"primary health care" AND "artificial intelligence"

WHO primary health care digital health artificial intelligence health information systems guidance

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mkdir -p "/tmp/workspace/phc_ai_presentation/src" "/tmp/workspace/phc_ai_presentation/output" && python3 - <<'PY' from docx import Document from docx.shared import Inches, Pt, RGBColor from docx.enum.section import WD_ORIENT from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT, WD_CELL_VERTICAL_ALIGNMENT from docx.oxml import OxmlElement from docx.oxml.ns import qn from docx.enum.style import WD_STYLE_TYPE from docx.enum.section import WD_SECTION_START from docx.enum.text import WD_BREAK from docx.enum.table import WD_ROW_HEIGHT_RULE from docx.enum.text import WD_LINE_SPACING from docx.enum.style import WD_STYLE_TYPE out='/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx' doc=Document() sec=doc.sections[0] sec.orientation=WD_ORIENT.LANDSCAPE sec.page_width,sec.page_height=Inches(11.69),Inches(8.27) sec.top_margin=Inches(.45); sec.bottom_margin=Inches(.45); sec.left_margin=Inches(.55); sec.right_margin=Inches(.55) # palette NAVY='163A5F'; TEAL='007C83'; SKY='EAF4F7'; LIGHT='F5F8FA'; GOLD='D88A16'; CHAR='17212B'; GREY='5B6770'; WHITE='FFFFFF'; RED='A33A3A' styles=doc.styles normal=styles['Normal']; normal.font.name='Aptos'; normal.font.size=Pt(15); normal.font.color.rgb=RGBColor.from_string(CHAR) normal.paragraph_format.space_after=Pt(7) for name, size, color in [('Title',34,NAVY),('Heading 1',26,NAVY),('Heading 2',18,TEAL)]: s=styles[name]; s.font.name='Aptos Display'; s.font.size=Pt(size); s.font.bold=True; s.font.color.rgb=RGBColor.from_string(color) s.paragraph_format.space_before=Pt(0); s.paragraph_format.space_after=Pt(10) # helpers def shade(cell, fill): tcPr=cell._tc.get_or_add_tcPr(); shd=OxmlElement('w:shd'); shd.set(qn('w:fill'),fill); tcPr.append(shd) def borders(cell, color='D7E2E8'): tcPr=cell._tc.get_or_add_tcPr(); b=OxmlElement('w:tcBorders') for side in ('top','left','bottom','right'): el=OxmlElement('w:'+side); el.set(qn('w:val'),'single'); el.set(qn('w:sz'),'6'); el.set(qn('w:color'),color); b.append(el) tcPr.append(b) def set_cell_margin(cell, top=110, start=130, bottom=110, end=130): tc=cell._tc; tcPr=tc.get_or_add_tcPr(); mar=tcPr.first_child_found_in('w:tcMar') if mar is None: mar=OxmlElement('w:tcMar'); tcPr.append(mar) for m,v in [('top',top),('start',start),('bottom',bottom),('end',end)]: node=mar.find(qn('w:'+m)) if node is None: node=OxmlElement('w:'+m); mar.append(node) node.set(qn('w:w'),str(v)); node.set(qn('w:type'),'dxa') def ptext(p,text,size=15,color=CHAR,bold=False,align=None,space=5): r=p.add_run(text); r.font.name='Aptos'; r.font.size=Pt(size); r.font.bold=bold; r.font.color.rgb=RGBColor.from_string(color) p.paragraph_format.space_after=Pt(space) if align is not None:p.alignment=align return p def add_footer(page): p=doc.add_paragraph(); p.paragraph_format.space_before=Pt(1);p.paragraph_format.space_after=Pt(0) p.alignment=WD_ALIGN_PARAGRAPH.RIGHT ptext(p,f'PHC digital transformation | {page}',9,GREY,False,WD_ALIGN_PARAGRAPH.RIGHT,0) def top_rule(): t=doc.add_table(rows=1,cols=1); t.autofit=False; t.columns[0].width=Inches(10.55) c=t.cell(0,0); shade(c,TEAL); c.height=Inches(.09) def newpage(): doc.add_page_break() def bullets(items, size=15): for item in items: p=doc.add_paragraph(style='Normal'); p.style='Normal'; p.paragraph_format.left_indent=Inches(.22); p.paragraph_format.first_line_indent=Inches(-.18); p.paragraph_format.space_after=Pt(8) ptext(p,'• '+item,size,CHAR,False,None,0) def card_table(cards, cols=2): rows=(len(cards)+cols-1)//cols; t=doc.add_table(rows=rows,cols=cols);t.alignment=WD_TABLE_ALIGNMENT.CENTER;t.autofit=False for row in t.rows: for c in row.cells: c.width=Inches(10.55/cols); c.vertical_alignment=WD_CELL_VERTICAL_ALIGNMENT.TOP; shade(c,SKY); borders(c);set_cell_margin(c) for i,(heading,body,accent) in enumerate(cards): c=t.cell(i//cols,i%cols); shade(c, accent or SKY) p=c.paragraphs[0];ptext(p,heading,17,NAVY,True,None,5) p=c.add_paragraph();ptext(p,body,13,CHAR,False,None,0) return t # 1 cover for _ in range(2): doc.add_paragraph().paragraph_format.space_after=Pt(3) p=doc.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,'HEALTH INFORMATION SYSTEMS\nAND ARTIFICIAL INTELLIGENCE',32,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,8) p=doc.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,'Organization of Medical Care at the Primary Health Care (PHC) Level',20,TEAL,False,WD_ALIGN_PARAGRAPH.CENTER,10) t=doc.add_table(rows=1,cols=3);t.alignment=WD_TABLE_ALIGNMENT.CENTER for i,(a,b) in enumerate([('PERSON-CENTRED','care coordination'),('DATA-DRIVEN','service management'),('RESPONSIBLE AI','human oversight')]): c=t.cell(0,i);shade(c,SKY);borders(c);set_cell_margin(c,170,160,170,160); p=c.paragraphs[0];p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,a,14,TEAL,True,WD_ALIGN_PARAGRAPH.CENTER,3);p=c.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,b,12,CHAR,False,WD_ALIGN_PARAGRAPH.CENTER,0) for _ in range(4):doc.add_paragraph() p=doc.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,'Word document presentation | October 2026',13,GREY,False,WD_ALIGN_PARAGRAPH.CENTER,0) add_footer(1) # 2 objectives newpage();top_rule();doc.add_heading('Learning objectives',0) bullets(['Define the role of a health information system (HIS) in frontline PHC services.','Explain how interoperable data supports continuity, population health, referral management, and quality improvement.','Identify practical AI use cases that augment, rather than replace, the PHC workforce.','Apply safeguards for privacy, equity, safety, transparency, and accountability.']) card_table([('Key message','Digital tools should solve a clearly defined care or workflow problem. Technology is not the goal; safer, more accessible and coordinated care is.','EAF4F7'),('PHC focus','Prevention, first-contact care, ongoing management of chronic disease, maternal-child health, community linkage and timely referral.','F5F8FA')]) add_footer(2) # 3 HIS definition and components newpage();top_rule();doc.add_heading('What is a PHC health information system?',0) p=doc.add_paragraph();ptext(p,'An HIS is the people, processes, standards and digital tools used to collect, store, exchange, analyse and use health information for care and management.',16,CHAR,False,None,12) card_table([('1. Data capture','Registration, clinical notes, diagnoses, prescriptions, vital signs, laboratory and imaging results, immunization and community outreach.' ,'EAF4F7'),('2. Shared record','Longitudinal patient record, unique identification, consent controls, audit logs and access according to staff role.','F5F8FA'),('3. Interoperability','Standards-based exchange with laboratories, pharmacies, hospitals, public-health reporting and referral systems.','EAF4F7'),('4. Information use','Patient lists, dashboards, quality indicators, stock reports, disease surveillance and planning at facility and district levels.','F5F8FA')]) add_footer(3) # 4 care pathway newpage();top_rule();doc.add_heading('How HIS reorganizes the PHC care pathway',0) t=doc.add_table(rows=1,cols=5);t.alignment=WD_TABLE_ALIGNMENT.CENTER;t.autofit=False stages=[('1. Access','Appointment, triage, registration'),('2. Encounter','Structured assessment and plan'),('3. Follow-up','Recall, remote contact, self-management'),('4. Referral','Electronic referral and feedback'),('5. Population','Cohort monitoring and outreach')] for i,(h,b) in enumerate(stages): c=t.cell(0,i);c.width=Inches(2.1);shade(c,SKY if i%2==0 else 'F5F8FA');borders(c);set_cell_margin(c,190,100,190,100);p=c.paragraphs[0];p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,h,15,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,5);p=c.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,b,12,CHAR,False,WD_ALIGN_PARAGRAPH.CENTER,0) p=doc.add_paragraph();p.paragraph_format.space_before=Pt(20);ptext(p,'Operational result:',16,TEAL,True,None,4);ptext(p,' fewer lost-to-follow-up patients, clearer responsibility, more reliable handoffs, and information for local decisions.',16,CHAR,False,None,0) add_footer(4) # 5 benefits newpage();top_rule();doc.add_heading('High-value functions at facility level',0) card_table([('Continuity of care','Problem list, medication reconciliation, allergies, prior results and follow-up plan are available at the point of care.','EAF4F7'),('Chronic-care registries','Identify people overdue for review, monitoring or preventive services and organize proactive outreach.','F5F8FA'),('Referral coordination','Track referral status, specialist feedback and return-to-PHC plan to close the loop.','EAF4F7'),('Quality and management','Use indicators for waiting time, coverage, missed appointments, medicine availability and outcomes.','F5F8FA'),('Public-health intelligence','Aggregate timely data for surveillance, immunization, maternal-child health and local resource planning.','EAF4F7'),('Patient engagement','Portals, SMS reminders and communication tools can support shared decisions and self-management.','F5F8FA')]) add_footer(5) #6 AI newpage();top_rule();doc.add_heading('Artificial intelligence: where it fits',0) p=doc.add_paragraph();ptext(p,'AI uses computational models to perform tasks such as pattern recognition, prediction, language processing or workflow automation. In PHC, its value depends on data quality, clinical validation and fit with real work.',16,CHAR,False,None,12) card_table([('Clinical support','Flag possible deterioration, suggest guideline-based next steps, summarize records, assist documentation, and support image or signal interpretation where validated.','EAF4F7'),('Operational support','Forecast appointment demand, optimize scheduling, route messages, prioritize worklists, detect data-quality gaps and reduce administrative burden.','F5F8FA'),('Population support','Risk stratification and identification of care gaps for review by the PHC team, never automatic denial or assignment of care.','EAF4F7'),('Patient-facing support','Multilingual navigation, reminders, education and symptom guidance with clear limitations and escalation pathways.','F5F8FA')]) add_footer(6) #7 workflow newpage();top_rule();doc.add_heading('Example: AI-enabled hypertension follow-up',0) t=doc.add_table(rows=1,cols=4);t.alignment=WD_TABLE_ALIGNMENT.CENTER items=[('Data','BP readings, medicines, missed visits, comorbidities and social context'),('Model output','Identifies a patient who may be overdue for review or at elevated risk'),('Human review','Nurse or clinician checks accuracy, context and urgency'),('Action','Contact patient, arrange visit, assess adherence and adjust care only after clinical evaluation')] for i,(h,b) in enumerate(items): c=t.cell(0,i);shade(c,['EAF4F7','F5F8FA','EAF4F7','F5F8FA'][i]);borders(c);set_cell_margin(c,160,115,160,115);p=c.paragraphs[0];p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,h,16,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,5);p=c.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.CENTER;ptext(p,b,12,CHAR,False,WD_ALIGN_PARAGRAPH.CENTER,0) p=doc.add_paragraph();p.paragraph_format.space_before=Pt(18);ptext(p,'Design principle: ',15,TEAL,True,None,0);ptext(p,'the output is a prompt for professional assessment, not a diagnosis or autonomous treatment decision.',15,CHAR,False,None,0) add_footer(7) #8 implementation newpage();top_rule();doc.add_heading('Implementation roadmap',0) rows=[('1. Define the problem','Map patient journey and workflow. Choose a measurable priority such as missed follow-up or delayed referrals.'),('2. Strengthen foundations','Improve data quality, connectivity, user access, terminology, interoperability and training.'),('3. Co-design workflow','Involve patients, community workers, nurses, clinicians, managers and IT staff. Test in a small setting.'),('4. Validate and govern','Assess clinical performance, bias, safety, privacy, usability and local relevance before scale-up.'),('5. Monitor and improve','Track outcomes, errors, workload and inequities. Maintain incident reporting, audit and update processes.')] t=doc.add_table(rows=1,cols=2);t.style='Table Grid';t.alignment=WD_TABLE_ALIGNMENT.CENTER for j,x in enumerate(['Stage','What to do']):c=t.cell(0,j);shade(c,NAVY);p=c.paragraphs[0];ptext(p,x,14,WHITE,True,None,0) for stage,act in rows: cells=t.add_row().cells for c in cells:set_cell_margin(c,90,110,90,110);borders(c) shade(cells[0],SKY);ptext(cells[0].paragraphs[0],stage,14,NAVY,True,None,0);ptext(cells[1].paragraphs[0],act,13,CHAR,False,None,0) add_footer(8) #9 risks newpage();top_rule();doc.add_heading('Risks and safeguards',0) card_table([('Privacy and security','Use data minimization, legal basis or consent where applicable, role-based access, encryption, audit trails and breach response.','FDEEEE'),('Bias and inequity','Test performance across local demographic, language and access groups. Do not worsen exclusion of people with limited digital access.','FDEEEE'),('Automation bias','Show limitations and confidence where appropriate. Require human review, escalation and override pathways.','FDEEEE'),('Unsafe or opaque tools','Use documented validation, change control, monitoring, clinical governance and procurement requirements for transparency.','FDEEEE'),('Workflow burden','Measure documentation time and user experience. Eliminate duplicate entry and keep fallback procedures for downtime.','FDEEEE'),('Data quality','Incomplete, outdated or nonrepresentative data can produce harmful recommendations. Data stewardship is a clinical safety task.','FDEEEE')]) add_footer(9) #10 indicators newpage();top_rule();doc.add_heading('Measuring success',0) card_table([('Access','Waiting time, appointment completion, proportion receiving care remotely where appropriate, digital inclusion.' ,'EAF4F7'),('Care quality','Guideline-concordant actions, closed referrals, medication safety events, control of selected chronic conditions.','F5F8FA'),('Equity','Differences in reach, outcomes and errors by age, sex, language, disability, location and socioeconomic group.','EAF4F7'),('Experience','Patient understanding and trust; staff usability, workload and perceived value.','F5F8FA'),('Safety','False alerts, missed alerts, override patterns, reported incidents and downtime impact.','EAF4F7'),('System performance','Data completeness, timeliness, interoperability success and cost per meaningful outcome.','F5F8FA')]) add_footer(10) # 11 conclusion newpage();top_rule();doc.add_heading('Take-home messages',0) bullets(['A PHC HIS is the information backbone for longitudinal, team-based and population-oriented care.','Interoperability and usable workflows matter more than simply digitizing paper forms.','AI can help prioritize, summarize and coordinate work, but must remain under accountable human oversight.','Responsible deployment requires local validation, privacy protection, equity assessment, monitoring and staff training.','Start with a high-priority service problem, test with users, measure outcomes, and scale only when benefit is demonstrated.'],17) add_footer(11) # 12 refs newpage();top_rule();doc.add_heading('Selected references',0) refs=[ 'World Health Organization. Digital transformation handbook for primary health care: optimizing person-centred point of service systems. WHO Digital Health and Innovation resources. https://www.who.int/teams/digital-health-and-innovation', 'World Health Organization. Ethics and governance of artificial intelligence for health. 2021. https://www.who.int/publications/i/item/9789240029200', 'World Health Organization. Harnessing artificial intelligence for health. https://www.who.int/teams/digital-health-and-innovation/harnessing-artificial-intelligence-for-health', 'Yousefi F, Dehnavieh R, Laberge M. Opportunities, challenges, and requirements for Artificial Intelligence implementation in Primary Health Care: a systematic review. BMC Primary Care. 2025. PMID: 40490689.', 'Sani H, Mobaraki M, Sholibor A. Adoption of artificial intelligence in primary health care: systematic synthesis of stakeholder perspectives. BMC Primary Care. 2026. PMID: 41501703.', 'Abdulazeem HM, Meckawy R, Schwarz S, et al. Knowledge, attitude, and practice of primary care physicians toward clinical AI-assisted digital health technologies: systematic review and meta-analysis. Int J Med Inform. 2025. PMID: 40286705.' ] for r in refs: p=doc.add_paragraph();p.paragraph_format.space_after=Pt(11);ptext(p,r,13,CHAR,False,None,0) p=doc.add_paragraph();p.paragraph_format.space_before=Pt(12);ptext(p,'Note: This presentation is educational and should be adapted to local law, clinical governance and technology infrastructure.',11,GREY,False,None,0) add_footer(12) doc.core_properties.title='Health Information Systems and Artificial Intelligence at PHC Level' doc.core_properties.subject='Word document presentation' doc.core_properties.author='Orris' doc.save(out) print(out) PY python3 - <<'PY' from docx import Document p='/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx' d=Document(p) print('paragraphs',len(d.paragraphs),'tables',len(d.tables),'sections',len(d.sections)) print('title',d.core_properties.title) PY

python3 - <<'PY' from docx import Document from pathlib import Path p=Path('/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx') d=Document(p) assert p.exists() and p.stat().st_size > 20000 assert len(d.tables) == 21 assert 'HEALTH INFORMATION SYSTEMS' in '\n'.join(x.text for x in d.paragraphs) assert 'Selected references' in '\n'.join(x.text for x in d.paragraphs) for i,t in enumerate(d.tables, 1): assert any(cell.text.strip() for row in t.rows for cell in row.cells), f'empty table {i}' print(f'Verified: {p.name}, {p.stat().st_size} bytes, {len(d.tables)} tables, content checks passed.') PY

python3 - <<'PY' from docx import Document p='/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx' d=Document(p) for i,t in enumerate(d.tables,1): print(i, repr(' | '.join(c.text.replace('\n',' / ') for r in t.rows for c in r.cells)[:140])) PY

python3 - <<'PY' from docx import Document from pathlib import Path p=Path('/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx') d=Document(p) text='\n'.join(x.text for x in d.paragraphs) assert p.exists() and p.stat().st_size > 20000 assert len(d.tables) == 21 assert 'HEALTH INFORMATION SYSTEMS' in text assert 'Selected references' in text content_tables=[t for t in d.tables if any(c.text.strip() for row in t.rows for c in row.cells)] assert len(content_tables)==11 print(f'Verified: {p.name}, {p.stat().st_size} bytes, 12 presentation pages, {len(content_tables)} content tables, required sections present.') PY

python3 - <<'PY' from docx import Document from pathlib import Path p=Path('/tmp/workspace/phc_ai_presentation/output/PHC_Health_Information_Systems_and_AI.docx') d=Document(p) all_text='\n'.join(x.text for x in d.paragraphs)+'\n'+'\n'.join(c.text for t in d.tables for row in t.rows for c in row.cells) assert p.exists() and p.stat().st_size > 20000 assert len(d.tables) == 21 assert 'HEALTH INFORMATION SYSTEMS' in all_text assert 'Selected references' in all_text content_tables=[t for t in d.tables if any(c.text.strip() for row in t.rows for c in row.cells)] assert len(content_tables)==10 assert all(len(t.rows)>0 for t in content_tables) print(f'Verified: {p.name}, {p.stat().st_size} bytes, 12 presentation pages, {len(content_tables)} content tables, required sections present.') PY

polypharmacy deprescribing older adults

NICE multimorbidity medicines optimisation polypharmacy deprescribing older adults guidance

https://www.nice.org.uk/guidance/ng56/resources/multimorbidi…

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mkdir -p "/tmp/workspace/polypharmacy_gp_presentation/src" "/tmp/workspace/polypharmacy_gp_presentation/output" && python3 - <<'PY' from docx import Document from docx.shared import Inches, Pt, RGBColor from docx.enum.section import WD_ORIENT from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT, WD_CELL_VERTICAL_ALIGNMENT from docx.oxml import OxmlElement from docx.oxml.ns import qn from pathlib import Path out=Path('/tmp/workspace/polypharmacy_gp_presentation/output/Polypharmacy_in_Older_Patients_GP_Management.docx') D=Document(); S=D.sections[0];S.orientation=WD_ORIENT.LANDSCAPE;S.page_width=Inches(11.69);S.page_height=Inches(8.27);S.top_margin=S.bottom_margin=Inches(.45);S.left_margin=S.right_margin=Inches(.55) NAVY='173A5E'; TEAL='007E87'; SKY='EAF4F7'; PALE='F5F8FA'; REDPALE='FBEDEE'; CHAR='17212B'; GREY='5B6770'; WHITE='FFFFFF' D.styles['Normal'].font.name='Aptos';D.styles['Normal'].font.size=Pt(15);D.styles['Normal'].font.color.rgb=RGBColor.from_string(CHAR) for n,sz,c in [('Title',33,NAVY),('Heading 1',25,NAVY),('Heading 2',18,TEAL)]: st=D.styles[n];st.font.name='Aptos Display';st.font.size=Pt(sz);st.font.bold=True;st.font.color.rgb=RGBColor.from_string(c);st.paragraph_format.space_after=Pt(9) def shade(c,x): tc=c._tc.get_or_add_tcPr();e=OxmlElement('w:shd');e.set(qn('w:fill'),x);tc.append(e) def border(c): tc=c._tc.get_or_add_tcPr();b=OxmlElement('w:tcBorders') for a in ['top','left','bottom','right']: e=OxmlElement('w:'+a);e.set(qn('w:val'),'single');e.set(qn('w:sz'),'6');e.set(qn('w:color'),'D4E0E5');b.append(e) tc.append(b) def margin(c): tc=c._tc.get_or_add_tcPr();m=OxmlElement('w:tcMar');tc.append(m) for x in ['top','start','bottom','end']: e=OxmlElement('w:'+x);e.set(qn('w:w'),'120');e.set(qn('w:type'),'dxa');m.append(e) def txt(p,s,size=15,col=CHAR,bold=False,align=None,after=5): r=p.add_run(s);r.font.name='Aptos';r.font.size=Pt(size);r.font.bold=bold;r.font.color.rgb=RGBColor.from_string(col);p.paragraph_format.space_after=Pt(after) if align is not None:p.alignment=align def rule(): t=D.add_table(rows=1,cols=1);c=t.cell(0,0);shade(c,TEAL);c.height=Inches(.09) def foot(n): p=D.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.RIGHT;txt(p,f'Polypharmacy in older patients | GP management | {n}',9,GREY,False,WD_ALIGN_PARAGRAPH.RIGHT,0) def page():D.add_page_break() def bullet(items,size=15): for x in items: p=D.add_paragraph();p.paragraph_format.left_indent=Inches(.25);p.paragraph_format.first_line_indent=Inches(-.18);p.paragraph_format.space_after=Pt(8);txt(p,'• '+x,size,CHAR,False,None,0) def cards(items,cols=2): t=D.add_table(rows=(len(items)+cols-1)//cols,cols=cols);t.alignment=WD_TABLE_ALIGNMENT.CENTER for i,(h,b,color) in enumerate(items): c=t.cell(i//cols,i%cols);shade(c,color);border(c);margin(c);c.vertical_alignment=WD_CELL_VERTICAL_ALIGNMENT.TOP txt(c.paragraphs[0],h,16,NAVY,True,None,4);p=c.add_paragraph();txt(p,b,13,CHAR,False,None,0) return t # cover for _ in range(2):D.add_paragraph() p=D.add_paragraph();txt(p,'POLYPHARMACY IN\nOLDER PATIENTS',32,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,8) p=D.add_paragraph();txt(p,'Management by a General Practitioner',21,TEAL,False,WD_ALIGN_PARAGRAPH.CENTER,16) cards([('PERSON-CENTRED','Align medicines with goals, function and quality of life.',SKY),('SYSTEMATIC','Reconcile, assess, prioritize and follow up.',PALE),('TEAM-BASED','Work with the patient, carers and pharmacist.',SKY)],3) for _ in range(4):D.add_paragraph() p=D.add_paragraph();txt(p,'Educational Word document presentation | October 2026',12,GREY,False,WD_ALIGN_PARAGRAPH.CENTER,0);foot(1) # 2 page();rule();D.add_heading('Learning objectives',0);bullet(['Recognize polypharmacy and identify patients who need a structured medication review.','Assess medicine-related benefit, harm, interaction, adherence and treatment burden.','Use shared decision-making to optimize and, when appropriate, deprescribe medicines safely.','Create a clear follow-up plan with patients, carers, pharmacists and other prescribers.']);cards([('Core principle','Do not target a number of medicines alone. Appropriate polypharmacy may be beneficial when each medicine has a current indication, expected benefit and acceptable burden.',SKY),('GP role','The GP coordinates the whole regimen across conditions, care settings and prescribers, with attention to the patient’s priorities.',PALE)]);foot(2) #3 page();rule();D.add_heading('Why older adults are at higher risk',0);cards([('Multimorbidity','Several conditions may lead to multiple disease-specific guidelines and many prescribers.',SKY),('Age-related pharmacology','Reduced renal clearance, altered body composition and increased sensitivity can increase toxicity risk.',PALE),('Frailty and vulnerability','Falls, cognitive impairment, orthostatic symptoms, poor nutrition and limited reserve alter benefit-harm balance.',SKY),('Transitions of care','Discharge, emergency visits and specialist appointments can introduce duplication or discrepancies.',PALE),('Adherence challenges','Complex schedules, cost, dexterity, vision and cognition can cause unintentional nonadherence.',SKY),('Prescribing cascade','A new medicine may be added to treat an adverse effect of another rather than addressing the cause.',PALE)]);p=D.add_paragraph();txt(p,'Family Medicine teaching point: review older patients’ medication lists periodically, focusing on indication and adverse effects; avoid treating one drug’s side effect with another drug. Textbook of Family Medicine 9e, p. 70.',11,GREY,False,None,0);foot(3) #4 page();rule();D.add_heading('Who should receive a priority review?',0);bullet(['Any older patient taking multiple regular medicines, especially after hospitalization, a fall, delirium, new functional decline or an adverse drug event.','Patients with frailty, dementia, renal or hepatic impairment, limited life expectancy, swallowing difficulty or poor adherence.','People reporting dizziness, postural symptoms, sedation, confusion, constipation, bleeding, hypoglycaemia, weight loss or recurrent infections.','Patients with unclear indications, duplicate therapy, multiple prescribers, high-risk medicines or a request to reduce treatment burden.']);cards([('Trigger question','“Could any current symptom, fall or functional decline be medicine-related?”',REDPALE),('Opportunity','Medication review is also a chance to identify undertreatment and non-drug options.',SKY)]);foot(4) #5 page();rule();D.add_heading('Step 1: reconcile the complete regimen',0);cards([('Build one accurate list','Include prescription, over-the-counter, herbal and “as needed” products; dose, route, frequency, start date and actual use.',SKY),('Verify sources','Ask the patient to bring medicines. Compare with pharmacy dispensing data, discharge letters, specialist advice and carer information.',PALE),('Clarify use','Ask what each medicine is for, who prescribed it, perceived benefit, adverse effects, missed doses and affordability.',SKY),('Record key context','Diagnoses, allergies, renal and hepatic function, falls, cognition, blood pressure, relevant laboratory data and goals of care.',PALE)]);foot(5) #6 page();rule();D.add_heading('Step 2: assess each medicine systematically',0) t=D.add_table(rows=1,cols=4);t.alignment=WD_TABLE_ALIGNMENT.CENTER for i,(h,b) in enumerate([('INDICATION','Is there a current, evidence-based reason? Is it still relevant?'),('BENEFIT','What outcome matters to this patient? What is time to benefit?'),('HARM','Adverse effects, interactions, anticholinergic/sedative burden, renal dosing, monitoring.'),('FEASIBILITY','Can the patient obtain, understand and use it safely?')]): c=t.cell(0,i);shade(c,SKY if i%2==0 else PALE);border(c);margin(c);txt(c.paragraphs[0],h,15,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,4);p=c.add_paragraph();txt(p,b,12,CHAR,False,WD_ALIGN_PARAGRAPH.CENTER,0) p=D.add_paragraph();p.paragraph_format.space_before=Pt(18);txt(p,'Useful prompts: ',15,TEAL,True,None,0);txt(p,'Is the medicine causing a symptom? Is the dose appropriate for kidney function? Is there therapeutic duplication? Is monitoring current?',15,CHAR,False,None,0);foot(6) #7 page();rule();D.add_heading('Step 3: prioritize action and use tools wisely',0);cards([('Address urgent harm first','Manage suspected adverse reactions, dangerous duplication, clinically important interactions, toxicity and unsafe dosing promptly.',REDPALE),('Consider explicit tools','STOPP/START can help identify potentially inappropriate medicines and omissions in older adults. Tools support, but do not replace, clinical judgement.',SKY),('Balance stopping and starting','NICE advises considering medicines and non-pharmacological treatments that may be started as well as those that may be stopped.',PALE),('One change at a time when feasible','Prioritize changes that offer the greatest expected benefit or reduce the greatest risk, unless immediate safety requires otherwise.',SKY)]);foot(7) #8 page();rule();D.add_heading('Deprescribing: a planned clinical intervention',0);bullet(['Discuss the reason for review and elicit goals, concerns and preferences. Include carers where appropriate and with consent.','Identify medicines with no current indication, unacceptable harm or burden, duplication, limited expected benefit, or a safer alternative.','Check whether tapering is required. Do not abruptly stop medicines that can cause withdrawal, rebound or disease flare without a medicine-specific plan.','Agree the plan, document the rationale, provide written instructions and communicate changes to all involved prescribers and the pharmacy.','Review response and reinstate, modify or escalate care if clinically indicated.']);cards([('Patient-centered definition','Deprescribing is an evidence-based, patient-centered process to identify and discontinue medicines that are unnecessary or inappropriate. Comprehensive Clinical Nephrology, 7th ed., p. 1059.',SKY),('Safety note','The appropriate approach varies by medicine, indication and patient. Consult current local guidance or a pharmacist for specific tapering and monitoring.',REDPALE)]);foot(8) #9 page();rule();D.add_heading('Shared decision-making conversation',0);cards([('Open the discussion','“What matters most to you in your day-to-day life?” “Which medicines do you think help or cause problems?”',SKY),('Explain trade-offs','Use plain language to discuss expected benefit, uncertainty, time to benefit, adverse effects and monitoring burden.',PALE),('Agree goals','Examples: fewer falls, less dizziness, fewer tablets, symptom relief, maintaining independence, preventing an event.',SKY),('Safety-net','State what to watch for, who to contact, what to do if symptoms recur and when the next review will occur.',PALE)]);p=D.add_paragraph();txt(p,'NICE multimorbidity guidance emphasizes reducing treatment burden and making shared decisions based on the person’s health priorities, lifestyle and goals.',12,GREY,False,None,0);foot(9) #10 page();rule();D.add_heading('Follow-up, documentation and teamwork',0);cards([('Document','Updated list, indication, decision, patient preference, changes, taper plan, monitoring and follow-up date.',SKY),('Monitor','Symptoms, function, falls, adherence, vital signs and medicine-specific laboratory or clinical parameters.',PALE),('Coordinate','Send an updated plan to community pharmacy, specialists, home-care staff and caregivers as appropriate.',SKY),('Use pharmacist expertise','Pharmacist-led or collaborative review can help with interactions, renal dosing, formulation, adherence and education.',PALE),('Review regularly','Repeat after a change in health status, care transition, new diagnosis or new prescription, and at planned intervals.',SKY),('Maintain continuity','Assign responsibility for coordinating the regimen and ensure the patient knows who to contact.',PALE)]);foot(10) #11 page();rule();D.add_heading('Practical GP review template',0) t=D.add_table(rows=1,cols=2);t.alignment=WD_TABLE_ALIGNMENT.CENTER for j,h in enumerate(['Review item','Record / decision']):c=t.cell(0,j);shade(c,NAVY);txt(c.paragraphs[0],h,14,WHITE,True,None,0) for a,b in [('Patient goals and priorities',''),('Complete medication list and actual use',''),('Indication and benefit for every medicine',''),('Harms, interactions, renal/hepatic dosing, monitoring',''),('Priority medicines to stop, reduce, change or start',''),('Tapering and safety-net plan',''),('Patient/carer agreement and information given',''),('Follow-up date and responsible clinician','')]: c=t.add_row().cells for x in c:border(x);margin(x) shade(c[0],SKY);txt(c[0].paragraphs[0],a,13,NAVY,True,None,0);txt(c[1].paragraphs[0],b,13,CHAR,False,None,0) foot(11) #12 page();rule();D.add_heading('Key messages and references',0);bullet(['Appropriate polypharmacy is not defined solely by medicine count. The goal is the best achievable outcomes with the least treatment burden and harm.','Medication review must be structured, individualized, shared and followed up.','Deprescribing is active clinical care, not simply stopping drugs.','GPs are central to continuity, communication and coordination across the patient’s medication journey.'],16) D.add_heading('Selected references',1) refs=['Textbook of Family Medicine, 9th ed. “Rational Drug Prescribing for Elderly Patients,” p. 70.','Comprehensive Clinical Nephrology, 7th ed. “Polypharmacy and Deprescribing,” p. 1059.','NICE. Multimorbidity: clinical assessment and management (NG56), updated 2025. https://www.nice.org.uk/guidance/ng56','NICE. Medicines optimisation: the safe and effective use of medicines to enable the best possible outcomes (NG5).','Zhang W, Ma B, Jia Y, et al. Barriers and enablers to deprescribing from perspectives of older adults with polypharmacy and stakeholders: systematic review. Int J Nurs Stud. 2026. PMID: 42815285.','Aikpitanyi J, Pierrard F, Pétein C. Deprescribing interventions in older adults with polypharmacy: systematic review of economic evaluations. Appl Health Econ Health Policy. 2026. PMID: 42295601.'] for x in refs: p=D.add_paragraph();p.paragraph_format.space_after=Pt(6);txt(p,x,11,CHAR,False,None,0) p=D.add_paragraph();txt(p,'Educational content only. Individual prescribing changes require patient-specific clinical assessment and current local guidance.',10,GREY,False,None,0);foot(12) D.core_properties.title='Polypharmacy in Older Patients: Management by a General Practitioner';D.core_properties.author='Orris';D.save(out);print(out) PY python3 - <<'PY' from docx import Document from pathlib import Path p=Path('/tmp/workspace/polypharmacy_gp_presentation/output/Polypharmacy_in_Older_Patients_GP_Management.docx');d=Document(p) alltext='\n'.join(x.text for x in d.paragraphs)+'\n'+'\n'.join(c.text for t in d.tables for r in t.rows for c in r.cells) assert p.exists() and p.stat().st_size > 30000 for phrase in ['POLYPHARMACY IN','Deprescribing: a planned clinical intervention','Selected references','STOPP/START'] : assert phrase in alltext, phrase print('Verified',p.name,p.stat().st_size,'bytes',len(d.tables),'tables') PY

treatment adherence multimorbidity patient centered

WHO primary health care people centred care adherence multimorbidity guidance

https://apps.who.int/iris/bitstream/handle/10665/252275/9789…

~/

mkdir -p "/tmp/workspace/patient_centered_adherence_phc/src" "/tmp/workspace/patient_centered_adherence_phc/output" && python3 - <<'PY' from docx import Document from docx.shared import Inches, Pt, RGBColor from docx.enum.section import WD_ORIENT from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT, WD_CELL_VERTICAL_ALIGNMENT from docx.oxml import OxmlElement from docx.oxml.ns import qn from pathlib import Path out=Path('/tmp/workspace/patient_centered_adherence_phc/output/Patient_Centered_Approach_Adherence_Comorbidity_PHC.docx') d=Document(); s=d.sections[0];s.orientation=WD_ORIENT.LANDSCAPE;s.page_width=Inches(11.69);s.page_height=Inches(8.27);s.top_margin=s.bottom_margin=Inches(.45);s.left_margin=s.right_margin=Inches(.55) NAVY='173A5E';TEAL='007E87';SKY='EAF4F7';PALE='F5F8FA';GOLD='FFF4DD';RED='FBEDEE';CHAR='17212B';GREY='5B6770';WHITE='FFFFFF' d.styles['Normal'].font.name='Aptos';d.styles['Normal'].font.size=Pt(15);d.styles['Normal'].font.color.rgb=RGBColor.from_string(CHAR) for n,sz,c in [('Title',32,NAVY),('Heading 1',25,NAVY),('Heading 2',18,TEAL)]: st=d.styles[n];st.font.name='Aptos Display';st.font.size=Pt(sz);st.font.bold=True;st.font.color.rgb=RGBColor.from_string(c);st.paragraph_format.space_after=Pt(9) def sh(c,x): p=c._tc.get_or_add_tcPr(); e=OxmlElement('w:shd');e.set(qn('w:fill'),x);p.append(e) def bd(c): p=c._tc.get_or_add_tcPr();b=OxmlElement('w:tcBorders') for side in ['top','left','bottom','right']: e=OxmlElement('w:'+side);e.set(qn('w:val'),'single');e.set(qn('w:sz'),'6');e.set(qn('w:color'),'D4E0E5');b.append(e) p.append(b) def mar(c): p=c._tc.get_or_add_tcPr();m=OxmlElement('w:tcMar');p.append(m) for side in ['top','start','bottom','end']: e=OxmlElement('w:'+side);e.set(qn('w:w'),'120');e.set(qn('w:type'),'dxa');m.append(e) def tx(p,text,size=15,color=CHAR,bold=False,align=None,after=5): r=p.add_run(text);r.font.name='Aptos';r.font.size=Pt(size);r.font.bold=bold;r.font.color.rgb=RGBColor.from_string(color);p.paragraph_format.space_after=Pt(after) if align is not None:p.alignment=align def rule(): t=d.add_table(rows=1,cols=1);c=t.cell(0,0);sh(c,TEAL);c.height=Inches(.09) def footer(n): p=d.add_paragraph();p.alignment=WD_ALIGN_PARAGRAPH.RIGHT;tx(p,f'Patient-centred adherence at PHC level | {n}',9,GREY,False,WD_ALIGN_PARAGRAPH.RIGHT,0) def pg():d.add_page_break() def bullets(arr,size=15): for a in arr: p=d.add_paragraph();p.paragraph_format.left_indent=Inches(.25);p.paragraph_format.first_line_indent=Inches(-.18);p.paragraph_format.space_after=Pt(8);tx(p,'• '+a,size,CHAR,False,None,0) def cards(arr,cols=2): t=d.add_table(rows=(len(arr)+cols-1)//cols,cols=cols);t.alignment=WD_TABLE_ALIGNMENT.CENTER for i,(h,b,cx) in enumerate(arr): c=t.cell(i//cols,i%cols);sh(c,cx);bd(c);mar(c);c.vertical_alignment=WD_CELL_VERTICAL_ALIGNMENT.TOP tx(c.paragraphs[0],h,16,NAVY,True,None,4);p=c.add_paragraph();tx(p,b,13,CHAR,False,None,0) return t # 1 for _ in range(2):d.add_paragraph() p=d.add_paragraph();tx(p,'PATIENT-CENTRED APPROACH\nTO IMPROVING ADHERENCE',31,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,8) p=d.add_paragraph();tx(p,'Diagnosis and treatment among patients with comorbid conditions at the Primary Health Care stage',18,TEAL,False,WD_ALIGN_PARAGRAPH.CENTER,18) cards([('PARTNERSHIP','Care plans start with what matters to the person.',SKY),('SIMPLICITY','Reduce treatment burden and make the plan workable.',PALE),('CONTINUITY','Coordinate teams, information and follow-up.',SKY)],3) for _ in range(4):d.add_paragraph() p=d.add_paragraph();tx(p,'Educational Word document presentation | October 2026',12,GREY,False,WD_ALIGN_PARAGRAPH.CENTER,0);footer(1) #2 pg();rule();d.add_heading('Learning objectives',0);bullets(['Define adherence as a shared, practical outcome rather than a patient attribute.','Identify barriers to completing investigations and following treatment plans in people with multiple conditions.','Use patient-centred communication, shared decision-making and self-management support at the PHC level.','Build a coordinated follow-up system that makes the right action easier for patients and care teams.']);cards([('Key message','“Nonadherence” often signals a mismatch between the plan and a person’s goals, understanding, resources, symptoms or daily life.',GOLD),('PHC opportunity','Primary care can connect diagnosis, treatment, prevention, community support and specialist input around one person.',SKY)]);footer(2) #3 pg();rule();d.add_heading('Why comorbidity makes adherence difficult',0);cards([('Competing priorities','Patients may need to choose between appointments, medicines, diet changes, family duties, work and symptoms from several conditions.',SKY),('Treatment burden','Multiple pills, monitoring tasks, lifestyle advice, referrals and forms can be physically, emotionally and financially demanding.',PALE),('Conflicting plans','Single-condition guidance can produce duplicative or contradictory advice when applied separately.',SKY),('Diagnostic burden','Preparation, travel, cost, fear, language barriers or unclear purpose may prevent completion of tests and referrals.',PALE),('Cognitive and emotional factors','Depression, anxiety, low health literacy, memory problems, pain and fatigue can reduce capacity for self-management.',SKY),('Inequity','Poverty, unstable housing, transport barriers, discrimination and limited digital access can make a technically sound plan impossible.',PALE)]);footer(3) #4 pg();rule();d.add_heading('Patient-centred care: the foundation',0) p=d.add_paragraph();tx(p,'Patient-centred care means organizing care around the person’s values, goals, capabilities and life context, not around separate diseases.',16,CHAR,False,None,13) cards([('Listen first','Ask what the person hopes to achieve, fears, finds difficult and is willing to change now.',SKY),('See the whole person','Consider symptoms, function, mental health, family support, culture, finances and social circumstances.',PALE),('Share decisions','Explain options and trade-offs; agree priorities together rather than simply giving instructions.',SKY),('Support agency','Build skills and confidence so the patient and carers can recognize problems and carry out the agreed plan.',PALE)]);p=d.add_paragraph();tx(p,'WHO frames multimorbidity as a primary-care safety issue and emphasizes coordinated care, self-management support, education and engagement.',11,GREY,False,None,0);footer(4) #5 pg();rule();d.add_heading('Step 1: make diagnosis understandable and achievable',0);cards([('Explain the working diagnosis','Use plain language. Describe what is known, what remains uncertain and why each test or referral is being proposed.',SKY),('Connect to the person’s goal','Link diagnostics to a meaningful outcome: “This test may help us reduce your breathlessness safely.”',PALE),('Check understanding','Use teach-back: ask the patient to explain in their own words what will happen, why, and what to do next.',SKY),('Reduce practical barriers','Arrange convenient timing, interpretation, transport support, reminder calls, written instructions and accessible formats.',PALE)]);p=d.add_paragraph();tx(p,'Do not label a missed investigation as “noncompliance” before asking what happened and adapting the plan.',14,NAVY,True,None,0);footer(5) #6 pg();rule();d.add_heading('Step 2: co-produce one prioritized care plan',0);bullets(['Create a shared problem list that includes conditions, symptoms, medicines, functional concerns and social needs.','Ask: “What matters most to you over the next weeks or months?” Select one to three realistic priorities.','Reconcile recommendations across conditions. Discuss trade-offs such as symptom relief, prevention, adverse effects, visits and cost.','Write a single plan that states: actions, who is responsible, timing, warning signs and how to get help.','Provide the plan in a preferred language and format. With permission, involve family or caregivers.']);cards([('Avoid fragmentation','The patient should not have to reconcile conflicting messages from several clinicians alone.',RED),('Use realistic goals','A small successful step builds confidence and can be more useful than an ideal plan that cannot be carried out.',GOLD)]);footer(6) #7 pg();rule();d.add_heading('Step 3: make treatment feasible',0) t=d.add_table(rows=1,cols=4);t.alignment=WD_TABLE_ALIGNMENT.CENTER for i,(h,b) in enumerate([('SIMPLIFY','Reduce unnecessary complexity. Align doses with daily routines when clinically suitable.'),('SUPPORT','Use clear labels, pill organizers, written schedules and pharmacist input.'),('ANTICIPATE','Discuss adverse effects, cost, refills and what to do if a dose is missed.'),('ADAPT','Use non-drug options, home visits or remote contact when they match patient needs.')]): c=t.cell(0,i);sh(c,SKY if i%2==0 else PALE);bd(c);mar(c);tx(c.paragraphs[0],h,15,NAVY,True,WD_ALIGN_PARAGRAPH.CENTER,4);p=c.add_paragraph();tx(p,b,12,CHAR,False,WD_ALIGN_PARAGRAPH.CENTER,0) p=d.add_paragraph();p.paragraph_format.space_before=Pt(18);tx(p,'Education and counselling involving the patient, caregiver and family can promote adherence; follow-up programs, home visits and pharmacy aids may also help. Goldman-Cecil Medicine, “Adherence.”',11,GREY,False,None,0);footer(7) #8 pg();rule();d.add_heading('Communication tools for the PHC consultation',0);cards([('Open questions','“What concerns you most about your health?” “What gets in the way of taking this medicine or attending the test?”',SKY),('Ask-tell-ask','Ask what the person knows, explain one key point, then ask what they understood and how it fits their situation.',PALE),('Teach-back','“To make sure I explained it clearly, can you tell me how you will take this medicine and when you will seek help?”',SKY),('Motivational style','Explore ambivalence without judgement. Elicit the person’s own reasons for change and confidence in the next step.',PALE),('Normalize difficulty','“Many people find this difficult. Let us work out what would make it more manageable.”',SKY),('Shared documentation','Write the agreed next step during the visit and give the patient a copy.',PALE)]);footer(8) #9 pg();rule();d.add_heading('Team-based and coordinated PHC care',0);cards([('Named coordinator','Assign a clinician or care manager who is clearly responsible for coordinating the plan and handovers.',SKY),('Multidisciplinary roles','GP, nurse, pharmacist, mental-health professional, social worker and community health worker each address different barriers.',PALE),('Shared information','Maintain an up-to-date medication list, problem list, investigations, referrals and care plan accessible to authorized team members.',SKY),('Closed-loop referrals','Confirm appointment completion, receive specialist advice, explain changes to the patient and integrate them into one plan.',PALE),('Proactive outreach','Use registries to identify missed appointments, overdue tests or uncontrolled conditions, then contact patients respectfully.',SKY),('Carer support','With consent, include family and carers in education, practical planning and recognition of warning signs.',PALE)]);footer(9) #10 pg();rule();d.add_heading('Follow-up: turn an agreement into sustained action',0);bullets(['Schedule follow-up before the patient leaves. Match interval and method to clinical risk, preference and access.','At the next contact, ask what was easy, what was difficult and what changed, rather than only asking “Did you comply?”','Review symptoms, functional impact, adverse effects, test results, mental health, costs and practical barriers.','Celebrate progress. Revise the plan when it does not fit the person’s life or when clinical circumstances change.','Use clear safety-netting: symptoms that require urgent care, who to call, and what to do outside clinic hours.']);cards([('Continuity matters','Seeing the same clinician or a team with shared information reduces repetition, contradictions and loss of trust.',SKY),('No-blame review','Difficulty following the plan is clinical information that should lead to assessment and adaptation.',GOLD)]);footer(10) #11 pg();rule();d.add_heading('Measuring and improving adherence support',0);cards([('Patient-reported measures','Goals achieved, treatment burden, understanding, confidence, experience, quality of life and unmet needs.',SKY),('Process measures','Completed referrals/tests, medication reconciliation, documented goals, teach-back use and follow-up completed.',PALE),('Clinical measures','Condition-specific outcomes, avoidable emergency use, adverse events and hospitalization, interpreted in context.',SKY),('Equity measures','Compare reach and outcomes by language, age, disability, location, economic status and digital access.',PALE)]);p=d.add_paragraph();tx(p,'Use data to improve systems, not to blame patients. A missed action may expose an access, communication or coordination failure.',14,NAVY,True,None,0);footer(11) #12 pg();rule();d.add_heading('Practical PHC consultation checklist',0) t=d.add_table(rows=1,cols=2);t.alignment=WD_TABLE_ALIGNMENT.CENTER for j,h in enumerate(['Ask and assess','Agree and act']): c=t.cell(0,j);sh(c,NAVY);tx(c.paragraphs[0],h,14,WHITE,True,None,0) rows=[('What matters most to the patient now?','Select one to three shared priorities.'),('What conditions, symptoms and treatments are competing?','Create one integrated plan, not separate disease plans.'),('What is unclear about the diagnosis or investigation?','Explain purpose, use teach-back and address logistics.'),('What prevents treatment or monitoring?','Simplify, support, adapt and involve the team.'),('Who else needs to know?','Communicate with carers, pharmacy and other clinicians with consent.'),('How will success and safety be reviewed?','Document measures, warning signs, contact route and follow-up date.')] for a,b in rows: c=t.add_row().cells for x in c:bd(x);mar(x) sh(c[0],SKY);tx(c[0].paragraphs[0],a,13,NAVY,True,None,0);tx(c[1].paragraphs[0],b,13,CHAR,False,None,0) footer(12) #13 pg();rule();d.add_heading('Take-home messages and references',0);bullets(['Adherence improves when care fits a patient’s priorities, capabilities and circumstances.','For multimorbidity, reduce fragmentation and treatment burden through one coordinated care plan.','Use plain language, teach-back, shared decisions and practical problem-solving at every stage of diagnosis and treatment.','Build continuity and active follow-up into PHC systems, with support from the wider multidisciplinary team.'],16) d.add_heading('Selected references',1) refs=['World Health Organization. Technical Series on Safer Primary Care: Multimorbidity. 2016. https://www.who.int/publications/i/item/multimorbidity','World Health Organization. Framework on integrated, people-centred health services. 2016.','Braunwald’s Heart Disease, 12th ed. “Multimorbidity,” pp. 2377-2381.','Goldman-Cecil Medicine. “Adherence,” pp. 3787-3789.','Lammila-Escalera E, Greenfield G, Pan Z, et al. Interventions to improve medication adherence in adults with mental-physical multimorbidity in primary care: a systematic review. Br J Gen Pract. 2024. PMID: 38429109.','Barello S, Anderson G, Bosio C, et al. Patient engagement in multimorbidity: a systematic review of patient-reported outcome measures. Front Psychol. 2024. PMID: 39100568.'] for x in refs: p=d.add_paragraph();p.paragraph_format.space_after=Pt(6);tx(p,x,11,CHAR,False,None,0) p=d.add_paragraph();tx(p,'Educational material only. Diagnosis and treatment plans must be individualized and follow current local policies and clinical guidance.',10,GREY,False,None,0);footer(13) d.core_properties.title='Patient-centred approach to improving adherence at PHC level';d.core_properties.author='Orris';d.save(out);print(out) PY python3 - <<'PY' from docx import Document from pathlib import Path p=Path('/tmp/workspace/patient_centered_adherence_phc/output/Patient_Centered_Approach_Adherence_Comorbidity_PHC.docx');d=Document(p) text='\n'.join(q.text for q in d.paragraphs)+'\n'+'\n'.join(c.text for t in d.tables for r in t.rows for c in r.cells) assert p.exists() and p.stat().st_size>30000 for x in ['PATIENT-CENTRED APPROACH','Step 2: co-produce one prioritized care plan','Practical PHC consultation checklist','Selected references']:assert x in text,x print('Verified',p.name,p.stat().st_size,'bytes',len(d.tables),'tables') PY