dummy_consultation_table = """| General topic | Subtopic | Sentiment | Group | Number of responses | Revised summary | |:---------------------|:-----------------------|:------------|:--------|----------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Development proposal | Affordable housing | Positive | All | 6 | The proposed development is overwhelmingly viewed favorably by the local community, primarily due to
its potential to address significant needs. residents express strong support for the provision of
amenities, particularly much-needed housing for young people and families. crucially, the
development is also considered vital for increasing green space, with some suggesting this could
even contribute to further housing opportunities.
furthermore, a key theme emerging from the
responses is the des... | | Development proposal | Environmental damage | Negative | All | 5 | A primary concern expressed across the dataset relates to the potential negative consequences of a
proposed development on the local environment and wildlife. multiple respondents highlighted worries
about environmental damage, suggesting a significant apprehension regarding the project’s impact.
specifically, there’s a shared concern about the detrimental effects on local wildlife, indicating a
potential disruption to the natural ecosystem.
furthermore, the proposed development is perceived
to ... | | Community impact | Loss of local business | Negative | All | 4 | A significant concern expressed within the dataset relates to the potential negative consequences of
a development project on local businesses and the wider community. multiple respondents voiced
worries about increased traffic congestion, directly impacting the viability of local businesses and
leading to apprehension about their future. specifically, there is a palpable sadness surrounding
the possibility of a beloved local cafe closing, emphasizing the detrimental effect on community
connect... | | Development proposal | Architectural style | Negative | All | 4 | The primary concern regarding the proposed development is its incompatibility with the established
character of the area. residents express a strong feeling that the design is fundamentally at odds
with the existing aesthetic and atmosphere, suggesting a lack of sensitivity to the local context.
this sentiment highlights a significant apprehension about disrupting the area’s unique
identity.
furthermore, significant anxieties center on the potential negative impact of the
development on the surr... | | Economic impact | Investment and jobs | Positive | All | 4 | The proposed development is widely anticipated to generate significant positive economic impacts
within the local community. residents believe it will lead to substantial investment and the
creation of numerous job opportunities, directly boosting the local economy and revitalizing the
town centre. there’s a strong consensus that this development represents a key step towards economic
growth and prosperity for the area.
specifically, the anticipated benefits include the creation
of jobs for loca... | | Development proposal | Height of building | Negative | All | 3 | Residents expressed significant concerns regarding the proposed development’s height, specifically
highlighting the five-storey structure as a major issue. this height was perceived as excessively
tall and likely to cause overshadowing of existing buildings in the area, directly impacting the
views enjoyed by current residents. the potential for diminished sunlight and altered visual
landscapes was a central point of contention.
furthermore, the impact on the existing character
of the neighborho... | | Development proposal | Infrastructure impact | Negative | All | 3 | Analysis of the provided text reveals significant concerns regarding the potential consequences of a
proposed project on existing infrastructure. specifically, there is a notable worry about the
detrimental effects on local infrastructure, with the possibility of widespread disruption as a key
consequence. this suggests a need for careful assessment and mitigation strategies to avoid
negatively impacting essential services and community operations.
furthermore, the repeated
emphasis on infrastru... | | Development proposal | Noise pollution | Negative | All | 3 | The primary concern highlighted within the dataset relates to anticipated noise pollution stemming
from the proposed development. multiple responses explicitly express this worry, emphasizing it as a
“significant concern” and a key area of apprehension. there’s a clear understanding that the
development will likely exacerbate existing noise levels within the surrounding area, suggesting a
potential negative impact on residents and the local environment.
several respondents reiterate
this concer... | | Housing needs | Supply of housing | Positive | All | 3 | The proposed development is viewed as a crucial solution to address the town’s significant housing
shortage, reflecting a clear desire for increased housing supply within the community. residents
express a strong need for more homes, and this development is seen as a key step towards meeting
that demand.
furthermore, the project is anticipated to alleviate existing parking issues, which
is considered a valuable contribution to the overall housing supply. the provision of additional
parking spac... | | Development proposal | Height of building | Neutral | All | 2 | The analysis of the provided text reveals a nuanced perspective regarding a development project,
with no explicit sentiment expressed concerning the building's height itself. however, significant
concerns are raised about the potential impact of the development on local schools. these concerns
appear to be linked, at least in part, to the building's height, suggesting a worry that the
increased scale could strain existing resources and infrastructure within the school system.

further investigat... | | Community impact | Community facilities | Negative | All | 1 | Concerns exist regarding the negative impact on local amenities. | | Community impact | Community facilities | Positive | All | 1 | The development will provide much-needed community facilities, enhancing the local area. | | Development proposal | Architectural style | Neutral | All | 1 | The development is expected to provide facilities for young people, but no specific architectural
concerns. | | Development proposal | Noise pollution | Neutral | All | 1 | Potential for increased noise pollution due to the development is a concern. | | Economic impact | Economic decline | Negative | All | 1 | Worries about a negative impact on the local economy are expressed, suggesting potential harm. |""" dummy_consultation_table_zero_shot = """| General topic | Subtopic | Sentiment | Group | Number of responses | Revised summary | |:---------------------------|:------------------------------------|:------------|:--------|----------------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Planning & development | Impact on the character of the area | Negative | All | 10 | Residents overwhelmingly express strong objections to the proposed development, primarily focusing
on its incompatibility with the established character of the area. A central concern is the
development's height and design, which they believe clashes significantly with the existing
aesthetic and creates a sense of being overshadowed by taller structures, leading to a feeling of
crampedness. Many respondents specifically highlighted the potential for the development to
negatively impact Main Stre... | | Environmental impact | Impact on the local environment | Negative | All | 8 | Several concerns have been raised regarding the potential negative impacts of a development on the
local environment. Multiple respondents expressed worry about the development’s possible detrimental
effects on the surrounding environment and quality of life, highlighting a significant area of
concern. These anxieties include potential damage to the environment and a general feeling of unease
about the development’s consequences.

Despite a single positive note regarding the provision
of green s... | | Infrastructure & transport | Traffic congestion | Negative | All | 7 | Concerns regarding increased traffic congestion are prevalent in the dataset, largely stemming from
the anticipated impact of the proposed development. Specifically, Main Street is predicted to
experience heightened congestion due to the increased volume of traffic it will attract. Multiple
responses repeatedly highlight this anticipation as a key issue associated with the
project.

Despite the consistent apprehension about traffic congestion, no direct responses
offer specific solutions or miti... | | Planning & development | Need for family housing | Positive | All | 7 | The proposed development is overwhelmingly viewed as a crucial solution to the need for family
housing within the community. Multiple sources highlight its significance in providing much-needed
homes, particularly for families, and specifically addressing the demand for affordable family
housing options. Several respondents emphasized the beneficial impact on local residents, with the
development also anticipated to create jobs and offer facilities geared towards young people
alongside housing. ... | | Quality of life | Impact on quality of life | Negative | All | 7 | Analysis of the provided text reveals significant concerns regarding a proposed development's
potential negative impact on the quality of life within the area. Residents are particularly worried
that the development will overshadow existing buildings, creating a sense of crampedness and
diminishing their living experience. Furthermore, anxieties extend beyond immediate residential
impacts, encompassing broader concerns about the development’s effects on local businesses, schools,
and crucial inf... | | Economic impact | Investment and job creation | Positive | All | 6 | The proposed development is overwhelmingly viewed positively, with significant anticipation for its
economic impact on the area. Residents and observers alike believe it will stimulate considerable
investment and generate numerous job opportunities, particularly for local residents. Furthermore,
the project is expected to revitalize the town center and provide crucial affordable housing,
potentially benefiting young people seeking to establish themselves in the
community.

Specifically, the deve... | | Infrastructure & transport | Parking | Negative | All | 6 | Analysis of the '{column_name}' column reveals significant concerns regarding the potential impact
of a new development on Main Street. The primary issue identified is increased traffic congestion,
directly linked to the development’s activity. Furthermore, there is widespread apprehension that
the project will worsen existing parking problems, with multiple respondents explicitly stating a
lack of adequate parking provisions as a key worry.

Specifically, numerous individuals
expressed concern... | | Community & local life | Amenities for the local community | Positive | All | 5 | The proposed development is anticipated to significantly benefit the local community, offering a
range of amenities and a positive contribution to the area. Specifically, the project will deliver
crucial green space alongside facilities designed to cater to the needs of young people and the
broader community.

Furthermore, the development is expected to address critical social needs
by providing much-needed community facilities and social housing, indicating a commitment to
supporting local resi... | | Environmental impact | Impact on local wildlife | Neutral | All | 4 | No specific responses were provided, and the dataset contained no information relevant to the
specified consultation context. Consequently, a summary cannot be generated based on the provided
data.

Due to the absence of any textual data within the dataset, there is no content to
consolidate and summarize. | | Improvement of main street | Improvement of main street | Positive | All | 4 | This development is being hailed as a positive step for the revitalization of Main Street, primarily
due to its anticipated improvement in the street’s appearance. Stakeholders view this initiative as
a crucial element in breathing new life into the area, suggesting a significant upgrade to the
existing landscape.

Specifically, the project aims to enhance the visual appeal of Main
Street, representing a tangible advancement in its overall attractiveness and desirability. The
development is wide... | | Planning & development | Impact on views | Negative | All | 4 | A primary concern expressed regarding the proposed development is its potential negative impact on
existing views. Multiple respondents voiced worries about how the development might obstruct or
diminish the current vistas, alongside specific concerns about its effect on views from neighboring
properties. This suggests a significant sensitivity to the visual landscape and its value within the
community.

Furthermore, the potential aesthetic consequences of the development are
highlighted, with s... | | Community & local life | Amenities for the local community | Negative | All | 2 | Residents are voicing significant concerns regarding a proposed development, primarily focusing on
its anticipated detrimental effects on local amenities. A key point of contention is the planned
removal of the existing cafe, which is being viewed as a substantial loss to the community’s social
fabric and a vital local resource.

The overall sentiment suggests a strong apprehension that
the development will diminish the quality of life for those living nearby, highlighting a desire to
preserve c... | | Impact on local businesses | Impact on local businesses | Negative | All | 2 | A primary concern expressed relates to the potential detrimental effects of the development on local
businesses. There’s a clear worry that the project will negatively impact these businesses,
suggesting a potential loss of revenue, customer base, or even business closure. The repeated
emphasis on a “negative impact” highlights a significant apprehension regarding the economic
repercussions for the existing business community.

The sentiment underscores a desire to
mitigate potential harm and li... | | Impact on local heritage | Impact on local heritage | Negative | All | 2 | There are growing concerns regarding the potential negative impact of the development on the local
heritage. While specific details and references haven’t been explicitly stated, the underlying
sentiment suggests a worry about the development’s effects on historically significant elements
within the area. This implies a recognition that the proposed project could, perhaps inadvertently,
threaten or diminish the cultural value and character of the local environment.

The presence
of these concern... | | Environmental impact | Impact on local wildlife | Negative | All | 1 | Concerns regarding the negative impact of the development on local wildlife. | | Impact on local heritage | Impact on local heritage | Neutral | All | 1 | No specific responses mention this topic. | | Impact on local schools | Impact on local schools | Negative | All | 1 | Concerns about the negative impact on the local schools. | | Impact on local schools | Impact on local schools | Neutral | All | 1 | No specific responses mention this topic. | | Infrastructure & transport | Parking | Positive | All | 1 | The development is expected to provide much-needed parking spaces. |""" case_notes_table = """| General topic | Subtopic | Sentiment | Group | Number of responses | Revised summary | |:------------------|:----------------------------|:------------|:--------|----------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Family dynamics | Parental conflict | Negative | All | 6 | Several parents expressed significant concerns regarding the well-being of their children, primarily
focusing on escalating aggression and withdrawal. alex’s mother specifically highlighted a pattern
of arguments at home and attributed the aggressive behavior to external provocation, suggesting a
destabilizing family environment. furthermore, parents voiced a lack of confidence in existing
interventions for their children, particularly jamie, indicating a perceived need for supplemental
support ... | | Mental health | Feelings of isolation | Negative | All | 6 | Several individuals expressed significant emotional distress, primarily centered around feelings of
isolation and hopelessness. jamie’s withdrawal and reported emptiness suggest a deep-seated sense of
disconnection, while alex powerfully articulated his feeling of being misunderstood with the
statement “no one gets me.” these experiences appear to be impacting daily functioning, as evidenced
by jamie’s struggles and disruption of his sleep patterns.
the observations from parents further
indicat... | | Overall mood | Agitation | Negative | All | 6 | Several individuals expressed concerns regarding heightened emotional distress within the subject
group, primarily focusing on alex. alex repeatedly demonstrated significant frustration and
aggression, necessitating anger management support, and appeared increasingly agitated in recent
meetings, suggesting a worsening emotional state. parents specifically highlighted jamie’s ongoing
struggles and agitation, emphasizing the need for a comprehensive assessment and subsequent
intervention.
while so... | | Family dynamics | Peer influence | Negative | All | 5 | Concerns centered around alex’s social circle and behavior highlighted potential negative peer
influence, specifically due to his new friends and frequent late-night activities. further
investigation revealed troubling admissions from alex himself, including alcohol use and
participation in a physical altercation with a fellow student, indicating a concerning pattern of
risk-taking behavior.
simultaneously, jamie’s situation presented a separate area of concern,
characterized by isolation and l... | | Substance use | Potential substance abuse | Negative | All | 5 | Alex has disclosed alcohol use, raising significant concerns about potential ongoing substance
abuse. the situation is further complicated by reports from alex’s mother, who has observed
potential signs of substance abuse and expressed her worries regarding this matter. these
observations highlight a need for further assessment and support to address the individual’s
substance use patterns and ensure their well-being.
the situation requires careful monitoring and
intervention. the mother’s repor... | | Mental health | Depression | Positive | All | 3 | Jamie is diagnosed with major depressive disorder and initiated on antidepressant medication, with
initial positive feedback on mood and energy. | | Mental health | Self-harm | Negative | All | 3 | The assessment revealed a complex picture regarding the individual’s mental state. while initial
observations did not indicate any active self-harm, a thorough evaluation is strongly recommended to
identify potential underlying issues contributing to the risk. this proactive approach is crucial
for a complete understanding of the individual’s needs.
more concerningly, alex presented with
visible self-harm indicators on his arms and explicitly communicated thoughts of self-harm,
signifying a sign... | | School engagement | Absenteeism | Negative | All | 3 | Recent reports highlight a concerning trend of declining student engagement within the school
environment. specifically, there has been an increase in absences alongside a decrease in academic
performance, suggesting a fundamental lack of connection with schoolwork and learning. several
students, including jamie, are exhibiting problematic behaviors that further underscore this issue,
such as consistent tardiness and reduced participation in classroom activities.
furthermore,
observations indica... | | Mental health | Depression | Negative | All | 2 | Jamie exhibits symptoms of moderate depression, requiring further evaluation and intervention. | | Mental health | Self-harm | Neutral | All | 2 | The psychiatrist’s assessment centered on the potential advantages and drawbacks of antidepressant
medication, with a notable emphasis on evaluating the possibility of self-harm risk. this indicates
a proactive approach to patient safety and a recognition of the complex interplay between medication
and mental health. the discussion highlights a careful consideration of the potential for increased
suicidal ideation, suggesting a thorough risk assessment was undertaken.
furthermore, the
analysis o... | | School engagement | Academic performance | Negative | All | 2 | Analysis of the provided text reveals concerns regarding student engagement and academic
performance. specifically, jamie’s reduced involvement in class is flagged as a potential indicator
of negative consequences, with declining grades reported as a direct result. this suggests a
concerning downward trend in alex’s academic progress, highlighting a need for further investigation
into the underlying causes of this shift.
the combined observations point to a possible
correlation between decreased... | | Substance use | Substance use (unspecified) | Negative | All | 2 | Concerns regarding ongoing substance use prompted discussion about the possibility of a short-term
residential treatment program. alex’s involvement highlighted a potential issue, as they reported
occasional substance use, though the specific substances involved were not detailed during the
consultation. this lack of specificity regarding the substances used raises a need for further
investigation into the nature and frequency of alex’s substance use.
the consultation focused on
assessing the ri... | | Family dynamics | Stepfather relationship | Negative | All | 1 | Alex displayed sudden outbursts of anger when discussing his new stepfather, indicating significant
distress related to this family change. | | School engagement | Academic performance | Positive | All | 1 | Jamie's academic performance has slightly improved, indicating a potential positive change. |""" case_notes_table_grouped = """| General topic | Subtopic | Sentiment | Group | Number of responses | Revised summary | |:--------------------|:---------------------------|:------------|:---------|----------------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Trends over time | Trends over time | Negative | Alex D. | 7 | Alex’s case note reveals a troubling deterioration in his well-being marked by a gradual escalation
of issues. Initially, the record details an incident involving a physical altercation, which quickly
spiraled into increasingly concerning behaviours at home, specifically escalating aggression. Over
subsequent meetings, observations consistently pointed towards heightened agitation and expressions
of hopelessness, indicating a worsening emotional state and a significant decline in his overall
con... | | Physical health | Substance misuse | Negative | Alex D. | 6 | Alex’s substance use remains a significant concern, necessitating continued vigilance and support
despite recent positive developments in group therapy. While Alex has acknowledged instances of
substance use, the details surrounding these occurrences have not been shared, raising questions
about the extent and nature of the problem. Concerns were specifically noted regarding potential
substance abuse, highlighting a need for further investigation and assessment.

Ongoing
monitoring is crucial to... | | Behaviour at school | Behaviour at school | Negative | Alex D. | 3 | A recent case note details a troubling incident involving a physical altercation at school,
alongside concerning admissions from Alex regarding alcohol use. This event has sparked worries
about potential behavioural issues within the school setting, suggesting a need for further
investigation and support. Alex’s demeanor was notably problematic, characterized by sullen behavior
and a deliberate avoidance of eye contact, indicating a possible struggle with emotional
regulation.

Furthermore, Alex... | | Mental health | Anger | Negative | Alex D. | 3 | Alex exhibits a pronounced anger issue, characterized by frustration and a tendency to blame others
for triggering his aggressive behavior. He demonstrated this significantly when discussing his
personal life, particularly relating to his new stepfather, suggesting a volatile emotional response
to this change. The observed outbursts highlight a need for immediate intervention to manage his
escalating anger.

Further investigation reveals that Alex’s anger is closely linked to his
home environmen... | | Mental health | Self-harm | Negative | Alex D. | 3 | The analysis reveals significant concerns regarding Alex’s mental health, centering around potential
self-harm behaviors. Indications suggest a possible diagnosis of Oppositional Defiant Disorder
alongside a co-occurring substance use disorder, warranting a comprehensive treatment plan. Alex
demonstrated visible signs of self-harm and openly confessed to experiencing thoughts of self-harm,
highlighting a critical need for immediate intervention.

Following this disclosure, an
immediate referral ... | | Mental health | Social issues | Negative | Alex D. | 3 | Alex exhibits a pattern of blaming others for his problematic behavior, indicating underlying
challenges in social interaction and conflict resolution. This behavior appears to be contributing
to further instability in his life. Specifically, his mother voiced concerns regarding his new
social circle and increasingly frequent late-night activities, suggesting she perceives these
relationships and outings as potentially risky.

The mother’s observations highlight a
potential area of concern for A... | | Mental health | Depression | Negative | Jamie L. | 6 | Jamie is currently experiencing concerning symptoms indicative of depression, as noted by both
Jamie’s behavior and parental observations. Specifically, he demonstrates limited social
interaction, struggles with his mood, and has difficulty engaging with his schoolwork. These
difficulties appear persistent, with parents reporting ongoing struggles despite occasional positive
moments.

Further assessment suggests a more pronounced picture, with indications of moderate
depression characterized by... | | Mental health | Social isolation | Negative | Jamie L. | 4 | Jamie is experiencing significant social isolation, which is negatively affecting both his academic
performance and his general well-being. He has expressed feelings of loneliness and difficulty
sleeping, strongly suggesting a core social issue is contributing to his distress. Current efforts
are focused on promoting increased social interaction to address these challenges.

The report
highlights the urgency of this situation, emphasizing the need for intervention to mitigate Jamie’s
isolation a... | | Mental health | Medication | Neutral | Jamie L. | 3 | Consideration is being given to medication as a potential intervention alongside therapy to manage
depressive symptoms. Initial feedback on the antidepressant is positive. | | Mental health | Withdrawal & sadness | Negative | Jamie L. | 3 | Jamie is experiencing a significant downturn in his emotional state, characterized by withdrawal,
sadness, and a pervasive sense of emptiness and hopelessness. These negative feelings appear to be
triggered by recent reports of tardiness and decreased participation, suggesting a possible link
between his behavior and external pressures or expectations. The combination of these symptoms
points to a low mood and a feeling of struggle, indicating a potentially serious situation requiring
attention.... | | Mental health | Low self-worth | Negative | Jamie L. | 2 | Parents are increasingly concerned about Jamie’s well-being due to observed difficulties and a
potential lack of self-worth. These concerns are primarily fueled by Jamie’s own statements, where
he articulated feelings of low self-esteem and a significant struggle to find
motivation.

Further investigation revealed a direct link between Jamie’s emotional state and
recent family financial hardships. The pressures of these struggles appear to have deeply impacted
his self-perception and ability to ... | | Trends over time | Increasing withdrawal | Negative | Jamie L. | 2 | A significant and worrying trend is emerging regarding withdrawal, necessitating continuous
observation and targeted intervention strategies. Specifically, Jamie is exhibiting a noticeable
decline in engagement with family activities, representing a key indicator of this broader issue.
This withdrawal suggests a potential underlying problem requiring careful assessment and proactive
support.

The observed pattern of withdrawal highlights the importance of sustained monitoring
to understand its p... | | Behaviour at school | Attendance issues | Negative | Jamie L. | 1 | Jamie’s consistent tardiness was a concern leading to a meeting. | | Behaviour at school | Reduced participation | Negative | Jamie L. | 1 | Jamie’s decreased participation in class was noted. | | Behaviour at school | Social engagement | Negative | Jamie L. | 1 | Jamie's withdrawal from family activities and hobbies was highlighted. | | Behaviour at school | Social engagement | Positive | Jamie L. | 1 | Encouraging Jamie to join school clubs and groups is a strategy to foster social connection and
improve his social engagement. | | Family & social | Family communication | Negative | Jamie L. | 1 | Parents expressed concerns about Jamie’s withdrawal and lack of communication within the family. | | Family & social | Family communication | Neutral | Jamie L. | 1 | Parents are actively involved in Jamie's care and are communicating their observations to the care
team. | | Family & social | Family financial struggles | Negative | Jamie L. | 1 | Jamie's low motivation is attributed to recent family financial difficulties. |""" case_notes_table_structured_summary = """| Main heading | Subheading | Summary | Group | |:--------------------|:--------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------| | Behaviour at school | Behaviour at school | Several cases involved disruptions at school, including increased absences, declining grades, and a
physical altercation. Alex displayed sullenness, avoidance, and agitation, sometimes reacting with
frustration. A key theme was isolation and a lack of connection with peers and school staff. | Alex D. | | Mental health | Anger | Anger was a prominent feature across multiple cases, particularly when discussing home life and
family dynamics. Outbursts of anger were observed, especially related to a new stepfather, and Alex
displayed defensiveness when questioned about his actions. | Alex D. | | Mental health | Social issues | Alex experienced feelings of isolation and difficulty connecting with others. He had a new group of
friends and engaged in late-night outings, which raised concerns about potential risky behaviours
and social influences. | Alex D. | | Physical health | General | Signs of self-harm were present on Alex’s arms, indicating a heightened level of distress and
potentially a need for immediate support. He displayed visible agitation and defensive behaviour
during questioning. | Alex D. | | Physical health | Substance misuse | Substance use was a recurring concern, with Alex admitting to occasional substance use and his
mother reporting potential signs of abuse. Alcohol use was noted in several instances, leading to
recommendations for assessment and potential intervention. | Alex D. | | Trends over time | Trends over time | There was a gradual escalation of concerning behaviours over time. Early interventions focused on
initial meetings and observation, progressing to more intensive interventions like referrals to
mental health professionals, residential treatment programs, and family counseling. | Alex D. | | Behaviour at school | Behaviour at school | Jamie exhibited concerning behaviours at school, including consistent tardiness and decreased
participation in class. This was accompanied by withdrawn behaviour and signs of sadness, suggesting
a need for immediate intervention to address potential underlying issues impacting his academic
performance. | Jamie L. | | Mental health | Anger | There is no direct indication of anger in Jamie's case notes. | Jamie L. | | Mental health | Mental health | Jamie displayed concerning signs of mental health difficulties, including feelings of emptiness,
hopelessness, low self-worth, and isolation. He reported difficulty sleeping and a lack of
motivation. The need for a comprehensive mental health assessment was highlighted to fully
understand the nature and severity of his condition. | Jamie L. | | Mental health | Social issues | Jamie experienced significant social difficulties, including limited social interactions, feelings
of isolation, and a lack of engagement with family activities and hobbies. He spends a lot of time
alone in his room. Recommendations focused on fostering connection through school clubs and family
therapy were made. | Jamie L. | | Physical health | General | While no direct physical health concerns were explicitly stated, Jamie's emotional state and
associated symptoms (difficulty sleeping) warrant consideration of his overall well-being and
potential physical manifestations of his mental health challenges. | Jamie L. | | Physical health | Substance misuse | There is no indication of substance misuse in the provided case notes. | Jamie L. | | Trends over time | Trends over time | Jamie’s case demonstrates fluctuating progress. Initial feedback indicated slight improvements in
mood on some days, but overall he continues to struggle. A shift occurred with the commencement of
antidepressant medication, showing initial positive feedback in terms of mood and energy levels,
requiring continued monitoring and adjustment. | Jamie L. |"""