{
  "hospital": {
    "name": "Riyadh Third Health Cluster",
    "region": "Riyadh",
    "bedCapacity": 200,
    "microbiologist": "Dr. Doaa Mohamed Sherif",
    "dataYear": 2025
  },
  "antibiogram": {
    "gramNegative": {
      "overall": {
        "AMK": 0.89,
        "AMC": 0.64,
        "AMP": 0.16,
        "CEPHAZ": 0.52,
        "CPM": 0.75,
        "CTX": 0.59,
        "FOX": 0.55,
        "CAZ": 0.71,
        "CRO": 0.59,
        "CXM": 0.42,
        "CIP": 0.55,
        "LEV": 0.55,
        "GM": 0.85,
        "IPM": 0.79,
        "MEM": 0.79,
        "TGC": 0.89,
        "F": 0.61,
        "TZP": 0.81,
        "TOB": 0.85,
        "SXT": 0.64
      },
      "organisms": {
        "E. coli": {
          "count": 308,
          "sensitivity": {
            "AMK": 0.92,
            "AMC": 0.56,
            "AMP": 0.20,
            "CEPHAZ": 0.65,
            "CPM": 0.78,
            "CTX": 0.65,
            "FOX": 0.58,
            "CAZ": 0.70,
            "CRO": 0.65,
            "CXM": 0.49,
            "CIP": 0.60,
            "LEV": 0.60,
            "GM": 0.91,
            "IPM": 0.95,
            "MEM": 0.95,
            "TGC": 0.94,
            "F": 0.86,
            "TZP": 0.91,
            "TOB": 0.91,
            "SXT": 0.90
          }
        },
        "K. pneumoniae": {
          "count": 323,
          "sensitivity": {
            "AMK": 0.87,
            "AMC": 0.60,
            "AMP": 0.01,
            "CEPHAZ": 0.40,
            "CPM": 0.70,
            "CTX": 0.50,
            "FOX": 0.48,
            "CAZ": 0.70,
            "CRO": 0.50,
            "CXM": 0.34,
            "CIP": 0.51,
            "LEV": 0.51,
            "GM": 0.80,
            "IPM": 0.62,
            "MEM": 0.62,
            "TGC": 0.93,
            "F": 0.53,
            "TZP": 0.70,
            "TOB": 0.80,
            "SXT": 0.51
          }
        },
        "P. aeruginosa": {
          "count": 160,
          "sensitivity": {
            "AMK": 0.80,
            "CAZ": 0.70,
            "CFM": 0.72,
            "CIP": 0.60,
            "GM": 0.77,
            "IPM": 0.80,
            "LVX": 0.60,
            "MEM": 0.80,
            "TOB": 0.80,
            "TZP": 0.75
          }
        },
        "A. baumannii": {
          "count": 51,
          "sensitivity": {
            "AMK": 0.35,
            "CAZ": 0.30,
            "CFM": 0.30,
            "CIP": 0.25,
            "GM": 0.35,
            "IPM": 0.69,
            "LVX": 0.25,
            "MEM": 0.35,
            "TGC": 0.40,
            "TOB": 0.35,
            "SXT": 0.50,
            "TZP": 0.25
          }
        },
        "Proteus mirabilis": {
          "count": 53,
          "sensitivity": {
            "AMK": 0.92,
            "AMC": 0.53,
            "AMP": 0.26,
            "CEPHAZ": 0.45,
            "CPM": 0.85,
            "CTX": 0.85,
            "FOX": 0.72,
            "CAZ": 0.85,
            "CRO": 0.85,
            "CXM": 0.47,
            "CIP": 0.51,
            "LEV": 0.51,
            "GM": 0.81,
            "IPM": 0.85,
            "MEM": 0.85,
            "TGC": 0.38,
            "TZP": 0.87,
            "TOB": 0.81,
            "SXT": 0.87
          }
        },
        "Enterobacter": {
          "count": 4,
          "sensitivity": {}
        },
        "Serratia": {
          "count": 28,
          "sensitivity": {}
        },
        "Citrobacter": {
          "count": 10,
          "sensitivity": {}
        },
        "Salmonella": {
          "count": 6,
          "sensitivity": {}
        }
      }
    },
    "gramPositive": {
      "S. aureus": {
        "count": 184,
        "sensitivity": {
          "AMC": 0.40,
          "AMP": 0.38,
          "PEN": 0.21,
          "CIP": 0.81,
          "CLI": 0.73,
          "ERY": 0.60,
          "GM": 0.87,
          "LVX": 0.82,
          "LZD": 1.00,
          "FOX": 0.45,
          "OXA": 0.45,
          "TET": 0.80,
          "SXT": 0.82,
          "VAN": 1.00,
          "TEICO": 1.00,
          "TGC": 1.00
        }
      },
      "CoNS": {
        "count": 180,
        "sensitivity": {
          "AMC": 0.30,
          "AMP": 0.30,
          "PEN": 0.27,
          "CIP": 0.73,
          "CLI": 0.53,
          "ERY": 0.54,
          "GM": 0.55,
          "LVX": 0.75,
          "LZD": 1.00,
          "FOX": 0.35,
          "OXA": 0.35,
          "TET": 0.60,
          "SXT": 0.85,
          "VAN": 1.00,
          "TEICO": 1.00,
          "TGC": 1.00
        }
      },
      "E. faecalis": {
        "count": 56,
        "sensitivity": {
          "AMP": 0.60,
          "PEN": 0.55,
          "CIP": 0.75,
          "GM": 0.70,
          "LVX": 0.75,
          "LZD": 1.00,
          "TET": 0.25,
          "VAN": 1.00,
          "TEICO": 1.00,
          "TGC": 1.00
        }
      }
    },
    "fungal": {
      "Candida albicans": {
        "count": 34,
        "sensitivity": {
          "FLU": 1.00,
          "ITR": 0.83,
          "AMB": 1.00,
          "CAS": 1.00,
          "5FC": 0.90,
          "VRC": 0.87,
          "MCF": 0.75
        }
      },
      "Candida auris": {
        "count": 15,
        "sensitivity": {}
      },
      "Candida glabrata": {
        "count": 9,
        "sensitivity": {}
      },
      "Candida Tropicalis": {
        "count": 13,
        "sensitivity": {}
      }
    },
    "mdro": {
      "KLEB_ESBL": 0.21,
      "KLEB_CRE": 0.28,
      "ECOLI_ESBL": 0.21,
      "ECOLI_CRE": 0.00,
      "CRPA": 0.20,
      "CRAB": 0.31
    }
  },
  "diagnoses": [
    {
      "id": "cap",
      "name": "Community-Acquired Pneumonia",
      "category": "Respiratory",
      "organisms": ["Streptococcus pneumoniae", "Haemophilus influenzae", "Mycoplasma pneumoniae"],
      "firstLine": {
        "drug": "Amoxicillin-clavulanate",
        "dose": "1g PO q8h",
        "duration": "7 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Ceftriaxone", "dose": "2g IV q24h", "duration": "7 days" },
        { "drug": "Azithromycin", "dose": "500mg PO daily", "duration": "5 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for severe/hospital-acquired pneumonia" }
      ],
      "resistanceData": {
        "Amoxicillin-clavulanate": 0.64,
        "Ceftriaxone": 0.59,
        "Azithromycin": 0.60
      },
      "recommendations": [
        "Send sputum culture before starting antibiotics",
        "Consider CURB-65 score for severity",
        "Review at 48-72 hours",
        "Switch to oral when clinically stable"
      ],
      "specialWarnings": [
        "Renal adjustment: reduce dose if CrCl < 30"
      ]
    },
    {
      "id": "hap",
      "name": "Hospital-Acquired Pneumonia",
      "category": "Respiratory",
      "organisms": ["Klebsiella pneumoniae", "Pseudomonas aeruginosa", "Staphylococcus aureus"],
      "firstLine": {
        "drug": "Piperacillin-Tazobactam",
        "dose": "4.5g IV q8h",
        "duration": "7 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Cefepime", "dose": "2g IV q8h", "duration": "7 days" },
        { "drug": "Levofloxacin", "dose": "750mg IV daily", "duration": "7 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for MDR infections" }
      ],
      "resistanceData": {
        "Piperacillin-Tazobactam": 0.81,
        "Cefepime": 0.75,
        "Levofloxacin": 0.55
      },
      "recommendations": [
        "Send sputum culture and blood cultures",
        "Review at 48-72 hours",
        "De-escalate based on culture results"
      ],
      "specialWarnings": [
        "Renal adjustment required"
      ]
    },
    {
      "id": "vap",
      "name": "Ventilator-Associated Pneumonia",
      "category": "Respiratory",
      "organisms": ["Pseudomonas aeruginosa", "Klebsiella pneumoniae", "Acinetobacter baumannii", "Staphylococcus aureus"],
      "firstLine": {
        "drug": "Meropenem + Vancomycin",
        "dose": "1g IV q8h + 1g IV q12h",
        "duration": "7-8 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Piperacillin-Tazobactam + Vancomycin", "dose": "4.5g IV q8h + 1g IV q12h", "duration": "7-8 days" },
        { "drug": "Cefepime + Vancomycin", "dose": "2g IV q8h + 1g IV q12h", "duration": "7-8 days" }
      ],
      "restricted": [
        { "drug": "Colistin", "reason": "Reserve for MDR Acinetobacter/Pseudomonas" },
        { "drug": "Tigecycline", "reason": "Reserve for MDR Acinetobacter" }
      ],
      "resistanceData": {
        "Meropenem": 0.79,
        "Vancomycin": 1.00,
        "Piperacillin-Tazobactam": 0.81,
        "Cefepime": 0.75
      },
      "recommendations": [
        "Send bronchoalveolar lavage (BAL) or endotracheal aspirate",
        "Monitor for de-escalation at 48-72 hours",
        "Consider shorter duration (7 days) if clinical improvement"
      ],
      "specialWarnings": [
        "CRAB rate: 31% - consider colistin if high risk",
        "CRPA rate: 20% - consider combination therapy"
      ]
    },
    {
      "id": "copd",
      "name": "COPD Exacerbation",
      "category": "Respiratory",
      "organisms": ["Haemophilus influenzae", "Streptococcus pneumoniae", "Moraxella catarrhalis"],
      "firstLine": {
        "drug": "Amoxicillin-clavulanate",
        "dose": "1g PO q8h",
        "duration": "5-7 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Doxycycline", "dose": "100mg PO q12h", "duration": "7 days" },
        { "drug": "Azithromycin", "dose": "500mg PO daily x 3 days", "duration": "3 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Amoxicillin-clavulanate": 0.64,
        "Doxycycline": 0.80,
        "Azithromycin": 0.60
      },
      "recommendations": [
        "Consider viral etiology",
        "Assess severity with GOLD criteria",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Avoid antibiotics if only purulent sputum without other signs"
      ]
    },
    {
      "id": "bronchitis",
      "name": "Acute Bronchitis",
      "category": "Respiratory",
      "organisms": ["Viral (most)", "Streptococcus pneumoniae", "Haemophilus influenzae"],
      "firstLine": {
        "drug": "Supportive care only",
        "dose": "No antibiotics needed",
        "duration": "N/A",
        "route": "N/A"
      },
      "alternatives": [
        { "drug": "Amoxicillin-clavulanate", "dose": "1g PO q8h", "duration": "5 days" },
        { "drug": "Doxycycline", "dose": "100mg PO q12h", "duration": "5 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Amoxicillin-clavulanate": 0.64
      },
      "recommendations": [
        "Antibiotics rarely needed",
        "Symptomatic treatment (cough suppressants, hydration)",
        "Only prescribe if suspicion of bacterial superinfection"
      ],
      "specialWarnings": [
        "Overuse of antibiotics in bronchitis contributes to resistance"
      ]
    },
    {
      "id": "sinusitis",
      "name": "Acute Bacterial Sinusitis",
      "category": "Respiratory",
      "organisms": ["Streptococcus pneumoniae", "Haemophilus influenzae", "Moraxella catarrhalis"],
      "firstLine": {
        "drug": "Amoxicillin-clavulanate",
        "dose": "1g PO q8h",
        "duration": "7 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Doxycycline", "dose": "100mg PO q12h", "duration": "7 days" },
        { "drug": "Levofloxacin", "dose": "500mg PO daily", "duration": "7 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Amoxicillin-clavulanate": 0.64,
        "Levofloxacin": 0.55
      },
      "recommendations": [
        "Symptoms >10 days or severe",
        "Consider CT if recurrent",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Avoid antibiotics if viral etiology suspected"
      ]
    },
    {
      "id": "pharyngitis",
      "name": "Acute Pharyngitis",
      "category": "Respiratory",
      "organisms": ["Streptococcus pyogenes (Group A Strep)", "Viruses"],
      "firstLine": {
        "drug": "Amoxicillin",
        "dose": "500mg PO q8h",
        "duration": "10 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Clarithromycin", "dose": "500mg PO q12h", "duration": "10 days" },
        { "drug": "Clindamycin", "dose": "300mg PO q6h", "duration": "10 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Amoxicillin": 0.38,
        "Clarithromycin": 0.60,
        "Clindamycin": 0.73
      },
      "recommendations": [
        "Use Centor criteria (fever, tonsillar exudate, tender cervical nodes, no cough)",
        "Consider rapid strep test",
        "Culture if negative but high suspicion"
      ],
      "specialWarnings": [
        "Penicillin allergy: use macrolide or clindamycin"
      ]
    },
    {
      "id": "otitis",
      "name": "Acute Otitis Media",
      "category": "Respiratory",
      "organisms": ["Streptococcus pneumoniae", "Haemophilus influenzae", "Moraxella catarrhalis"],
      "firstLine": {
        "drug": "Amoxicillin",
        "dose": "80-90 mg/kg/day PO divided q12h",
        "duration": "10 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Amoxicillin-clavulanate", "dose": "1g PO q8h", "duration": "10 days" },
        { "drug": "Ceftriaxone", "dose": "50mg/kg IM/IV x 3 days", "duration": "3 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Amoxicillin": 0.38,
        "Amoxicillin-clavulanate": 0.64,
        "Ceftriaxone": 0.59
      },
      "recommendations": [
        "Children <2 years: treat immediately",
        "Children >2 years: observation option if mild"
      ],
      "specialWarnings": [
        "Penicillin allergy: use macrolide"
      ]
    },
    {
      "id": "uti",
      "name": "Acute Cystitis (Uncomplicated)",
      "category": "Urinary",
      "organisms": ["Escherichia coli", "Staphylococcus saprophyticus", "Klebsiella pneumoniae"],
      "firstLine": {
        "drug": "Nitrofurantoin",
        "dose": "100mg PO q12h",
        "duration": "5 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Amoxicillin-clavulanate", "dose": "625mg PO q8h", "duration": "5 days" },
        { "drug": "Trimethoprim-Sulfamethoxazole", "dose": "160/800mg PO q12h", "duration": "3 days" }
      ],
      "restricted": [
        { "drug": "Tigecycline", "reason": "Reserve for MDR infections only" }
      ],
      "resistanceData": {
        "Nitrofurantoin": 0.86,
        "Amoxicillin-clavulanate": 0.56,
        "Trimethoprim-Sulfamethoxazole": 0.90,
        "Ciprofloxacin": 0.60
      },
      "recommendations": [
        "Send urine culture if recurrent or complicated",
        "Avoid fluoroquinolones unless resistance documented",
        "Review at 48 hours if no improvement"
      ],
      "specialWarnings": [
        "Nitrofurantoin contraindicated in CrCl < 30",
        "Avoid in pregnancy near term"
      ]
    },
    {
      "id": "pyelo",
      "name": "Acute Pyelonephritis",
      "category": "Urinary",
      "organisms": ["Escherichia coli", "Klebsiella pneumoniae", "Pseudomonas aeruginosa", "Enterococcus"],
      "firstLine": {
        "drug": "Ceftriaxone",
        "dose": "2g IV q24h",
        "duration": "7-14 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Ciprofloxacin", "dose": "500mg PO q12h", "duration": "7-10 days" },
        { "drug": "Amoxicillin-clavulanate", "dose": "1.2g IV q8h", "duration": "7-10 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for ESBL-producing organisms" },
        { "drug": "Piperacillin-Tazobactam", "reason": "Reserve for complicated/MDR infections" }
      ],
      "resistanceData": {
        "Ceftriaxone": 0.59,
        "Ciprofloxacin": 0.55,
        "Amoxicillin-clavulanate": 0.56,
        "Meropenem": 0.95,
        "Piperacillin-Tazobactam": 0.81
      },
      "recommendations": [
        "Send blood cultures and urine culture before antibiotics",
        "Consider IV-to-PO switch after 24-48 hours if improving",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Renal adjustment required for all antibiotics",
        "Consider imaging if no improvement in 72 hours"
      ]
    },
    {
      "id": "cauti",
      "name": "Catheter-Associated UTI",
      "category": "Urinary",
      "organisms": ["Escherichia coli", "Klebsiella pneumoniae", "Pseudomonas aeruginosa", "Enterococcus"],
      "firstLine": {
        "drug": "Ceftriaxone",
        "dose": "2g IV q24h",
        "duration": "7-10 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Piperacillin-Tazobactam", "dose": "4.5g IV q8h", "duration": "7-10 days" },
        { "drug": "Ciprofloxacin", "dose": "500mg PO q12h", "duration": "7-10 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for MDR infections" }
      ],
      "resistanceData": {
        "Ceftriaxone": 0.59,
        "Piperacillin-Tazobactam": 0.81,
        "Ciprofloxacin": 0.55
      },
      "recommendations": [
        "Remove or change catheter",
        "Send urine culture before antibiotics",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Asymptomatic bacteriuria: do not treat"
      ]
    },
    {
      "id": "prostatitis",
      "name": "Acute Prostatitis",
      "category": "Urinary",
      "organisms": ["Escherichia coli", "Klebsiella pneumoniae", "Pseudomonas aeruginosa", "Enterococcus"],
      "firstLine": {
        "drug": "Ciprofloxacin",
        "dose": "500mg PO q12h",
        "duration": "14-21 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Levofloxacin", "dose": "750mg PO daily", "duration": "14 days" },
        { "drug": "Trimethoprim-Sulfamethoxazole", "dose": "160/800mg PO q12h", "duration": "14 days" }
      ],
      "restricted": [],
      "resistanceData": {
        "Ciprofloxacin": 0.55,
        "Levofloxacin": 0.55,
        "Trimethoprim-Sulfamethoxazole": 0.90
      },
      "recommendations": [
        "Send urine culture before antibiotics",
        "Digital rectal exam may be deferred until after antibiotics",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Quinolones have good prostate penetration",
        "Duration: 2-4 weeks"
      ]
    },
    {
      "id": "cellulitis",
      "name": "Cellulitis",
      "category": "Skin/Soft Tissue",
      "organisms": ["Staphylococcus aureus", "Streptococcus pyogenes"],
      "firstLine": {
        "drug": "Cloxacillin",
        "dose": "500mg PO q6h",
        "duration": "7-10 days",
        "route": "Oral"
      },
      "alternatives": [
        { "drug": "Clindamycin", "dose": "600mg IV q8h", "duration": "7-10 days" },
        { "drug": "Cefazolin", "dose": "2g IV q8h", "duration": "7-10 days" }
      ],
      "restricted": [
        { "drug": "Vancomycin", "reason": "Reserve for MRSA or severe infections" },
        { "drug": "Linezolid", "reason": "Reserve for MRSA/VRE infections" }
      ],
      "resistanceData": {
        "Cloxacillin": 0.45,
        "Clindamycin": 0.73,
        "Vancomycin": 1.00
      },
      "recommendations": [
        "Send wound culture if purulent",
        "Mark the border of erythema",
        "Review at 48-72 hours",
        "Consider IV-to-PO switch after 24-48 hours"
      ],
      "specialWarnings": [
        "MRSA rate: 55% - consider vancomycin if severe or no improvement"
      ]
    },
    {
      "id": "dfi",
      "name": "Diabetic Foot Infection",
      "category": "Skin/Soft Tissue",
      "organisms": ["Staphylococcus aureus", "Pseudomonas aeruginosa", "Anaerobes", "GNR"],
      "firstLine": {
        "drug": "Piperacillin-Tazobactam",
        "dose": "4.5g IV q8h",
        "duration": "7-14 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Ciprofloxacin + Metronidazole", "dose": "400mg IV q12h + 500mg IV q8h", "duration": "7-14 days" },
        { "drug": "Vancomycin + Cefepime", "dose": "1g IV q12h + 2g IV q8h", "duration": "7-14 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for MDR infections" },
        { "drug": "Tigecycline", "reason": "Reserve for MDR infections" }
      ],
      "resistanceData": {
        "Piperacillin-Tazobactam": 0.81,
        "Ciprofloxacin": 0.55,
        "Vancomycin": 1.00,
        "Meropenem": 0.79
      },
      "recommendations": [
        "Send deep tissue culture or bone biopsy",
        "Consider surgical debridement",
        "Check HbA1c and optimize glycemic control",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "Renal adjustment required",
        "Consider vascular assessment"
      ]
    },
    {
      "id": "ssi",
      "name": "Surgical Site Infection",
      "category": "Skin/Soft Tissue",
      "organisms": ["Staphylococcus aureus", "GNR", "Enterococcus", "Anaerobes"],
      "firstLine": {
        "drug": "Piperacillin-Tazobactam",
        "dose": "4.5g IV q8h",
        "duration": "7-10 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Vancomycin + Ceftriaxone", "dose": "1g IV q12h + 2g IV q24h", "duration": "7-10 days" },
        { "drug": "Cefepime + Metronidazole", "dose": "2g IV q8h + 500mg IV q8h", "duration": "7-10 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for MDR infections" }
      ],
      "resistanceData": {
        "Piperacillin-Tazobactam": 0.81,
        "Vancomycin": 1.00,
        "Cefepime": 0.75
      },
      "recommendations": [
        "Send wound culture before antibiotics",
        "Consider surgical drainage",
        "Review at 48-72 hours"
      ],
      "specialWarnings": [
        "MRSA rate: 55% - consider vancomycin"
      ]
    },
    {
      "id": "necrotizing",
      "name": "Necrotizing Fasciitis",
      "category": "Skin/Soft Tissue",
      "organisms": ["Streptococcus pyogenes", "Staphylococcus aureus", "Anaerobes", "GNR"],
      "firstLine": {
        "drug": "Piperacillin-Tazobactam + Vancomycin",
        "dose": "4.5g IV q8h + 1g IV q12h",
        "duration": "Surgical dependent",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Cefepime + Vancomycin + Metronidazole", "dose": "2g IV q8h + 1g IV q12h + 500mg IV q8h", "duration": "Surgical dependent" }
      ],
      "restricted": [
        { "drug": "Linezolid", "reason": "Reserve for MRSA" }
      ],
      "resistanceData": {
        "Piperacillin-Tazobactam": 0.81,
        "Vancomycin": 1.00,
        "Cefepime": 0.75
      },
      "recommendations": [
        "Emergency surgical debridement",
        "Send tissue culture and blood cultures",
        "ICU admission",
        "Review daily"
      ],
      "specialWarnings": [
        "Surgical emergency - do not delay surgery",
        "High mortality if delayed"
      ]
    },
    {
      "id": "abscess",
      "name": "Skin Abscess",
      "category": "Skin/Soft Tissue",
      "organisms": ["Staphylococcus aureus", "Anaerobes"],
      "firstLine": {
        "drug": "Incision and drainage (I&D) only",
        "dose": "No antibiotics needed if uncomplicated",
        "duration": "N/A",
        "route": "N/A"
      },
      "alternatives": [
        { "drug": "Clindamycin", "dose": "300mg PO q6h", "duration": "5-7 days" },
        { "drug": "Trimethoprim-Sulfamethoxazole", "dose": "160/800mg PO q12h", "duration": "5-7 days" }
      ],
      "restricted": [
        { "drug": "Vancomycin", "reason": "Reserve for severe infections" }
      ],
      "resistanceData": {
        "Clindamycin": 0.73,
        "Trimethoprim-Sulfamethoxazole": 0.90
      },
      "recommendations": [
        "Incision and drainage is the primary treatment",
        "Antibiotics only if extensive, severe, or immunocompromised",
        "Send culture if purulent"
      ],
      "specialWarnings": [
        "MRSA rate: 55% - consider anti-MRSA antibiotics if needed"
      ]
    },
    {
      "id": "sepsis",
      "name": "Sepsis (Unknown Source)",
      "category": "Bloodstream",
      "organisms": ["Staphylococcus aureus", "Escherichia coli", "Klebsiella pneumoniae", "Pseudomonas aeruginosa"],
      "firstLine": {
        "drug": "Piperacillin-Tazobactam",
        "dose": "4.5g IV q8h",
        "duration": "7-10 days",
        "route": "IV"
      },
      "alternatives": [
        { "drug": "Ceftriaxone + Vancomycin", "dose": "2g IV q24h + 1g IV q12h", "duration": "7-10 days" },
        { "drug": "Cefepime + Vancomycin", "dose": "2g IV q8h + 1g IV q12h", "duration": "7-10 days" }
      ],
      "restricted": [
        { "drug": "Meropenem", "reason": "Reserve for ESBL/MDR infections" },
        { "drug": "Colistin", "reason": "Reserve for MDR Acinetobacter/Pseudomonas" }
      ],
      "resistanceData": {
        "Piperacillin-Tazobactam": 0.81,
        "Ceftriaxone": 0.59,
        "Vancomycin": 1.00,
        "Cefepime": 0.75,
        "Meropenem": 0.79
      },
      "recommendations": [
        "Send blood cultures (2 sets) before antibiotics",
        "Administer antibiotics within 1 hour",
        "Source control if identified",
        "Review at 48-72 hours",
        "De-escalate based on culture results"
      ],
      "specialWarnings": [
        "Vancomycin trough: 10-15 mcg/mL",
        "Renal adjustment required for all antibiotics",
        "Consider MDRO risk factors"
      ]
    },
    {
      "id": "severe_sepsis",
      "name": "Severe Sepsis / Septic Shock",
      "category": "Bloodstream",
      "organisms": ["Staphylococcus aureus", "Escherichia coli", "Klebsiella