Category: uncategorised

  • Health and safety management

    I need you to the recovery for the problems that Written in a table. I have attached 2 documents :

    1- explain the task for project my part number 3 ( task #3 )

    2- project: my classmate finished his par so I need you to do my part.

    • Create a clear recovery table for each problem
    • Keep it clear, concise, and no AI
    • Please use same style tabl

    Requirements:

  • RLMT400 week 1

    see attached, i have included the prompt for background information, respond individually to each student

    Attached Files (PDF/DOCX): RLMT400 week 1 discussion responses.docx

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  • Botany notes neet level

    Sexual reproduction in flowering plant

    Requirements:

  • Research methods and data

    Share your research grant question, method, and proposed data with the class. List at least two alternatives to your proposed methods and data. Why did you choose the one that you did for the assignment? What are the advantages and disadvantages of each option?

    Attached Files (PDF/DOCX): Rubric Assessment – HLSS500 B001 Winter 2026 – APEI.pdf

    Note: Content extraction from these files is restricted, please review them manually.

  • Customer Churn Prediction Using Classification Models

    Goal

    Each group (maximum 2) need to select different classification dataset and compares three data mining models you have already covered, then explains why one works better.

    Software used:

    Excel and Weka.

    Methodology Process is as follows:

    Part A Dataset selection I choose (Telco Customer Churn dataset)

    Each group must pick a dataset that:

    is classification (binary or multi-class)

    is not used by any other group – for my Group is (Telco Customer Churn dataset)

    Different sector: healthcare, marketing, finance, education, cybersecurity, etc my Case (marketing).

    Use Kaggle warehouse to pick your data (uploaded)

    Part B Models to run (must include a baseline)

    Each group must run three models:

    0R or 1R (baseline)

    Naive Bayes

    Decision Tree (e.g., J48/C4.5 in Weka)

    Part C What to report (beyond accuracy)

    Cover page

    Data Description and understanding

    o The size of data, number of records, number of features, the target class, how balanced are the classes.

    Preprocessing

    o Handle missing values (remove or impute must state which)

    Evaluation

    o How you split the data?

    o For each model report: Accuracy, Confusion matrix, Recall, F1, Precision.

    Feature importance / interpretability

    o For Decision Tree:

    provide the top splitting features (root + next level) and

    include a screenshot of the tree or rules

    o For Naive Bayes:

    list the top 5 most informative features (or top conditional probabilities per class, depending on tool)

    Error analysis

    o Provide some error analysis such as which class is most often misclassified?, provide 2-3 possible reasons (data, imbalance, noise, overlap)

    Conclusion

    o Which model is best and why (refer to F1/precision/recall, not only accuracy)

    o One limitation + one improvement idea

    Deliverables

    3-6 pages report (template headings you can enforce)

    Results table comparing the three models

    Screenshots/export from the tool (confusion matrix + tree)

    Dataset reference (source + brief description)

    Data Sources:

    UCI Machine Learning Repository:

    Kaggle Dataset:

    Hint: if you use Excel, below is an important video

    Attached Files (PDF/DOCX): CASE STUDY 1.docx, Syllabus.docx

    Note: Content extraction from these files is restricted, please review them manually.

  • RLMT400 intros

    see attached, respond to each student individually

    Attached Files (PDF/DOCX): RLMT400 introductions.docx

    Note: Content extraction from these files is restricted, please review them manually.

  • Lab 7

    All instructions are in their I need intro, pre questions and sweeter, then calculations, then post questions and then conclusion.

    Attached Files (PDF/DOCX): Lab Activity 7 – Keplers Laws – 1301.docx

    Note: Content extraction from these files is restricted, please review them manually.

  • TLMT331 week 1

    see attached, respond to each student individually

    Attached Files (PDF/DOCX): TLMT331 week 1 discussion responses.docx

    Note: Content extraction from these files is restricted, please review them manually.

  • week 5

    Patient case study (fictional) for BSN students nearing graduation

    Patient ID: MRN 000123456 (fictional) Name: Thomas Riley (Mr. Riley) Age: 68 Sex: Male DOB: 08/14/1957 Date of admission: 02/07/2026 Admission source: ED from home via EMS Code status: Full Code Allergies: Penicillin (rash)

    Presenting complaint: Progressive shortness of breath for 3 days, increased lower-extremity swelling, cough with white sputum, orthopnea (needs 3 pillows), decreased exercise tolerance.

    Past medical history:

    • Chronic heart failure with reduced ejection fraction (HFrEF), diagnosed 5 years ago (EF 30%)
    • Coronary artery disease (stented 3 years ago)
    • Hypertension
    • Chronic obstructive pulmonary disease (COPD), emphysema-predominant
    • Type 2 diabetes mellitus, diet-controlled
    • Chronic kidney disease stage 3a (eGFR ~52 mL/min/1.73 m2)
    • Hyperlipidemia
    • Osteoarthritis of knees

    Surgical history:

    • CABG x1 (no), PCI with stent 3 years ago
    • Left knee arthroscopy

    Social history:

    • Lives with wife in single-level home
    • Retired factory worker
    • Former smoker: 40 pack-year history, quit 5 years ago
    • Alcohol: occasional wine
    • No illicit drug use
    • Support: spouse able to assist; adult daughter nearby

    Home medications (prior to admission):

    • Metoprolol succinate 100 mg PO daily
    • Lisinopril 20 mg PO daily
    • Furosemide 40 mg PO daily (often misses doses)
    • Spironolactone 25 mg PO daily
    • Atorvastatin 40 mg PO nightly
    • Tiotropium inhaler 18 mcg daily
    • Albuterol inhaler PRN (uses 23 times/day)
    • Aspirin 81 mg PO daily
    • Multivitamin

    Allergies: Penicillin rash

    Initial ED assessment / triage vitals:

    • T: 99.1F (37.3C)
    • HR: 110 bpm, regular
    • BP: 160/92 mmHg
    • RR: 26 breaths/min
    • SpO2: 88% on room air, improves to 94% on 4 L/min nasal cannula
    • Pain: 2/10 (chest tightness occasionally)

    Physical exam (on admission):

    • General: Alert, anxious, mild respiratory distress
    • HEENT: No JVD at 30 degrees (note: JVD present when more upright)
    • Lungs: Bilateral crackles at bases, decreased breath sounds with expiratory wheeze; mild use of accessory muscles
    • Cardiac: Tachycardic, S1/S2, S3 present, no murmurs noted
    • Abdomen: Soft, non-tender
    • Extremities: Bilateral pitting edema to mid-shins, cool peripheries
    • Neuro: Alert and oriented x3

    Initial diagnostics:

    • CXR: Cardiomegaly with pulmonary vascular congestion and bilateral interstitial/alveolar edema, small bilateral pleural effusions
    • ECG: Sinus tachycardia, no acute ischemic changes
    • BNP: 1,200 pg/mL (elevated)
    • Troponin I: 0.02 ng/mL (normal)
    • ABG on 4 L NC: pH 7.45, PaCO2 34 mmHg, PaO2 70 mmHg (mild hypoxemia)
    • CBC: WBC 9.8 x10^9/L, Hgb 13.2 g/dL, Hct 39%, Plt 210 x10^9/L
    • BMP: Na 132 mmol/L, K 4.8 mmol/L, Cl 98 mmol/L, HCO3 22 mmol/L, BUN 28 mg/dL, Creatinine 1.4 mg/dL (baseline 1.2), Glucose 150 mg/dL
    • LFTs: within normal limits
    • Echo (prior record): EF 30% (last year)
    • Urinalysis: trace protein, otherwise unremarkable
    • Sputum culture: sent (pending)

    ED course and admitting diagnosis:

    • Primary: Acute decompensated heart failure (HFrEF exacerbation), likely precipitated by missed diuretic doses and possible COPD exacerbation
    • Secondary: COPD exacerbation, volume overload
    • ED treatment: Supplemental oxygen, IV loop diuretic (furosemide 40 mg IV bolus), nebulized albuterol/ipratropium, started on scheduled IV furosemide infusion protocol pending response, placed on telemetry, continuous pulse oximetry.
    • Admitted to telemetry/medical-surgical step-down unit under cardiology.

    Hospital day 1 plan & orders (sample):

    • Continue oxygen titrated to SpO2 92%
    • Furosemide IV 40 mg bolus then 10 mg/hr infusion (adjust per urine output and daily weights)
    • Metoprolol hold until euvolemic and HR <100; resume later per cardiology
    • Continue lisinopril 20 mg PO daily (hold if creatinine rises >30% or K >5.5)
    • Spironolactone hold while on IV diuresis
    • Nebulized albuterol/ipratropium q6h PRN for wheeze
    • VTE prophylaxis: sequential compression devices (consider LMWH once stable)
    • Daily labs: BMP, BNP qAM
    • Strict I&O, daily weight each AM
    • Cardiology consult for HF management and medication titration
    • Respiratory therapy for inhaler technique, nebulizer treatments, pulmonary toilet
    • Diet: cardiac (2 g sodium), diabetic-consistent as needed
    • Education: low-sodium diet, medication adherence, activity tolerance, when to call provider
    • Discharge planning: assess home support, f/up with cardiology & primary care within 1 week, consider home health if needed

    Nursing assessment data (ongoing):

    • Urine output: first 6 hours after IV furosemide bolus: 800 mL; next 12 hours: 1,200 mL
    • Weight: admission 95 kg; prior baseline 90 kg (weight gain 5 kg)
    • Vitals (12 hours after admission): T 98.6F, HR 96, BP 138/84, RR 20, SpO2 93% on 2 L NC
    • Breath sounds: crackles improved slightly; dyspnea decreased from moderate to mild
    • Peripheral edema decreased to ankles (pitting 1+)
    • Blood glucose: 160 mg/dL fasting
    • BMP (12 hours): Na 130, K 4.6, Creatinine 1.45 mg/dL, BUN 30

    Potential and actual nursing diagnoses (examples):

    • Impaired gas exchange related to pulmonary edema and COPD exacerbation as evidenced by SpO2 88% on room air and bilateral crackles.
    • Excess fluid volume related to compromised regulatory mechanism (heart failure) as evidenced by weight gain, peripheral edema, pulmonary congestion, BNP elevated.
    • Activity intolerance related to decreased cardiac output as evidenced by dyspnea on exertion and tachycardia with minimal activity.
    • Risk for electrolyte imbalance related to diuretic therapy as evidenced by diuretic orders and borderline creatinine/BUN elevation.
    • Deficient knowledge regarding disease process and medication adherence related to missed diuretic doses.

    Nursing care plan interventions (examples with rationale and expected outcomes):

    1. Oxygen therapy and respiratory support
    • Intervention: Administer O2 to maintain SpO2 92%; monitor respiratory rate, work of breathing, ABGs.
    • Rationale: Improve oxygenation, decrease work of breathing.
    • Expected outcome: SpO2 92%, RR <22, decreased dyspnea.
    1. Fluid removal and monitoring
    • Intervention: Administer IV furosemide per order; monitor urine output hourly during infusion, record daily weights, assess mucous membranes and skin turgor, monitor electrolytes and renal function qAM.
    • Rationale: Reduce volume overload, prevent renal impairment and electrolyte disturbances.
    • Expected outcome: 0.51.0 kg weight loss/day initially, decreased edema, stable creatinine.
    1. Prevention of complications
    • Intervention: Telemetry monitoring for arrhythmias, fall risk precautions, VTE prophylaxis.
    • Rationale: HF patients at risk for arrhythmias, falls, and thromboembolism.
    • Expected outcome: No arrhythmias requiring emergent intervention, no falls, no DVT.
    1. Medication management and reconciliation
    • Intervention: Reconcile meds, clarify home diuretic adherence, educate on medication purposes and schedule, coordinate with pharmacy for discharge meds (ensure diuretic dosing and potassium monitoring).
    • Rationale: Prevent readmission due to nonadherence and optimize HF regimen.
    • Expected outcome: Patient verbalizes meds and doses, demonstrates inhaler technique.
    1. Education and discharge planning
    • Intervention: Teach low-sodium diet, daily weights, recognition of worsening HF signs (increased SOB, >23 lb overnight gain), when to seek care; arrange follow-up appointments; involve spouse in teaching.
    • Rationale: Early recognition prevents readmission; caregiver involvement improves adherence.
    • Expected outcome: Patient and spouse demonstrate understanding and plan for outpatient follow-up.
    1. Mobility and activity progression
    • Intervention: Encourage graded activity as tolerated, monitor vitals with ambulation, provide rest periods.
    • Rationale: Prevent deconditioning while avoiding cardiac stress.
    • Expected outcome: Activity tolerance improves, HR and BP within acceptable range during activity.

    Progress notes example (Hospital day 2 morning):

    • Subjective: Denies chest pain; reports breathing easier, requires 2 pillows at night now. States will try to take furosemide at home but sometimes forgets.
    • Objective: Vitals stable, SpO2 94% on 2 L NC, RR 18, HR 86, BP 130/78. Lungs: decreased crackles. Urine output last 24 hrs: 2,400 mL. Weight 92 kg (down 3 kg from admission). BMP: Na 131, K 4.4, Creatinine 1.35 mg/dL.
    • Assessment: Responding to diuresis; stable for step-down care. Needs med teaching and discharge planning.
    • Plan: Continue diuretic per protocol, hold spironolactone until assessment by cardiology, schedule cardiology follow-up, begin discharge teaching, consider home diuretic supply and home health for initial medication reconciliation and weight monitoring.

    Lab trends to monitor:

    • Daily BMP (Na, K, Cr, BUN)
    • BNP trends
    • Weight and I&O
    • Oxygenation and ABGs if indicated
    • ECG/Telemetry for arrhythmias
    • Sputum culture results (if infectious etiology suspected)

    Discharge considerations (anticipated if stable by day 34):

    • Transition IV diuretics to oral high-dose furosemide (e.g., 80 mg PO daily or as individualized) with clear instructions and pharmacy reconciliation
    • Reinstate guideline-directed medical therapy (beta-blocker, ACE inhibitor) with cardiology input; titration outpatient
    • Arrange cardiology appointment in 37 days
    • Provide written and teach-back education: low-sodium diet, daily weights, medication schedule, inhaler technique, signs/symptoms requiring immediate care
    • Consider home health for weight, vitals, medication reconciliation for first 12 weeks
    • Provide referral to CHF clinic or heart failure management program

    Student tasks / learning activities (for evaluation):

    1. Perform focused cardiopulmonary assessment and document findings.
    2. Calculate fluid balance for prior 24 hours and interpret significance.
    3. Formulate 3 prioritized nursing diagnoses with supporting data.
    4. Create a 24-hour nursing care plan with specific interventions, rationales, and measurable outcomes.
    5. Demonstrate proper inhaler technique and teach-back with spouse.
    6. Identify potential medication interactions/contraindications (e.g., ACE inhibitor + spironolactone with rising creatinine/K).
    7. Develop discharge teaching checklist and complete a teach-back session (document results).
    8. Recognize signs of worsening HF and when to escalate care.
    9. Interpret BMP trend and suggest nursing actions for abnormal K or creatinine changes.
    10. Communicate change-of-shift report including SBAR to receiving nurse.

    Attached Files (PDF/DOCX): Clinical Course Level 4 DPCD (2).pdf

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  • HR in the News

    Attached Files (PDF/DOCX): Instructions for HR in the News.docx

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