Table 3 Non-zero coefficients of ICD and CCI codes in best performing model
ICD or CCI Code | Coefficient | Description |
|---|---|---|
T827 | 5.796482 | Infection and inflammatory reaction due to other cardiac and vascular devices, implants and grafts |
Z4501 | 4.644129 | Encounter for adjustment and management of cardiac pacemaker |
K635 | 3.679172 | Polyp of colon |
A41 | − 3.49229 | Other sepsis |
Y831 | 2.765935 | Surgical operation with implant of artificial internal device as the cause of abnormal reaction of the patient, or of later complication, without mention of misadventure at the time of the procedure |
I50 | − 2.74143 | Heart failure |
1HZ53GRFU | 2.560292 | Implantation of internal device, heart NEC, cardiac resynchronization therapy defibrillator, percutaneous transluminal approach |
Z9500 | − 2.49368 | Presence of cardiac pacemaker |
1HZ55 | 2.484518 | Removal of device, heart NEC |
I25 | 2.328524 | Chronic ischemic heart disease |
Z950 | 2.304491 | Presence of cardiac pacemaker |
2NK70BA | 1.828463 | Inspection, small intestine, using endoscopic per orifice (or via stoma) |
T81 | 1.564795 | Complications of procedures, not elsewhere classified |
1HD55 | 1.499127 | Removal of device, endocardium |
N189 | 1.459065 | Chronic kidney disease, unspecified |
T8279 | 1.440367 | Infection and inflammatory reaction due to other and unspecified cardiac and vascular devices, implants and grafts |
1IS53 | 1.412757 | Implantation of internal device, vena cava (superior and inferior) |
1YY87 | − 1.34526 | Excision partial, skin of surgically constructed sites |
Y832 | − 1.21964 | Surgical operation with anastomosis, bypass or graft as the cause of abnormal reaction of the patient, or of later complication, without mention of misadventure at the time of the procedure |
I44 | − 1.19129 | Atrioventricular and left bundle-branch block |
T810 | 1.143426 | Haemorrhage and haematoma complicating a procedure, not elsewhere classified |
L022 | 1.066629 | Cutaneous abscess, furuncle and carbuncle of trunk |
1IS53GRLF | 0.981519 | Implantation of internal device, vena cava (superior and inferior), non-tunnelled central venous catheter, percutaneous transluminal approach |
1HZ53 | 0.978848 | Implantation of internal device, heart NEC |
E119 | 0.851433 | Type 2 diabetes mellitus without complications |
T821 | − 0.81777 | Mechanical complication of cardiac electronic device |
1HB55LAJA | 0.723747 | Removal of device, epicardium, of pacemaker/defibrillator leads and open approach |
N39 | − 0.5671 | Other disorders of urinary system |
T813 | 0.562346 | Disruption of wound, not elsewhere classified |
I4800 | − 0.55427 | Paroxysmal atrial fibrillation |
1HZ55GPFS | 0.449912 | Removal of device, heart NEC, cardioverter/defibrillator, percutaneous transluminal approach |
2NK70BABJ | 0.435566 | Inspection, small intestine, using endoscopic per orifice (or via stoma) and colonoscope |
1GV52 | − 0.35724 | Drainage, pleura |
1IS53GR | 0.328088 | Implantation of internal device, vena cava (superior and inferior), percutaneous transluminal approach |
R57 | − 0.22109 | Shock, not elsewhere classified |
N17 | − 0.21512 | Acute kidney failure |
1HB55 | 0.162474 | Removal of device, epicardium |
1HZ53GRNM | 0.149551 | Implantation of internal device, heart NEC, single chamber rate responsive pacemaker, percutaneous transluminal approach |
B956 | 0.134421 | Staphylococcus aureus as the cause of diseases classified elsewhere |
Z515 | − 0.12278 | Encounter for palliative care |
I42 | 0.110606 | Cardiomyopathy |
T82 | − 0.09459 | Complications of cardiac and vascular prosthetic devices, implants and grafts |
1HB55LA | 0.087532 | Removal of device, epicardium, of pacemaker/defibrillator leads |
1NM87BA | 0.07593 | Excision partial, large intestine, endoscopic per orifice approach |
1YY87LA | − 0.05065 | Excision partial, skin of surgically constructed sites, using open (excisional) approach |
I48 | − 0.04421 | Atrial fibrillation and flutter |
1GV52HA | − 0.00726 | Drainage, pleura, using percutaneous (needle) approach |