranging from addiction to more severe illnesses. Its approach is to work with the patient into strategizing ways to change unhealthy thoughts and behaviors. Throughout the process, the patient not only learns solving skills, but also to re-evaluate and learn how to understand other’s perspectives, skill that helps build their confidence.
Some believe group therapy is more effective than individual therapy, as established by Kellett, Clarke, and Matthews (2007, p. 211). It has been established that CBT in general can be effective, but based on the Johnson Family Session video, it leads me to believe that either group/family or individual would be effective depending on the condition that is being treated. It is clear from the video that the girl who had been sexually assaulted at the fraternity does not believe talking or sharing her experience, even if it is with other girls who went through the same experience, will help in any way. She still has some internal issues that need to be addressed individually in order to make progress and get her to a place where she can participate in group/family therapy with an awareness that it will help her and purpose to it. Another important aspect of having a client be committed to the treatment is that research has showed “Poor compliance can adversely affect the remaining group members who may become worried or insecure” (Söchting, Lau, Ogrodniczuk, 2018, p. 185).
An example during practicum that supports my belief is the case of a terminally ill patient who had been recommended comfort care through hospice. She was ready to do so, understood and accepted her prognosis, but her daughters and husband were in denial. Every time they participated in a family session the patient held back on her wishes and verbalized whatever their wishes were as if they were her own. When treated as an individual client, she would express her concerns of not being able to “disappoint and abandon my family”. She had suffered all her life from anxiety, insecurities, severe depression, and low self-esteem. Those were issues that should have been addressed individually before she could fully engage in a family session in a healthy and productive way, if she would’ve had the time. CBT would have still been the choice of treatment for individual therapy for this client, as evidenced by Driessen et al. who stated it “is the psychotherapy method with the best evidence-base in the treatment of depression” (2017, p. 654). Not being fully engaged in the program, or believing the treatment will not help, or having other issues that need to be addressed on an individual basis, are all challenges presented in a family setting when relying on CBT.
References
Kellett, S., Clarke, S., & Matthews, L. (2007). Delivering Group Psychoeducational CBT in
Primary Care: Comparing Outcomes with Individual CBT and Individual
Psychodynamic-Interpersonal Psychotherapy. British Journal of Clinical Psychology,
           46(2).
Söchting, I., Lau, M., & Ogrodniczuk, J. (2018). Predicting Compliance in Group CBT Using the
Group Therapy Questionnaire. International Journal of Group Psychotherapy, 68(2).
Driessen,E., Van, H. L., Peen, J., Don, F. J., Twisk, J. W. R., Cuijpers, P., & Dekker, J. J. M.
(2017). Cognitive-Behavioral Versus Psychodynamic Therapy for Major Depression:
Secondary Outcomes of a Randomized Clinical Trial. Journal of Consulting Clinical
Psychology, 85)7).
 
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db reponses 1

Responses to classmate colleagues’ initial postings: Read a selection of your classmate’s postings and provide a substantive reply to your colleagues b in one or more of the following ways, by: (a) expanding on your classmate colleague’s posting; (b) offering an insight from having read your classmate’s posting; (c) corroborating an idea from your own experience; (d) concurring or disagreeing by explaining why with supporting evidence or concepts from the readings or literature; (d) asking a probing question. You must provide response postings to at least three (3) classmate colleagues’ postings. Responses must contain 200–250 words (not including references) and at least 1 reference. References in the response postings will support response statements and assertions; and serve as an additional resource to fellow classmates. Response postings are due by 11:59 p.m. (ET), oof the course week.

Week 15 Discussion

Preparedness: Role of Research

Post by Day 3, Wednesday, a brief description of how the scientific research community supports public health preparedness. Then outline and discuss the infrastructure associated with supporting this research. Next, describe the Public Health Medical Countermeasures Enterprise and related activities. Then identify three federal agencies involved in public health preparedness research, and discuss the role each agency plays in supporting public health preparedness research.

Read a selection of your classmates’ postings and by Day 6, Saturday, respond to your colleagues by: (a) expanding on your classmate colleague’s posting; (b) offering an insight from having read your classmate’s posting; (c) corroborating an idea from your own experience; (d) concurring or disagreeing by explaining why with supporting evidence or concepts from the readings or literature; (d) asking a probing question.

Please see the Assignments and Descriptions menu item for discussion board requirements.

This week, reflect on the relationship between public health, science preparedness, scientific research, and public health preparedness. Consider the ways in which scientific research may have a role to play in public health preparedness.

This week you will:

  • Read any material that has been assigned
  • Review this week’s resources
  • View the required videos
  • Post to this weeks’ topic discussion board

Be sure to take note of any due dates and adhere to them

Please complete the following required reading:

  • Katz, R. (2019). Essentials of Public Health Preparedness and Emergency Management (2nd Edition). Burlington, MA: Jones and Bartlett Learning.
    • Chapter 7, “The Research Agenda”

  • Faherty, L. J., Rasmussen, S. A., & Lurie, N. (2017). A call for science preparedness for pregnant women during public health emergencies. American journal of obstetrics and gynecology, 216(1), 34-e1.
  • Khan, Y., Fazli, G., Henry, B., de Villa, E., Tsamis, C., Grant, M., & Schwartz, B. (2015). The evidence base of primary research in public health emergency preparedness: a scoping review and stakeholder consultation. BMC public health, 15(1), 432.
  • Lurie, N., Manolio, T., Patterson, A. P., Collins, F., & Frieden, T. (2013). Research as a Part of Public Health Emergency Response. New England Journal of Medicine, 368(13), 1251-1255.
  • Miller, A., Yeskey, K., Garantziotis, S., Arnesen, S., Bennett, A., O’Fallon, L., … & Love, C. (2016). Integrating health research into disaster response: the new NIH disaster research response program. International journal of environmental research and public health, 13(7), 676.
  • Yusuf, H., Ekperi, L., Groseclose, S., Siegfried, A., Meit, M., & Carbone, E. (2018). Research participation among state and local public health emergency preparedness and response programs. Public health, 159, 133-136.

 

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Use Discount Code “Newclient” for a 15% Discount!

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Classifying Spams Using Spark MLlib

 

Given the Spam data set for classifying an e-mail is either spam (label 1) or not (label 0). The dataset can be downloaded from https://archive.ics.uci.edu/ml/datasets/SpambaseLinks to an external site.. Compare three ML algorithms: logistic regression, decision tree, and random forest for this binary classification problem. Collect screenshots of critical parts for each question. Type all answers. Submit a pdf report. Use Databrick notebook. The final notebook should be fully documented and uploaded to Canvas as well as the pdf report.

1. (30 points) Find the best model for each ML algorithms. Compute precision, recall, and F1 scores based on ALL data points.  Identify the best ML algorithm based on the statistics computed.

2. (30 points) Use 5 fold (70/30) cross-validation method to find the best model for each ML algorithm using the default ROC criterion. Compare these three ML algorithms and pick the best overall model. Discuss how you reach this conclusion.

3. (20 points) Based on your best model in Q2, identify the most significant features. Discuss how you can take advantage of this finding. 

4. (10 points) Discuss why the best ML algorithm is better than the other two from a theoretical point of view. 

5. (10 points) Does the best model provide a satisfactory classification outcome? Explain. Is there another ML model that may be used to better this result? Discuss and provide the sources of your analysis.


 


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