Tuesday, November 3, 2026

Personality and Adjustment Disorder By Keith Torkelson MS, BS

 

Contents

  • Requirements
  • Adjustment disorder - Classification and external resources
  • Stressors
  • Coping
  • Diagnostic criteria (DSM-IV) - The diagnostic criteria in the DSM-IV are
  • Tangent - Diagnostic criteria (DSM-5-TR)
  • Treatment
  • Tianeptine, Alprazolam, and Mianserin
  • Index Admission
  • Psychology of A Peacekeeper
  • Peacemaker
  • FYI - Mental and Behavioral Disorders: Revisited
  • Adult personality and behavior Personality disorder
  • Adult Personalities Problem Scale 24 Items (LSF) = 31.0%
  • Coping Skill
  • Coping Strategies for Children and Teenagers Living with Domestic Violence
  • Mental Health Coping Skills
  • Coping Strategies for Children and Teenagers Living with Domestic Violence II
  • Aside - Gifts in kind - From Wikipedia, the free encyclopedia
  • FYI - See also - Gifts in Kind International




Adjustment disorder - Classification and external resources

ICD-10 F43.2 | ICD-9 309

Adjustment Disorder (AD)

In psychology, adjustment disorder (AD) is a classification of mental disorder that is a psychological response from an identifiable stressor or group of stressors that causes significant emotional or behavioral symptoms that does not meet criteria for more specific disorders. The condition is different from anxiety disorder which lacks the presence of a stressor, or post-traumatic stress disorder and acute stress disorder which usually are associated with a more intense stressor. There are nine different types of adjustment disorder listed in the DSM-III-R. In DSM-IV, adjustment disorder was reduced to six types, classified by their clinical features. Adjustment Disorders may also be acute or chronic, depending on whether it lasts more or less than six months. Diagnosis of adjustment disorder is quite common; there have been reports of it being a common and serious condition among adolescents and it has estimated incidences of 5-21% in psychiatric consultation services for adults. In clinical samples of adults, women are given the diagnosis twice as often as men.

 

Contents

 

Adjustment Disorders
Stressors
Risk factors
Coping
Diagnostic criteria (DSM-IV)
Subtypes (DSM-IV)
Treatment
Adjustment disorder link to suicide
Criticism

 

Stressors

A stressor is generally an event of a serious, unusual nature that an individual or group of individuals experience. It should be mentioned that the stressors that cause Adjustment Disorders are not extreme events which are in the criteria for Post-Traumatic Stress Disorder. They may be grossly traumatic but may also be apparently minor, like loss of a boyfriend/girlfriend, a poor report card, or moving to a new neighborhood. It is thought that the more chronic or recurrent the stressor, the more likely it is to produce a disorder, yet this is modified greatly by the support the patient receives from those around him or her.

Stressors believed to involve a loss usually have particular significance like an interpersonal failure, physical or sexual abuse, cognitive impairment, a lengthy duration of frequent recurrence, or cognitive uncertainty. The objective nature of the stressor however, is of secondary importance. Stressors' most crucial link to their pathogenic potential is their perception by the patient as stressful. Patients that face a stressor with enthusiasm and view it as a challenge are much less likely to develop a disorder.

Risk factors

Factors that are intrinsic toward the development of Adjustment Disorder include age, gender, ego development, past experiences and coping skills. Age can be a factor because young children have fewer coping resources, however, they are less likely to understand a stressor as stressful and are thus less likely to develop a disorder. Men have been shown to be more vulnerable to stressors across all ages and types of stressors, for unknown reasons. A poorly developed ego is also a factor that could make one more vulnerable to this disorder, whether it is caused by cerebral impairment or upbringing. Those damaged by repeated trauma also are at greater risk, even if that trauma is in the distant past.

 

Coping

One important factor that dictates the extent of the emotional or behavioral symptoms displayed in Adjustment Disorder is their method of coping with the stressors. Coping is defined as the strategies and mechanisms that people use to modify their environment or reduce internal distress. Coping is generally organized into four categories.

First Category

The first category includes all efforts to practically handle stressors. This category contains two subcategories of problem-focused coping, which is the practical and physical dealing with stressors by actively problem solving, and restraint, which is waiting for an appropriate opportunity to act.

Second Category

The second category includes cognitive or internal strategies. This involves avoiding, minimizing, distancing, or seeking value in negative events.

Third Category

The third category includes efforts to diminish stress by utilizing available situational or environmental factors. The most commonly investigated mechanism in this category is social support.

Fourth Category

The fourth category includes personal approaches or individuals' cognitive orientations. This category includes constructs such as an individual’s hardiness, sense of coherence, and locus of control.

Effective Activities

Many studies have been done, documenting the effectiveness of various activities in coping with stressful situations. The effective activities included internet and computer based entertainment, watching television and listening to music.


Diagnostic criteria (DSM-IV) - The diagnostic criteria in the DSM-IV are

The development of emotional or behavioral symptoms in response to an identifiable stressor(s) occurring within three months of the onset of the stressor(s).  These symptoms or behaviors are clinically significant as evidenced by either of the following: marked distress that is in excess of what would be expected from exposure to the stressor significant impairment in social or occupational (academic) functioning The stress-related disturbance does not meet the criteria for another specific Axis I disorder and is not merely an exacerbation of a preexisting Axis I or Axis II disorder. The symptoms do not represent Bereavement. Once the stressor (or its consequences) has terminated, the symptoms do not persist for more than an additional six months.

 

Subtypes (DSM-IV)

DSM IV Adjustment Disorders

309.0 With Depressed Mood. This subtype should be used when the predominant manifestations are symptoms such as depressed mood, tearfulness, or feelings of hopelessness.

309.24 With Anxiety. This subtype should be used when the predominant manifestations are symptoms such as nervousness, worry, or jitteriness, or, in children, fears of separation from major attachment figures.

309.28 With Mixed Anxiety and Depressed Mood. This subtype should be used when the predominant manifestation is a combination of depression and anxiety.

309.3 With Disturbance of Conduct. This subtype should be used when the predominant manifestation is a disturbance in conduct in which there is violation of the rights of others or of major age-appropriate societal norms and rules (e.g., truancy, vandalism, reckless driving, fighting, defaulting on legal responsibilities).

309.4 With Mixed Disturbance of Emotions and Conduct. This subtype should be used when the predominant manifestations are both emotional symptoms (e.g., depression, anxiety) and a disturbance of conduct (see above subtype).

309.9 Unspecified. This subtype should be used for maladaptive reactions (e.g., physical complaints, social withdrawal, or work or academic inhibition) to stressors that are not classifiable as one of the specific subtypes of Adjustment Disorder.

 

Tangent - Diagnostic criteria (DSM-5-TR) - The diagnostic criteria in the DSM-5-TR are

The diagnostic criteria in the DSM-5-TR (Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition, Text Revision) are standardized, evidence-based sets of required symptoms, duration thresholds, and exclusion rules used by healthcare professionals to identify and differentiate mental disorders.

Published in 2022 by the American Psychiatric Association (APA), the DSM-5-TR structures criteria sets across several core components and updates:

Key Components of DSM-5-TR Criteria

Required and Ruled-Out Symptoms:

Specific clinical signs that must be present (or explicitly absent) to establish a diagnosis, requiring professional clinical judgment.

Duration and Severity Thresholds:

Time frames (e.g., persistence over weeks, months, or at least 12 months for conditions like Prolonged Grief Disorder) used to measure chronicity and impact.

Functional Impairment:

Criteria requiring that symptoms cause clinically significant distress or impairment in social, occupational, or other important areas of functioning.

Descriptive Text & Specifiers:

Contextual details covering development and course, risk and prognostic factors, culture- and gender-related diagnostic issues, and specific course or severity specifiers.

ICD-10-CM Coding:

Integrated billing and data codes, including updated codes for suicidal behavior and non-suicidal self-injury.

Structure of the Manual

Section I (Basics):

Introductory information, user guide, and legal/forensic guidance.

Section II (Diagnostic Criteria and Codes):

The official diagnostic categories—spanning neurodevelopmental disorders to neurocognitive and personality disorders—alongside updated criteria sets for over 70 disorders and the addition of Prolonged Grief Disorder.

Section III (Emerging Measures and Models):

Assessment measures, cultural formulation interviews, and alternative models for personality disorders.

 
Treatment

The primary treatment for adjustment disorder is talking. This reduces the pressure of the stressor and enhances coping. It allows the patient to put his or her rage into words rather than into destructive actions. Counseling, psychotherapy, crisis intervention, family therapy, and group treatment are often used to encourage the verbalization of fears, anxiety, rage, helplessness, and hopelessness.

Medication

Sometimes small doses of antidepressants and anxiolytics are also used. In patients with severe life stresses and a significant anxious component, benzodiazepines are used, although tricyclic antidepressants or buspirone has been recommended for patients with current or past heavy alcohol use because of the greater risk of dependence. Tianeptine, alprazolam, and mianserin were found to be equally effective in patients with AD with anxiety.

 

Tianeptine, Alprazolam, and Mianserin

Tianeptine, alprazolam, and mianserin showed equivalent antidepressant and anxiolytic efficacy over a 6-week period in clinical studies evaluating patients with adjustment disorder featuring mixed anxiety and depression.

Drug Profiles

Tianeptine

Class: Atypical psychotropic compound with unique glutamatergic modulating properties (enhancing AMPA phosphorylation and normalizing glutamate) rather than acting as a standard SSRI.

Typical study dose: 37.5 mg/day (ranging from 25 to 50 mg/day).

Key notes: Offers both antidepressant and anxiolytic effects; clinical reviews note it has lower risks of cognitive impairment or falls in elderly populations compared to traditional tetracyclics like mianserin. Unregulated high-dose use carries severe risks of dependence, toxicity, and withdrawal.

Alprazolam

Class: Benzodiazepine anxiolytic (often known by the brand name Xanax).

Typical study dose: 1.5 mg/day.

Key notes: Acts rapidly to relieve acute anxiety, but is generally intended for short-term use due to risks of tolerance, sedation, and physical dependence/addiction.

Mianserin

Class: Tetracyclic antidepressant (TeCA).

Typical study dose: 60 mg/day.

Key notes: Combines antidepressant activity with prominent sedative properties; carries a higher risk of daytime drowsiness or fall-related vigilance impairment in older adults compared to tianeptine.

Clinical Comparison Summary

Efficacy: In comparative trials for mixed emotional/adjustment disorders, all three agents demonstrated comparable improvements on depression scales (such as MADRS) and anxiety scales (such as the Hamilton Anxiety Rating Scale).

Side Effects: Controlled clinical trials found no statistically significant difference in the overall number or severity of adverse events between the three groups. However, their long-term safety profiles, dependence potential, and pharmacological mechanisms differ significantly.

Adjustment disorder link to suicide

Suicide behavior is prominent among AD patients of all ages and up to one fifth of adolescent suicide, victims may have an adjustment disorder. Bronish and Hecht (1989) found that 70% of a series of patients with AD attempted suicide immediately before their index admission and they remitted faster than a comparison group with major depression. Asnis et al. (1993) found that AD patients report persistent ideation or suicide attempts much less frequently than those diagnosed with major depression.


Index Admission

An index admission (or index hospitalization) refers to the initial or primary hospital stay that serves as the starting point for tracking a patient's clinical course, outcomes, or subsequent events—such as a 30-day readmission.

Key Characteristics

Starting Event:

It is the first recorded or qualifying inpatient stay in a specific medical study, quality measure, or insurance policy timeline (e.g., the initial admission where a joint replacement or heart attack treatment was performed).

Baseline for Readmissions:

When health systems or researchers measure metrics like 30-day readmissions, the clock starts ticking from the discharge date of this index admission. If a patient returns to the hospital within a set window (such as 30 days), that subsequent visit is evaluated in relation to the index stay.

Exclusions:

Depending on the specific quality metric (such as those defined by the Centers for Medicare & Medicaid Services), certain patient groups or circumstances—such as in-hospital deaths, transfers, or specific PPS-exempt hospitals—may be excluded from counting as a valid index admission.


Criticism

Like many of the items in the DSM, Adjustment Disorder receives its fair share of criticism from a minority of the professional community as well as those outside of the health-care field, but in semi-related professions e.g. nurses, teachers and parents. First, there has been some criticism of its classification. It has been criticized for its lack of specificity of symptoms, behavioral parameters, and close links with environmental factors. Adjustment Disorder has been classified as being so “vague and all-encompassing...as to be useless," but it has been retained in the DSM-IV because of the belief that it serves a useful clinical purpose for clinicians seeking a temporary, mild, non-stigmatizing label.

FYI – Other Studies

Green, Bonnie. “Defining Trauma.” Journal of Applied Social Psychology. 1990, vol. 20(20).

Hales, Robert. “Adjustment Disorder” The American Psychiatric Publishing Board Prep And Review Guide for Psychiatry

Kryzhanovskaya, Ludmila. “Suicidal Behavior in Patients with Adjustment Disorders” Crisis. 2001, vol. 22(3).

Lewis, Melvin. “Adjustment Disorder.” Child and Adolescent Psychiatry: A Comprehensive Textbook. 1991, 0-683-04954-2

Moldjord. “Coping with Peacekeeping Stress” the psychology of a peacekeeper: Lessons from the field. Westport, CT: Praeger Publishers/Greenwood Publishing Group.

Pelkonen. “Suicidality in Adjustment Disorder” European Child & Adolescent Psychiatry. 2005-06 vol. 14(3). 10188827


Psychology of A Peacekeeper

Interpersonal peacekeepers whose behavior is shaped by trauma and people-pleasing dynamics.

The Interpersonal Peacekeeper (The Fawn / People-Pleaser Response)

In everyday psychology, a "peacekeeper" is often an individual whose behavior is rooted in emotional survival and conflict avoidance:

The Fawn Response:

Often developed in childhood around unpredictable anger or emotional volatility, peacekeeper syndrome is a trauma response where an individual hyper-vigilantly scans the environment for tension and preemptively appeases others.

Boundary Abandonment:

A interpersonal peacekeeper trades away their own needs, opinions, and emotional honesty, believing that keeping everyone else comfortable ensures their own safety or value.

External vs. Internal Peace:

While peacekeepers maintain a calm outer environment, they frequently experience chronic internal anxiety, repressed resentment, and a lack of true emotional connection compared to a peacemaker, who sets healthy boundaries and holds people accountable.

 

FYI – II - You can read more about personal boundary dynamics via Psychology Today or explore trauma patterns through resources like Annie Wright Therapy.


Peacemaker

The psychology of a peacemaker involves a complex mix of high emotional intelligence, deep-seated trauma responses, and a drive for internal and external safety.

Core Psychological Drivers

The Fawn Response & Childhood Adaptation:

Many chronic peacemakers operate from a fawn response—a trauma adaptation where soothing others and keeping the environment calm became the primary tool for emotional or physical safety in childhood.

Nervous System Vigilance:

Peacemakers act as high-sensitivity "emotional radars," picking up shifts in tone, facial expressions, and room energy much faster than others. To their nervous system, rising voices or conflict feel like an immediate threat.

Enneagram Type 9 (The Mediator):

In personality psychology, the classic "Peacemaker" (such as Enneagram Type 9) is motivated by a core desire for inner and outer peace and a core fear of conflict, fragmentation, and separation from others.

Strengths and Superpowers

Active Listening & Translation:

Skilled peacemakers can listen to opposing sides, strip away emotional static, and identify the exact root misunderstanding to help groups find common ground.

De-escalation:

They naturally remain steady under pressure, using diplomatic tact and perspective-taking to lower the temperature of heated arguments.

Empathy and Adaptation:

They are deeply compassionate, loyal, and capable of reading multiple emotional viewpoints at once.

The Hidden Cost (The Shadow Side)

Chronic Self-Abandonment:

Peacemakers frequently bury their own opinions, needs, and boundaries, slipping into a "Chameleon Identity" where they lose track of who they are outside of pleasing others.

Control Disguised as Harmony:

Psychologists note that over-accommodating can subtly function as a form of control: “If I manage your feelings so you don’t get upset, I manage my own safety”.

Resentment and Burnout:

Suppressed anger eventually turns into passive-avoidance, physical tension, or sudden emotional exhaustion. True peacemaking requires moving away from passive appeasement and learning to tolerate the temporary discomfort of honest friction.

 
FYI - Mental and Behavioral Disorders: Revisited

Neurological/symptomatic Dementia (Alzheimer's disease, multi-infarct dementia, Pick's disease, Creutzfeldt-Jakob disease, Huntington's disease, Parkinson's disease, AIDS dementia complex, Frontotemporal dementia, Elopement, Sundowning, Wandering) · Delirium · Post-concussion syndrome · Organic brain syndrome

 

Substance Use Problems & Substances

Psychoactive substance alcohol (acute alcohol intoxication, drunkenness, alcohol dependence, alcoholic hallucinosis, Alcohol withdrawal, delirium tremens, Korsakoff's syndrome, alcohol abuse) · opioids (opioid overdose, opioid dependency) · sedative/hypnotic (benzodiazepine overdose, benzodiazepine dependence, benzodiazepine withdrawal) · cocaine (cocaine dependence) · general (Intoxication/Drug overdose, Drug abuse, Physical dependence, Rebound effect, Withdrawal)

 

Psychotic disorder Schizophrenia (disorganized schizophrenia) - Schizophreniform disorder - Schizotypal personality disorder - Delusional disorder - Folie à deux - Schizoaffective disorder

 

Mood (affective) Mania · Bipolar disorder · Major depressive disorder · Cyclothymia · Dysthymia

 

Neurotic, stress-related and somatoform Anxiety disorder Agoraphobia, Panic disorder, Panic attack, Generalized anxiety disorder, Social anxiety, Social phobia

 

Somatoform disorder Somatization disorder, Body dysmorphic disorder, Hypochondriasis, Nosophobia, Da Costa's syndrome, Psychalgia

 

Other OCD · Acute stress reaction · PTSD · Adjustment disorder · Dissociative disorders/Conversion disorder (Ganser syndrome) · Neurasthenia

 

Physiological/physical

behavioral Eating disorder Anorexia nervosa · Bulimia nervosa

 

Sleep disorder Dyssomnia (Hypersomnia, Insomnia) · Parasomnia (REM behavior disorder, Night terror) · Nightmare

 

Sexual dysfunction Erectile dysfunction · Premature ejaculation · Vaginismus · Dyspareunia · Hypersexuality · Female sexual arousal disorder

 

Postnatal Postpartum depression · Postnatal psychosis

 

Adult personality and behavior Personality disorder · Impulse control disorder (Kleptomania, Trichotillomania, Pyromania) · Factitious disorder (Munchausen syndrome) · Ego-dystonic sexual orientation · Paraphilia (Voyeurism, Fetishism)

 


Mental disorders

Diagnosed in Childhood Mental Retardation Mental Retardation

 

Psychological development

(developmental disorder) Specific speech and language (expressive language disorder, aphasia, expressive aphasia, receptive aphasia, Landau-Kleffner syndrome, lisp) · Scholastic skills (dyslexia, dysgraphia, Gerstmann syndrome) · Motor function (developmental dyspraxia)

 

Pervasive Autism · Rett syndrome · Asperger syndrome

 

Behavioral and emotional ADHD · Conduct disorder (ODD) · emotional disorder (Separation anxiety disorder) · social functioning (Selective mutism, RAD, DAD) · Tic disorder (Tourette syndrome) · Speech (Stuttering, Cluttering) · Stereotypic movement disorder

FYI - See Adjustment Disorder Wikipedia

https://en.wikipedia.org/wiki/Adjustment_disorder


Adult personality and behavior Personality disorder

Adult personality disorders are long-term, inflexible patterns of thinking, feeling, and behaving that deviate significantly from cultural expectations and cause distress or problems in daily life, work, and relationships.

The Three Clusters of Personality Disorders

The Diagnostic and Statistical Manual of Mental Disorders (DSM-5-TR) organizes the 10 types of personality disorders into three main groups:

Cluster A (Odd or Eccentric Behavior):

Involves unusual thoughts, suspicion, or social detachment.

Paranoid: Extreme distrust and suspicion of others.

Schizoid: Preference for being alone and lack of interest in close relationships.

Schotypal: Unusual thinking, speech, or behavior, plus discomfort with close ties.

Cluster B (Dramatic, Emotional, or Erratic Behavior):

Involves intense mood swings, impulse control issues, and turbulent relationships.

Antisocial: Disregard for rules, laws, and the rights of others.

Borderline (BPD): Intense fear of abandonment, unstable self-image, and emotional volatility.

Histrionic: Constant need for attention, approval, and dramatic expression.

Narcissistic: Inflated sense of self-importance, entitlement, and lack of empathy.

Cluster C (Anxious or Fearful Behavior):

Involves chronic anxiety, insecurity, and a need for control.

Avoidant: Extreme shyness, hypersensitivity to rejection, and social withdrawal.

Dependent: Excessive need to be cared for and difficulty making decisions.

Obsessive-Compulsive (OCPD): Rigid perfectionism, orderliness, and control (distinct from OCD).

Diagnosis and Treatment

Diagnosis: Mental health professionals—such as a psychiatrist or psychologist—evaluate long-term behavior patterns, life history, and medical records using DSM-5-TR criteria, typically diagnosing them in adulthood.

Treatment: Psychotherapy is the primary approach, including evidence-based options like Dialectical Behavior Therapy (DBT) for BPD or Cognitive Behavioral Therapy (CBT). Medications may also be used to target specific symptoms like anxiety or depression.

 


Adult Personalities Problem Scale 24 Items (LSF)

Score by and for Keith “Buster” Torkelson, MS

 

##

Aspect

2026
1103
TU-RT
SW-Solo

01

Odd Behavior

0.25

02

Overly eccentric

0.25

03

Paranoid

0.50

04

Prefer to be alone with no close relationships

0.00

05

Unusual thinking

0.25

06

Unusual speech

0.25

07

Dramatic emotional

0.00

08

Erratic Behavior

0.10

09

Antisocial

0.25

10

Intense fear of abandonment (*)

0.50

11

Need constant attention and approval (*)

0.25

12

Dramatic expression

0.00

13

Inflated sense of self-importance

0.25

14

Entitlement

0.00

15

Lack Empathy

0.50

16

Avoidant

0.50

17

Extreme shyness

0.25

18

Hypersensitive to rejection

1.00

19

Social withdrawal

0.25

20

Excessive need to be cared for

0.10

21

Difficulty making decisions

0.25

22

Rigid perfectionism

0.50

23

Rigid orderliness

0.25

24

Controlled by OCD

1.00

 

CALC

=7.45/24

 

Adult Personalities Problem Score 24 Items (LSF)

31.0%

 


Coping Skill

A coping skill is a behavioral tool that may be used by individuals to offset or overcome adversity, disadvantage, or disability without correcting or eliminating the underlying condition.

 

Contents

  • Defined
  • Coping mechanisms
    • Action-based coping
    • Emotion-based coping
    • Harmful coping methods

 

Defined

Virtually all-living beings routinely utilize coping skills in daily life. These are perhaps most noticeable in response to physical disabilities. An easy example of the use of coping skills in the animal kingdom are three-legged dogs, which typically learn to overcome the obvious disability to become as agile and mobile as their four-legged counterparts, whether born with the disability, or having received it due to an injury.

Learned Coping Skills

When helping humans deal with specific problems, professional counselors have found that a focus of attention on coping skills (with or without remedial action) often helps individuals. The range of successful coping skills varies widely with the problems to be overcome. However, the learning and practice of coping skills are generally regarded as very helpful to most individuals. Even the sharing of learned coping skills with others is often beneficial.

Coping mechanisms

One group of coping skills are coping mechanisms, defined as the skills used to reduce stress. In psychological terms, these are consciously used skills and defense mechanisms are their unconscious counterpart. Overuse of coping mechanisms (such as avoiding problems or working obsessively) and defense mechanisms (such as denial and projection) may exacerbate one's problem rather than remedy it.

 

There are two primary styles of coping with problems such as stress.

Action-based coping

Action-based coping involves actually dealing with a problem that is causing stress. Examples can include getting a second job in the face of financial difficulties, or studying to prepare for exams. Action-based coping is generally seen as superior to emotion-based coping, as it can directly reduce a source of bad stress.  Examples of action-based coping include planning, suppression of competing activities, confrontation, self-control, and restraint.

Emotion-based coping

Emotion-based coping skills reduce the symptoms of stress without addressing the source of the stress. Consuming alcohol, sleeping or discussing the stress with a friend are all emotion-based coping strategies. Other examples include denial, repression, wishful thinking, distraction, relaxation, reappraisal, and humor. There are both positive and negative coping strategies that can be defined as emotion-based. Emotion-based coping can be useful to reduce stress to a manageable level, enabling action-based coping, or when the source of stress cannot be addressed directly.

Harmful coping methods

Some coping methods are more like habits than skills, and can be harmful. Overused, they may actually worsen one's condition. Alcohol, cocaine and other drugs may provide temporary escape from one's problems, but, with excess use, ultimately result in greater problems.

FYI - See also: Stress management

FYI

Folkman, Susan (1984). "Personal control and stress and coping processes: A theoretical analysis". Journal of Personal and Social Psychology 46: 839–852. doi:10.1037/0022-3514.46.4.839. 

Coping Skills - Mental Health Coping Skills

Coping Strategies for Children and Teenagers Living with Domestic Violence

 

Coping Skills

Coping skills are conscious strategies and actions used to manage stress, handle difficult emotions, and maintain mental well-being.

Main Types of Coping Skills

Problem-Focused Coping:

Tries to change or fix the source of the stress directly (such as making a to-do list, setting healthy boundaries, or talking through a solution).

Emotion-Focused Coping:

Manages your emotional response when you cannot change the actual situation (such as practicing deep breathing, journaling, or using distraction techniques).

Meaning-Making (Meaning-Focused):

Re-frames a stressful event to find a sense of purpose, growth, or a broader perspective.

Social Support:

Reaches out to friends, family, or mental health professionals to share the burden.

Examples of Healthy Coping Skills

Physical & Relaxation:

Practice deep breathing exercises, go for a walk outside, do yoga, or use progressive muscle relaxation.

Grounding & Mindfulness:

Use the 5-4-3-2-1 grounding technique, list things you feel grateful for, or meditate.

Creative & Hobbies:

Draw, paint, listen to music, read a book, or bake a meal.

Distraction & Reset:

Play with a pet, watch a funny video, sip a warm cup of tea, or clean a small area like a desk drawer.

 

FYI – AI - For a broader breakdown of strategies, you can explore guides on Verywell Mind or find structured reflection exercises on Positive Psychology.


Mental Health Coping Skills

Healthy coping strategies help you manage stress, regulate difficult emotions, and support your overall mental well-being.

Physical Strategies

Exercise:

Move your body for 20 to 30 minutes a day, such as taking a brisk walk, to boost your mood with natural endorphins.

Deep Breathing:

Calm your nervous system quickly by practicing slow breathing, like the 4-7-8 method or taking deep breaths with equal counts in and out.

Prioritize Sleep:

Get seven or more hours of sleep each night and stick to a consistent sleep schedule by waking up and going to bed at the same time.

Eat Well:

Eat regular, balanced meals with plenty of water, fruits, and vegetables while limiting caffeine and sugar. Guidance is available through the CDC Mental Health Guide.

Mental and Emotional Strategies

Mindfulness:

Stay focused on the present moment through short meditation sessions to reduce anxiety and stop negative thought loops.

Journaling: Write down your daily thoughts, feelings, or three things you feel grateful for to gain emotional clarity.

Cognitive Reframing:

Challenge negative or self-sabotaging thoughts by asking yourself if they are true and looking at the stressor from a calmer perspective.

Radical Acceptance:

Accept distressing situations completely as they are right now to stop fighting reality and save your mental energy.

Social and Sensory Strategies

Connect with Others:

Reach out to a trusted friend, family member, or support network when you feel overwhelmed instead of isolating yourself.

Use the Five Senses:

Ground yourself during high-stress moments by noticing things you can see, touch, hear, smell, and taste.

Set Boundaries:

Protect your time and energy by learning to say no to extra tasks or taking breaks from negative news and social media. You can explore practical self-help tips at NAMI.


Coping Strategies for Children and Teenagers Living with Domestic Violence II

Effective coping mechanisms for surviving emotional abuse include setting firm boundaries, avoiding engagement with the abuser, and building a strong support network

 

Immediate Survival and Grounding

Avoid engaging:

Do not try to argue, explain your side, or apologize for things you did not do when an abuser tries to start a fight.

Set clear boundaries:

State clearly what behavior you will not accept, such as yelling or insults, and limit communication.

Practice grounding:

Use deep breathing or mindfulness to calm your nervous system when you feel stressed or triggered.

 

Processing and Healing

Stop self-blame:

Remind yourself daily that abuse is a choice made by the abuser, not your fault.

Seek professional therapy:

Work with a trauma-informed counselor using approaches like Cognitive Behavioral Therapy (CBT) to reframe negative thought patterns.

Connect with others:

Reach out to trusted friends, family, or NAMI support groups to break feelings of isolation.

Plan for safety:

Focus on your own needs and create a practical exit plan if the behavior does not change.

 

Aside - Gifts in kind - From Wikipedia, the free encyclopedia

Retrieved from http://en.wikipedia.org/wiki/Gifts_in_kind

 

Gifts in kind (GIK) is a kind of charitable giving in which, instead of giving money to buy needed goods and services, the goods and services themselves are given. The motivations for GIK vary, but include:

Concern for the environment

Many donated goods are either second hand or otherwise surplus. If not donated to people who need them, they might otherwise end up in landfill.

Relief

During disasters and other humanitarian crises, companies and individuals often want to help. Giving goods that are already at hand is more cost effective for the donor than giving money to buy these same goods.

Development

Helping with longer term development in impoverished or otherwise distressed areas is a high priority for governments and large NGOs. GIK can be a significant component of a larger humanitarian development strategy.

GIK has several advantages over monetary giving:

Donated goods are much less susceptible to becoming graft.

The goods themselves would otherwise, often end up as landfill.

GIK provides a means, particularly for corporations, of doing social good with things that would otherwise be a liability. In the last few years, a great deal of attention has been given in the humanitarian community to GIK. Organisations like Gifts In Kind International and GlobalHand have been established to help people who have things to donate find qualified recipients who need them.

 

FYI - See also - Gifts in Kind International

Name Change: Gifts In Kind International changed its name to Good360 in April 2011 to reflect a digital transformation in product philanthropy.

Key Details

Original Foundation:

Founded in 1983 as Gifts In Kind International.

New Name & Platform:

Rebranded as Good360 to connect corporate product donors directly with vetted nonprofits via an online marketplace.

Core Mission:

Redistributes excess retail inventory, returned goods, and corporate donations (such as clothing, toys, personal care products, and electronics) to help communities in need and support disaster relief.

Impact:

Has distributed billions of dollars in essential goods while helping nonprofits save substantial operational costs.

 

The End
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Sleep Ability Studies III Continued By Keith Torkelson MS, BS

 

Contents

 

  • Requirements
  • Work Done
  • Repeating Themes – General Satisfaction – 14 Items
  • Generated: 20190826-M: Types of Bullies - Housemate & Roommate Matching
  • Sleep Bullies – Inspiration (November 2026) – Impactful Area of Study
  • Key Events @ Shanks Truck Stop (Rent a Shared Room)
  • Case Study by MSG and Torkelson Pathology
  • Integrating About Technology
  • Prior Publications
  • Note: Major William Challenge: 20190112-SA & 20190113-SU
  • Record: Started 20190117 - Room Dynamic Log - Snapshot
  • Search - Sleep Association
  • Sleep Facts and Statistics
  • Work Done > Inspiring > Metadata & Data >
  • SleepAbility a Currency for Health – Inspiration – Profound
  • Assessment Elimination – SleepAbility III – Brainstorm of Themes
  • Aside - Rate a Bed Comprehensively
  • SFA = Sleep Factor Analysis – Part of Roommate Matching
  • Source UC Irvine Child Development School (9/4/2014)
  • Content – Sociology
  • Content Area Literacy and Disciplinary Literacy
  • HBE Services Tool - Health Benefits Employee Services
  • Tangent - Structured Temporal Reconciliation Applied
  • Define SleepAbility Brief
  • Sleep Resources Scale 13 Items
  • Establish and Utilize – Sleep Resources




Prior Publications & Work Done
Environmental Sampling - New Old Man John (Now Deceased)
In Process of Gradual Decline – Over the Course of Weeks
https://www.youtube.com/watch?v=1mx95-AqQr0
Prevented Rest, Sleep, Peace and Harmony in the room

 

20190319
Keith Torkelson’s SleepAbility Study 2019 Number I – A Right To Sleep (MSG, 201903) & Crisis Intervention – Health & Human Services Advisory
https://ktork46.blogspot.com/2019/03/keith-torkelsons-sleepability-study.html
20190306-W: Page Views = 0 – Date Chartered 3/6/19
 
20190529
SleepAbility Study 2019-II Considering Role of Exogenous Factors including Behavioral Health Doctor’s By Keith E Torkelson, MS (20190529)
https://ktork46.blogspot.com/2019/05/sleepability-study-2019-ii-considering.html
20190529-W: Page Views = 0 Date Chartered - 5/29/19


 

Brainstormed 20190822-TH:
Repeating Themes – General Satisfaction – 14 Items
Last Reviewed: 20261102-M:






Generated: 20190826-M: Types of Bullies - Housemate & Roommate Matching




Establishing a Need for Sleep - Sleep – Those with Unmet Needs

>Year Uncertain: Based up data from the Sleep Association and Datacenter we calculate that 23.6% of adults in the United States suffer from some form of sleep problem.  So far we have found no literature addressing Sleep Bullies.  The Sleep Association indicates that: “The public health consequences from sleep disorders…are staggering”. Sleep issues affect both the disabled and the abled alike.



What is sleep bullying?

Basically, sleep bullying is when another intentionally and not intentionally interrupts your normal sleep cycle and quality and quantity of sleep.

 

Adults

>Based up data from the Sleep Association and Datacenter we calculate that 23.6% of adults in the United States suffer from some form of sleep problem.  So far we have found no literature addressing Sleep Bullies.  The Sleep Association indicates that: “The public health consequences from sleep disorders…are staggering”. Sleep issues affect both the disabled and the abled alike.

 

Sleep Bullies – Inspiration (November 2026) – Impactful Area of Study

It sounds like you are identifying a significant gap in the literature regarding "Sleep Bullies"—a term that doesn't currently appear in mainstream sleep medicine or public health data, despite the Sleep Foundation and CDC tracking extensive data on sleep disorders.  Given the massive scope of the issue—affecting nearly a quarter of the U.S. adult population—exploring how interpersonal dynamics, sleep disruptions caused by others (like bed partners, family members, or environmental factors), or workplace pressures affect sleep health could be a highly impactful area of study.

 

FYI – II - To help you expand this concept or structure your research, let me know: How do you define a "Sleep Bully" in your framework (e.g., a partner who hogs the bed/snores, toxic workplace expectations, or environmental disruptions)? Are you looking to write a formal research proposal, an article, or a literature review? Do you need help finding parallel studies on how interpersonal conflict or external control affects sleep quality?

Key Events @ Shanks Truck Stop (Rent a Shared Room)

All impacted Buster’s Sleep, Peace and Harmony

Rochester Relocated
Clayton Falls out
Mikel Roby Moves in
John T. Moves in
Rochester Dies
Move in with Ted F.
John T. Dies
Ted F. Dies

 

2019 Work Done – Context Respite
In House > Metadata >




In House > Metadata >
08_LS_LA_Respite_19092601_Register
04_Case_Study_Mikel_Roby_19052901_Notes STR

 

Mikel Roby – Case Study by MSG and Torkelson Pathology – Housing Advisory Board Investigation (201908) – Produced by Keith Torkelson MS
https://housingadvisoryboard.blogspot.com/2019/08/mikel-roby-casestudy-by-msg-and.html
20261102-M: Page Views = 78
This report resulted in reuniting Mikel with his family.

 

Intellectual Partners


Integrating About Technology - Blogging

Table - Associated Papers

Last Reviewed: 20200331-TU:



Prior Publications
Teledoc Quality Review
Brand New Day HMO: 202004 Teladoc Quality Review (II) by MSG and Keith E Torkelson, MS for Brand New Day
 
Sunday, November 20, 2016
Rimal B. Bera, MD Evaluated by Keith E Torkelson MS as a Doctor On-Call – LiveX
The Torkel Saga 2059: Rimal B. Bera, MD Evaluated by Keith E Torkelson MS as a Doctor On-Call - LiveX
 
Some of many notes – Sleep Intervention Management (SIM)
Note: Major William Challenge: 20190112-SA & 20190113-SU
 
20190112-SA: Notes
>When he started I heard Mel downstairs and decided not to bother him.  I had mentioned to William how mean he was to Gloria.
 
20190113-SU: Notes
>We plan to give William another night.  Last night he thrashed until 2 am.  Also said he has one of the best beds in the house.  William has said over and over that he cannot control himself.  William wastes his time in bed not sleeping.  He just coughs.  I let William have the door open to do him a favor.  Ted at 4pm finally came for William.  William has been coughing since 10am.  Before leaving William said he would not sleep tonight.
 
20190113- SU (Hand Delivered)
>Dear Gloria,
Before he left for dinner William said he would not sleep tonight.  He said he could not control himself.  Today he spent his time in bed coughing from 10am to 4pm.  Last night William thrashed violently until 2 am.  William says over and over that he cannot control himself.  Please be ready to help me if you can.  Thank You, Keith.
 
FYI – William suffers severe Tourette’s Syndrome and hyper-elastic skin.  The elastic skin caused significant disfigurement.


Record: Started 20190117 - Room Dynamic Log - Snapshot
2019 Road to Now - Triad: Buster – Mikel – Mike O
Positioning Summary Timeline – Major Changes in Equilibria – Dynamics
Last Update: 20190926-TH:



Associated Documents > In House > Metadata >
08_LS_LA_Respite_19092601_Register
07_M6ON_Westminster_Respite_19081001_Records
 
 
Sleep Statistics - Data about Sleep and Sleep Disorders
[LINK BROKEN]
https://www.sleepassociation.org/about-sleep/sleep-statistics/

 

Search - Sleep Association

Major sleep organizations provide research, patient guidance, clinical guidelines, and advocacy for sleep health and disorders:

American Academy of Sleep Medicine (AASM):

A primary medical society for sleep specialists and accredited sleep centers that publishes clinical guidelines, the International Classification of Sleep Disorders (Sleep Education).

National Sleep Foundation (NSF):

A non-profit organization offering evidence-based sleep hygiene guidelines, public education, and sleep duration recommendations.

American Sleep Apnea Association:

A non-profit group focusing on sleep apnea awareness, patient support resources (such as A.W.A.K.E. groups), and CPAP therapy education.


Sleep Facts and Statistics

[LINK WORKS]

https://www.thensf.org/sleep-facts-and-statistics/#:~:text=Between%2010%25%20and%2030%25%20of,electronic%20device%20in%20their%20bedrooms.

 

Sleep Disorder Statistics (Then for 2010)
SDS = Sleep Deprivation Statistic




Risk – Sleep Deprivation

100,000 deaths occur each year in US hospitals due to medical errors and sleep deprivation have been shown to make a significant contribution.

 

FYI - Number of adults in the USA

https://datacenter.kidscount.org/data/tables/

https://datacenter.aecf.org/data?location=USA#USA/1/0/char/0

 

Frequency of Sleep Problems in the USA

30% of our adult U.S. population suffers from Insomnia and 10% from chronic Insomnia, making it the most common sleep disorder. Feb 13, 2019

 

54 Shocking Sleep Statistics, Data and Trends Revealed for 2019

FYI - https://www.sleepadvisor.org/sleep-statistics/

One sleepless night, nothing to worry about, they said.  This is what many Americans and people around the world say right before they are in a car crash or make a fatal mistake at work.

 

20250804-M-Accessed on the WWW

Approximately one-third of US adults report short sleep duration, with many experiencing less than 7 hours of sleep per night. This is particularly prevalent among younger adults (20-39 years old) and middle-aged adults (40-59 years old). Many adults also report struggling to stay asleep, with a significant percentage experiencing this difficulty on a frequent basis.

 

Work Done > Inspiring > Metadata & Data >
Keith Torkelson’s SleepAbility Study 2019 Number I – A Right to Sleep (MSG, 201903) & Crisis Intervention – Health & Human Services Advisory
https://ktork46.blogspot.com/2019/03/keith-torkelsons-sleepability-study.html
20190306-W: Page Views = 0 – Date Chartered 3/6/19
20250804-M: Page Views = 57
20261102-M: Page Views = 100

 

 SleepAbility a Currency for Health – Inspiration - Profound

Viewing sleep ability as a currency for health is a profound way to understand modern wellness. In medical and psychological research, experts often use the concept of "sleep capital" to illustrate that sleep is not passive downtime—it is an active, compounding investment. Every night of high-quality rest builds equity, while every night of deprivation runs a deficit that your body must eventually pay back with interest.

Earning Power:

The High-Yield Dividends of Sleep

When you sleep efficiently, you are funding key biological systems:

The Brain's Waste Management:

During deep sleep, the brain activates the glymphatic system, a flushing mechanism that clears out metabolic waste and toxic proteins like beta-amyloid, which are linked to neurodegenerative disorders.

Metabolic & Cardiovascular Stability:

Consistent sleep maintains your body's balance. It helps regulate blood pressure, enhances insulin sensitivity, and controls hunger hormones like ghrelin and leptin to protect against chronic conditions like Type 2 diabetes and obesity.

Immune System Reserves:

Sleep actively boosts cellular immunity. Lacking this "currency" renders you significantly more vulnerable to everyday infections and systemic inflammation.

The Cost of Bankruptcy:

Running a Sleep Debt

Just like financial debt, missing sleep accumulates a heavy "interest rate":

Cognitive Decline: Shortchanging your sleep by just 1 to 2 hours a night over a few days degrades focus, memory consolidation, and emotional control as severely as staying awake for a full 24 to 48 hours.

Declining "Sleep Efficiency":

As people age, or experience major life transitions like menopause, their native ability to generate deep, restorative sleep naturally declines. Protecting your sleep environment becomes even more critical as the resource grows scarcer.

How to Protect and Build Your Sleep Capital

To optimize this health currency, focus on protective daily behaviors:

Maintain a Strict Schedule:

Go to bed and wake up at the exact same time every day—including weekends—to stabilize your biological clock.

Lower your Thermal and Light Overhead:

Sleep in a cool (around 65°F/18°C), pitch-black room. Eliminate blue light from screens an hour before bed, as it tricks the brain into halting melatonin production.

Buffer Stimulants and Alcohol:

Avoid caffeine after 2 or 3 p.m. due to its long half-life. Restrict alcohol near bedtime; while it can induce drowsiness, it severely fragments your sleep architecture and robs you of deep REM stages.


Assessment Elimination – SleepAbility III – Brainstorm of Themes



(*) Applies when you wish to show others graphically sleep impairment about RASR

Associated With > Metadata >

For use with: 02_HAB_Market_18113006_Facebook V2019
Housing Advisory Board Orange County Division - Facebook Element I (Beta) – Framework and Foundations - Keith Torkelson Chartered: 1/20/19 [PART I of II]
https://housingadvisoryboard.blogspot.com/2019/01/housing-advisory-board-orange-county_20.html




Aside - Rate a Bed Comprehensively

To rate a bed comprehensively, professional testing labs, certified sleep coaches, and major evaluation platforms like Sleepopolis, NapLab, and Consumer Reports utilize a standardized multi-point data-driven evaluation matrix. Evaluating a bed goes far beyond how it feels during a quick trial; it requires cross-referencing material specifications with objective performance data mapped to human biomechanics.

A truly comprehensive rating breaks down across five main pillars:

1. Structural Integrity & Core Specs

Material Density: For all-foam or foam layers, density dictates the mattress's lifespan. Polyfoam or memory foam under 3 lbs/cu ft is low-end; 3 to 5 lbs/cu ft represents mid-to-high quality; over 5 lbs/cu ft signals heavy-duty durability.

Coil Count & Gauge: In hybrid or innerspring beds, a higher coil count (typically 800+ for a Queen) paired with lower gauge wire (thicker steel) indicates strong structural support and resistance to sagging.

Sag Threshold: Industry testing looks at how quickly a mattress develops micro-sags. This is highly critical because most manufacturer warranties only cover structural sagging once it hits a depth of 1.5 inches, leaving comfort-destroying minor dips unprotected.

2. Biomechanical Performance

Firmness Rating (1-10 Scale): True comfort is subjective but rated objectively. A score of 1 represents a cloud-like sinking feeling, 10 is as rigid as wood, and 6 is the industry benchmark for "Medium-Firm" where the vast majority of sleepers find optimal alignment.

Pressure Relief: Specialized pressure-mapping sensors record friction points under the shoulders, hips, and lower back. Exceptional beds minimize high-pressure "hotspots" that force sleepers to toss and turn.

Spinal Alignment & Support: This tracks how well the bed keeps the spine in a neutral horizontal line. Top-rated beds like the Helix Midnight Luxe or Saatva Classic use "zoned support systems"—firmer coils or foams under the torso and softer materials under the shoulders.

3. Environmental & Thermal Testing

Temperature Regulation: Using thermal sensors in a temperature-controlled mattress lab, reviewers measure heat retention. High-scoring cooling beds utilize breathable open-cell foams, Phase Change Materials (PCM), or copper/gel infusions to dissipate heat away from the body.

Motion Isolation: Crucial for couples, this measures how much movement transfers from one side of the bed to the other. Memory foam beds usually win this category, while bouncy innersprings struggle unless they utilize individually pocketed coils.

Edge Support: Evaluates whether the perimeter collapses when you sit or sleep near the edge. Strong edge support expands the usable sleep surface of the bed and prevents the feeling of "rolling off."

4. Sleep Position & Body Weight Matching

A mattress cannot get a flat 5/5 score for everyone; it must be rated according to sleeper profiles.


 

5. Consumer & Protection Policies

The final layer of a comprehensive score calculates consumer risk:

Sleep Trial Period:

Comprehensive ratings heavily favor brands offering a 100 to 365-night trial period, allowing the body's spine a full 30-day breaking-in period to adjust.

Warranty Structure:

A lifetime warranty significantly raises a bed's score, provided the terms aren't pro-rated or heavily penalized by small stains or unapproved bed frame usage.

 

SFA = Sleep Factor Analysis – Part of Roommate Matching

Sleep Factor Analysis – Associated with Roommate Matching (8 Factor Screener)

Sleep Factor Analysis (SFA) in the context of roommate matching and "Sleep Ability" refers to a framework formalized by researchers to evaluate sleep compatibility and reduce environment-driven conflicts in shared living spaces. This method is central to the Roommate Sleep Preference Questionnaire (ROOMPREF) framework developed by Matthew W. Driller and Haresh Suppiah. It utilizes an 8-question screener designed to capture critical biological and environmental sleep factors rather than subjective personality types.

Key Mechanics of the 8-Factor Screener

The framework categorizes individual sleep profiles using specific environmental tolerances and chronotypes to optimize a matching algorithm (such as adaptive K-Means clustering). The primary variables analyzed include:

Sex / Gender Assignment: The baseline stratification filter.

Chronotype Classification: Stratifying individuals into Morning, Neutral, or Evening types to avoid pairing opposite biological clocks (e.g., early birds with night owls).

Noise Sensitivity: Documenting thresholds ranging from a need for background noise to a requirement for absolute silence.

Lighting Preferences: Evaluating baseline tolerances for dark vs. lit environments.

Temperature Tolerances: Identifying optimal climate preferences for sleeping.

Snoring Behavior: Self-reporting snoring habits to trigger conflict-exclusion logic.

Conflict Prevention Metrics: Flagging severe mismatches (e.g., pairing a known snorer with someone requiring absolute silence).

Adaptive Room Swapping Constraints: A post-clustering mechanism that systematically moves "tolerant" roommates into spaces with residual conflicts.

Primary Applications

Athletic Teams:

Implemented for elite athletes at major competitions (like the Olympic/Paralympic Games) to preserve sleep recovery and optimize physical performance.

University Housing & Boarding Schools:

Employed by residential life coordinators to scale questionnaire-based matching and minimize mid-semester room change requests.

Military Barracks:

Used to align personnel on shift rotations and shared quarters to ensure high operational readiness.


Note: Google plus Information (Option not viable as of 2019)

20190225-M: Reviewed Be Well Blueprint Items. Handed off meeting agenda to Doctor Nagel PhD (OCHCA). Noted: Be Well Orange County Movement (BWOCM)

Promotion - https://bewelloc.org/

20190329-F: Met with JAN about a Housing Advisory Board (HAB). He seemed to like the idea.  Then something happened and he moved out of our field of view.


Source UC Irvine Child Development School (9/4/2014)
Link Broken
http://cdc.uci.edu/
 
Table – Methods of Sociology – Methodology - Reference
Last Reviewed: 20261102-M:




Content – Sociology
Source UC Irvine Child Development School (9/4/2014)
Link Broken
http://cdc.uci.edu/

 

Define Methodology in Sociology

Methodology in sociology refers to the scientific way that a researcher chooses to test a social theory or concept. Sociological methods include the same methods used in other social science disciplines, such as experimentation, observation, surveys, quasi-experiments, content analysis and focus groups.

Quasi-experiment

A quasi-experiment is an empirical interventional study used to estimate the causal impact of an intervention on target population without random assignment. ... Quasi-experiments are subject to concerns regarding internal validity, because the treatment and control groups may not be comparable at baseline.

Focus Group

A demographically diverse group of people assembled to participate in a guided discussion about a particular product before it is launched, or to provide ongoing feedback on a political campaign, television series, etc.

Content Analysis

Content analysis is a research method used by sociologists to analyze social life by interpreting words and images from documents, film, art, music, and other cultural products and media. Content analysis is indeed a sociological research method that examines various forms of communication to understand social life. It involves systematically analyzing the content of media like documents, film, art, and music, to identify patterns, themes, and meanings embedded within them. This analysis helps researchers understand social trends, cultural values, and the ways people communicate and interact within society.

 

Content Area Literacy and Disciplinary Literacy

Content area literacy is the ability to use reading, writing, speaking, and listening skills to learn and acquire new knowledge within core subjects like math, science, social studies, and English language arts. Rather than teaching reading in isolation, content area literacy embeds general, transferable comprehension strategies directly into subject-matter instruction

Core Principles and Goals

Building Schema: Activating a student’s prior knowledge before reading helps them bridge the gap to unfamiliar terms and complex ideas.

Transferable Skills: Teaching broad strategies—such as summarizing, inferring, predicting, and analyzing text structures—that apply across multiple academic subjects.

Independent Comprehension: Equipping students with "fix-up" strategies (like rereading or clarifying) so they can make sense of difficult print and digital texts on their own.

 Common Instructional Strategies

KWL Charts: Documenting Know, Want to know, and Learned facts before and after a lesson.

Vocabulary Pre-viewing: Introducing key academic terms and using them in context prior to reading assignments.

Graphic Organizers: Using word maps, concept sorts, and semantic feature analysis to map out relationships between ideas.

Reciprocal Teaching: Encouraging peer-led dialogue involving predicting, questioning, clarifying, and summarizing.

Text Sets: Combining multi-level and multi-genre materials (articles, charts, videos) around a single topic to build background knowledge.

Content Area Literacy vs. Disciplinary Literacy

While the terms are closely related, they serve different functions in the classroom according to the International Literacy Association:

Content Area Literacy:

Focuses on generalized reading and writing strategies that help students read to learn across any subject (e.g., how to read a general chart or summarize a chapter).

Disciplinary Literacy:

Focuses on the specialized, expert-level ways people read, write, and think inside a specific domain. For example, a historian evaluates primary source bias and validity via Document-Based Questions, while a scientist uses Claim, Evidence, Reasoning (CER) frameworks.


In House > Metadata >
For use with: 02_HAB_Market_18113006_Facebook V2019




Tangent - Structured Temporal Reconciliation Applied

Structured temporal reconciliation is a post-processing statistical method used to align and make independent time-series forecasts coherent across different time granularities (such as monthly, quarterly, and annual) and structural/hierarchical dimensions (such as total, regional, or product levels).

Key Concepts

Coherence: The mathematical property where forecasts at lower, disaggregated time frequencies (e.g., monthly) sum up exactly to match forecasts at higher, aggregated levels (e.g., annual).

Incoherent Base Forecasts: When separate machine learning models or statistical methods (like ETS or ARIMA) are trained independently on different temporal horizons, their predictions usually fail to add up correctly.

Cross-Temporal Hierarchy: Combining both time dimensions (temporal hierarchies) and cross-sectional dimensions (e.g., geography or product lines) into a unified reconciliation framework.

Core Approaches

Bottom-Up: Forecasts are generated at the most granular (lowest) time level and then summed up to higher temporal levels.

Top-Down: Forecasts are generated at the highest temporal level and disaggregated down using historical proportions or forecast weights.

Optimal Combination (MinT / Minimum Trace): Uses a regression-like projection matrix to adjust all base forecasts simultaneously. It minimizes total forecast error variance across all levels while enforcing exact aggregation constraints.

Shape-Aware / Specialized Reconcilers: Advanced variants (such as Shape-Preserving Minimum Trace or graph neural network embeddings) encode domain patterns like day-of-week profiles or multi-step error covariance matrices to improve accuracy.


Housing Advisory Board & Sleep
First Shared in: 02_HAB_Market_18113006_Facebook V2019

 

Define SleepAbility Brief

>SleepAbility is an MSG Product.  We began to formally define it on January 7, 2019 as relating to our Housing Advisory Board (HAB) idea.  We list below items that for us and others promote Sleep (SleepAbility Assessment Beta – 25 Item, MSG).  Sleep Management is big business.

 

MSG – HAB Product Line
In House > Metadata >
MHSA_INN_HAB_18091401_Products V2019 | Last Reviewed: 20190606-TH:



20190225-M: SCM
Stealing from the “Be Well Blueprint” (29 Pages)
https://bewelloc.org/wp-content/uploads/2023/07/BeWellBluePrint.pdf
 
Sleep Resources Scale 13 Items
Reaching Vision - Define and Develop – Sleep Resources
Define indicators to track and measure progress
Resources
BND = Brand New Day | CCCHC = Central City Community Health Center | RBB = Rimal B, Bera, MD




20190225-M: SCM
Stealing from Be Well Blueprint
 
Establish and Utilize – Sleep Resources



FYI - 20190820-TU: CBC Day – Reward Program
Brand New Day initiated a Rewards Program

We talked to our Primary Care Physician about it.  He was not happy about it.  We needed him to do a routine Health Record Transfer to BND in order to get our reward of $50 or more.  So we waited and then called BND Phone Customer Service. They said the doctor had not provided the necessary documentation.  Eventually, we pushed things through and received our reward.

 

The End

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