Best predictors of end point using random forest

Best predictors using univariate logistic regression

term estimate std.error statistic p.value
eqco2_rest -2.330254e-01 8.947979e-02 -2.604224e+00 0.009208264
vd_vt_at -1.222322e+01 4.705899e+00 -2.597425e+00 0.009392559
vd_vt_maxload -1.324462e+01 5.542342e+00 -2.389716e+00 0.016861420
physical_activity_before_mi_small1 1.419817e+00 6.147976e-01 2.309406e+00 0.020921079
eqco2_at -1.789762e-01 8.626343e-02 -2.074763e+00 0.038008520
petco2_rest 1.447371e-01 7.366009e-02 1.964932e+00 0.049422075
end_syst_press_dif -3.694169e-02 1.888132e-02 -1.956521e+00 0.050403864
dbp_maxload 4.264332e-02 2.193471e-02 1.944102e+00 0.051883093
lvedv_index_rest_ml_m2 4.110213e-02 2.142805e-02 1.918146e+00 0.055092494
dt_rest_ms 8.096686e-03 4.248655e-03 1.905706e+00 0.056688393
lvesv_peak_minus_rest -3.854418e-02 2.056050e-02 -1.874671e+00 0.060837930
no_st_reduction_in_stemi1 1.757858e+00 9.577272e-01 1.835447e+00 0.066439412
physical_activity_before_mi_moderate1 -1.029619e+00 5.644212e-01 -1.824204e+00 0.068121259
fev1_ivc_pred 2.355033e-01 1.312036e-01 1.794945e+00 0.072662513
sbp_co_peak_mmhg_l_min -1.144112e-01 6.448525e-02 -1.774223e+00 0.076026321
lvedv_rest_ml 1.629426e-02 9.326836e-03 1.747030e+00 0.080632169
lvedv_index_peak_ml_m2_a 3.547994e-02 2.078698e-02 1.706834e+00 0.087852853
lvedv_peak_ml 1.701866e-02 1.006294e-02 1.691222e+00 0.090794446
peto2_rest -7.191810e-02 4.299289e-02 -1.672791e+00 0.094368513
ef_peak_minus_rest 5.036825e-02 3.016184e-02 1.669933e+00 0.094932670
vti_peak_minus_rest 1.422769e-01 8.563453e-02 1.661443e+00 0.096624426
lvot_vti_peak_cm 1.048860e-01 6.419298e-02 1.633917e+00 0.102276276
age_mi -3.981346e-02 2.450020e-02 -1.625026e+00 0.104157021
mi_age -3.981346e-02 2.450020e-02 -1.625026e+00 0.104157021
age -3.981346e-02 2.450020e-02 -1.625026e+00 0.104157021
hr_max_pred_bpm 3.967632e-02 2.459019e-02 1.613502e+00 0.106635453
sv_peak_minus_rest 3.686233e-02 2.291352e-02 1.608759e+00 0.107669022
stemi_inf1 9.343092e-01 5.813199e-01 1.607220e+00 0.108006036
number_arteries_71_891 9.118364e-01 5.714782e-01 1.595575e+00 0.110583675
lvesv_index_rest_ml_m2 4.755218e-02 2.991404e-02 1.589627e+00 0.111918830
act_ms -2.066316e-02 1.300081e-02 -1.589374e+00 0.111975993
lvesv_bp_rest_ml 2.279526e-02 1.465262e-02 1.555713e+00 0.119776379
sm_rv_rest_cm_s 1.999418e-01 1.286611e-01 1.554020e+00 0.120179729
dect_ms 5.942669e-03 3.905981e-03 1.521428e+00 0.128152505
gfr_cg_discharge_merged 1.366354e-02 9.001984e-03 1.517836e+00 0.129055653
mr_mild_pea1 8.888201e-01 5.862284e-01 1.516167e+00 0.129477181
esp_esv_rest -3.456207e-01 2.285375e-01 -1.512315e+00 0.130453820
rer_at 4.315122e+00 2.960661e+00 1.457486e+00 0.144982353
sm_rv_peak_re 8.430945e-02 5.838439e-02 1.444041e+00 0.148727473
eqo2_rest -8.445631e-02 5.852996e-02 -1.442959e+00 0.149032154
rehab 1.151455e+00 8.028242e-01 1.434255e+00 0.151499475
pci_segment_61 -1.151455e+00 8.028242e-01 -1.434255e+00 0.151499475
end_syst_press_peak -1.967184e-02 1.405716e-02 -1.399418e+00 0.161687775
sbp_maxload -1.770465e-02 1.265144e-02 -1.399418e+00 0.161687775
pulm_trunk_diam_mm 1.170821e-01 8.391671e-02 1.395218e+00 0.162950135
a_rest_m_sec 1.888939e+00 1.359768e+00 1.389163e+00 0.164783190
sv_peak_ml 1.893094e-02 1.371734e-02 1.380073e+00 0.167564084
eqco2_maxload -1.136334e-01 8.323110e-02 -1.365275e+00 0.172166558
planned_pci_non_mi_artery_before_cpet1 -1.446919e+00 1.078420e+00 -1.341703e+00 0.179692294
smoking_past1 9.444616e-01 7.117680e-01 1.326923e+00 0.184534027
ve_perc_pred -2.592448e-02 1.955193e-02 -1.325929e+00 0.184863115
number_arteries_50_701 -1.428854e+00 1.080542e+00 -1.322349e+00 0.186051906
e_m_s 1.939704e+00 1.478900e+00 1.311585e+00 0.189660189
dvo2_dwr -1.648180e-01 1.261487e-01 -1.306537e+00 0.191369989
wbc_discharge -1.886914e-01 1.451412e-01 -1.300054e+00 0.193582569
mr_mild_rest1 7.548407e-01 5.867393e-01 1.286501e+00 0.198268234
vd_vt_rest -4.916958e+00 3.886930e+00 -1.264998e+00 0.205872093
cardiac_power_output_peak 4.758360e-01 3.771316e-01 1.261724e+00 0.207048084
abciximab1 1.029619e+00 8.172252e-01 1.259897e+00 0.207706606
tv_trpg_mm_hg -2.929609e-01 2.340981e-01 -1.251445e+00 0.210772212
nitrates_discharge1 1.287854e+00 1.039106e+00 1.239387e+00 0.215202281
bf_pred 2.462971e-01 1.989136e-01 1.238211e+00 0.215637667
br_rest 7.942697e-02 6.415129e-02 1.238120e+00 0.215671734
timi_number_culprit_lesion_before_pci3 7.525706e-01 6.146113e-01 1.224466e+00 0.220776520
diuretic_discharge1 -8.403048e-01 6.906672e-01 -1.216657e+00 0.223734913
cardiac_power_output_rest 1.151332e+00 9.594802e-01 1.199954e+00 0.230157157
petco2_at 7.282997e-02 6.084566e-02 1.196962e+00 0.231321208
br_maxload 2.814436e-02 2.356144e-02 1.194509e+00 0.232278744
grace_score_risk_in_hospitalization_percent -1.923263e-01 1.618428e-01 -1.188353e+00 0.234694463
am_ivs_rest_cm_s 1.879490e-01 1.585972e-01 1.185071e+00 0.235989209
grace_score_risk_in_hospitalization -1.163826e-02 9.913599e-03 -1.173969e+00 0.240407266
ve_rest -1.012090e-01 8.632911e-02 -1.172363e+00 0.241051452
other_narrowings_more_501 -6.286087e-01 5.426272e-01 -1.158454e+00 0.246678806
a_m_s 1.392829e+00 1.233298e+00 1.129353e+00 0.258748891
dbp_rest_mmhg 3.591162e-02 3.299640e-02 1.088350e+00 0.276440720
co_peak_l_min 1.031466e-01 9.577599e-02 1.076956e+00 0.281499749
tnt_max -1.483631e-04 1.382652e-04 -1.073032e+00 0.283256655
cardiac_index_peak 1.971281e-01 1.855393e-01 1.062460e+00 0.288026889
hr_at_bpm 2.752225e-02 2.625001e-02 1.048466e+00 0.294423856
lax_lvedd_mm 5.080957e-02 4.889631e-02 1.039129e+00 0.298744774
co_rest_l_min 2.259493e-01 2.218211e-01 1.018611e+00 0.308387801
esp_esv_peak -8.222166e-02 8.108240e-02 -1.014051e+00 0.310558613
fev1_act 3.532977e-01 3.495127e-01 1.010830e+00 0.312098018
stemi_lat1 7.884574e-01 7.862453e-01 1.002813e+00 0.315950892
ve_o2_slope -4.329666e-02 4.325492e-02 -1.000965e+00 0.316843714
load_at_watts 1.247717e-02 1.267354e-02 9.845052e-01 0.324867195
ef_peak_percent 2.554056e-02 2.609487e-02 9.787577e-01 0.327699733
stami_ant1 -7.942433e-01 8.128335e-01 -9.771291e-01 0.328505245
bmi 6.443574e+02 6.605950e+02 9.754197e-01 0.329352103
eqo2_at -6.858802e-02 7.101627e-02 -9.658072e-01 0.334140678
cardiac_power_output_dif 4.389944e-01 4.581883e-01 9.581091e-01 0.338007724
cardiac_index_rest 4.292702e-01 4.489226e-01 9.562232e-01 0.338959470
hr_admission -1.879980e-02 1.985055e-02 -9.470666e-01 0.343604865
ticagrelor_discharge1 5.186765e-01 5.481851e-01 9.461705e-01 0.344061654
eqo2_maxload -4.835162e-02 5.141317e-02 -9.404522e-01 0.346985660
fev1_proc_pred 1.624600e-02 1.730748e-02 9.386689e-01 0.347900742
tr_mild_rest1 -5.500463e-01 5.885298e-01 -9.346108e-01 0.349988901
exercise_card_power -7.142049e-05 7.653082e-05 -9.332252e-01 0.350703688
syst_vasc_resistance_peak -1.133247e-03 1.220360e-03 -9.286167e-01 0.353087780
pci_segment_81 8.649974e-01 9.557076e-01 9.050858e-01 0.365419921
x4c_lvedd_mm 4.737854e-02 5.284586e-02 8.965422e-01 0.369963250
htn1 5.596158e-01 6.296256e-01 8.888072e-01 0.374106694
arb_discharge1 -9.614112e-01 1.096814e+00 -8.765494e-01 0.380731460
timi_number_culprit_lesion_before_pci2 -9.903986e-01 1.131754e+00 -8.751002e-01 0.381519364
significant_bleeding_past1 1.244324e+00 1.440754e+00 8.636616e-01 0.387773796
cath_sign_changes_but_medical_therapy1 1.244324e+00 1.440754e+00 8.636616e-01 0.387773796
double_prodact_peak -6.019179e-05 7.077354e-05 -8.504845e-01 0.395055795
sbp_co_dif_mmhg_l_min -4.239136e-02 4.990429e-02 -8.494532e-01 0.395629152
lax_rvedd_mm 6.507120e-02 7.852863e-02 8.286303e-01 0.407313653
ve_vco2_slope -5.199832e-02 6.328515e-02 -8.216512e-01 0.411275451
rap_mmhg -2.329965e-01 2.840144e-01 -8.203686e-01 0.412006025
tv_rvsp_mm_hg -1.157683e+00 1.431280e+00 -8.088446e-01 0.418604566
hr_rest_bpm 2.250958e-02 2.798825e-02 8.042512e-01 0.421251912
hr_proc_pred_peak -2.571856e-02 3.202222e-02 -8.031474e-01 0.421889523
chron_index -1.499008e-02 1.878623e-02 -7.979289e-01 0.424911752
cardiac_index_peak_minus_rest 1.763128e-01 2.244428e-01 7.855578e-01 0.432126607
map_rest 2.342218e-02 3.002005e-02 7.802177e-01 0.435262741
co_peak_minus_rest 9.102441e-02 1.170370e-01 7.777406e-01 0.436721944
pci_segment_21 5.877867e-01 7.649738e-01 7.683749e-01 0.442264487
x4c_ra_mm -4.265197e-02 5.587047e-02 -7.634081e-01 0.445220035
edv_e_e_ratio_rest 2.974505e-02 4.093015e-02 7.267271e-01 0.467393168
sheet_1_weight 1.377561e-02 1.902413e-02 7.241124e-01 0.468996761
sheet_2_weight 1.377561e-02 1.902413e-02 7.241124e-01 0.468996761
rer_rest 1.588597e+00 2.201723e+00 7.215246e-01 0.470586815
wms_sume_peak 6.954127e-02 9.742823e-02 7.137692e-01 0.475369928
wmsi_peak 1.112660e+00 1.558852e+00 7.137692e-01 0.475369928
clopidogrel_discharge1 -3.852937e-01 5.481850e-01 -7.028535e-01 0.482147047
wms_sume_rest 5.112166e-02 7.282259e-02 7.020028e-01 0.482677409
wmsi_rest 8.179466e-01 1.165161e+00 7.020028e-01 0.482677409
ivc_proc_pred 1.400041e-02 1.997608e-02 7.008585e-01 0.483391311
vo2_max_pred_l_min 2.572234e-01 3.782448e-01 6.800448e-01 0.496476118
oues 1.774446e+01 2.613042e+01 6.790727e-01 0.497091773
exercise_time_sec 1.050818e-02 1.553147e-02 6.765734e-01 0.498676656
ve_maxpred 7.858115e-03 1.164495e-02 6.748087e-01 0.499797317
vco2_max_pred_l_min 2.314329e-01 3.439586e-01 6.728509e-01 0.501042175
creatinine_discharge -1.208416e+00 1.813722e+00 -6.662633e-01 0.505242807
number_arteries_71_892 8.472979e-01 1.278640e+00 6.626554e-01 0.507551250
map_peak 1.666573e-02 2.578076e-02 6.464407e-01 0.517994011
sbp_co_rest_mmhg_l_min -2.847675e-02 4.445726e-02 -6.405421e-01 0.521820236
tr_mild_peak1 -3.566749e-01 5.644211e-01 -6.319306e-01 0.527432247
vo2_rest_l_min 1.238902e+00 1.989146e+00 6.228314e-01 0.533395302
ivc_act 2.122424e-01 3.413126e-01 6.218417e-01 0.534045934
am_lat_rest_cm_s -6.381722e-02 1.033433e-01 -6.175262e-01 0.536887689
another_pci_before_cpet1 5.596158e-01 9.112391e-01 6.141262e-01 0.539131966
pci_segment_11 5.596158e-01 9.112391e-01 6.141262e-01 0.539131966
em_ivs_peak_cm_s -5.869848e-02 9.625010e-02 -6.098537e-01 0.541958717
sm_lat_rest_cm_s 6.216934e-02 1.030216e-01 6.034593e-01 0.546203191
vo2_co_dif -4.925278e+00 8.163501e+00 -6.033292e-01 0.546289707
vco2_at_l_min 5.986410e-01 9.923606e-01 6.032494e-01 0.546342761
fev1_vc_perc_pred -8.338150e-03 1.393222e-02 -5.984795e-01 0.549520047
bf_rest -2.918695e-02 4.903620e-02 -5.952124e-01 0.551701495
br_at 1.933797e-02 3.298266e-02 5.863070e-01 0.557669211
ef_rest_prec -1.684155e-02 2.896439e-02 -5.814572e-01 0.560932344
esp_esv_dif -5.088559e-02 8.864239e-02 -5.740548e-01 0.565930719
cancer_now_past1 -6.359888e-01 1.115351e+00 -5.702139e-01 0.568532619
mr_moderate_peak1 -6.359888e-01 1.115351e+00 -5.702139e-01 0.568532619
trpg_peak_above_40_mmhg1 -4.700036e-01 8.261355e-01 -5.689183e-01 0.569411564
acei_discharge1 4.700036e-01 8.261355e-01 5.689183e-01 0.569411564
sex1 -3.171480e-01 5.574833e-01 -5.688923e-01 0.569429231
sex_m -3.171480e-01 5.574833e-01 -5.688923e-01 0.569429231
x4c_la_mm 2.708110e-02 4.774325e-02 5.672236e-01 0.570562276
ve_maxload -1.372555e-02 2.457538e-02 -5.585083e-01 0.576497352
sv_rest_ml 1.019531e-02 1.828112e-02 5.576962e-01 0.577051855
vo2_at_l_min 5.352839e-01 9.779017e-01 5.473801e-01 0.584117654
vt_rest -5.651943e-01 1.045369e+00 -5.406650e-01 0.588738525
ar_mild1 3.566749e-01 6.644005e-01 5.368373e-01 0.591380030
pci_segment_121 3.566749e-01 6.644005e-01 5.368373e-01 0.591380030
nstemi1 -2.898349e-01 5.401301e-01 -5.366021e-01 0.591542495
lvot_vti_rest_cm 4.525556e-02 8.447033e-02 5.357569e-01 0.592126574
load_max_pred_watts 2.771028e-03 5.284969e-03 5.243225e-01 0.600054256
syst_vasc_resistance_rest -3.886766e-04 7.855690e-04 -4.947708e-01 0.620761905
fev1_pred 1.994480e-01 4.046705e-01 4.928653e-01 0.622107784
lax_ivsd_mm 8.139047e-02 1.664030e-01 4.891166e-01 0.624759143
bsa 7.022970e-01 1.447907e+00 4.850428e-01 0.627646005
tapse_mm 3.480570e-02 7.178979e-02 4.848280e-01 0.627798389
max_load_vo2_perc_pred -7.448304e-03 1.557864e-02 -4.781100e-01 0.632571943
o2_pulse_maxload 2.851949e-02 6.039933e-02 4.721823e-01 0.636796670
vo2_co_rest 4.628739e+00 9.829539e+00 4.709010e-01 0.637711466
number_arteries_less_501 2.719337e-01 5.799220e-01 4.689143e-01 0.639130897
x4c_rvedd_bas_mm 2.250829e-02 4.890920e-02 4.602057e-01 0.645368581
smoking_now1 -2.513144e-01 5.487312e-01 -4.579918e-01 0.646958303
dbp_admission 1.080043e-02 2.417238e-02 4.468088e-01 0.655013093
peto2_at -1.734598e-02 3.912676e-02 -4.433278e-01 0.657528624
em_lat_peak_cm_s 3.616477e-02 8.160407e-02 4.431736e-01 0.657640189
dm_igt1 -2.623643e-01 5.932308e-01 -4.422634e-01 0.658298619
lax_la_mm 2.723838e-02 6.167924e-02 4.416134e-01 0.658769004
circ_power -1.087684e-04 2.513491e-04 -4.327383e-01 0.665204924
peto2_maxload -1.652770e-02 3.884216e-02 -4.255094e-01 0.670465399
af_past1 5.340825e-01 1.255414e+00 4.254234e-01 0.670528049
mr_moderate1 5.340825e-01 1.255414e+00 4.254234e-01 0.670528049
bb_discharge1 3.448405e-01 8.325976e-01 4.141742e-01 0.678746501
mr_mild1 -2.348396e-01 5.762628e-01 -4.075217e-01 0.683624879
lax_ao_mm 2.497291e-02 6.267169e-02 3.984719e-01 0.690282346
tapse_rest_cm -3.681957e-01 9.540808e-01 -3.859166e-01 0.699558412
eptifibatide1 -4.353181e-01 1.130047e+00 -3.852214e-01 0.700073420
worsening_mr_peakTRUE -4.353181e-01 1.130047e+00 -3.852214e-01 0.700073420
cab_discharge1 2.340726e-01 6.083504e-01 3.847661e-01 0.700410704
fh_cad1 -2.177235e-01 5.661316e-01 -3.845811e-01 0.700547820
o2_pulse_max_pred 2.311444e-02 6.164410e-02 3.749661e-01 0.707685699
sm_ivs_rest_cm_s 6.444375e-02 1.801964e-01 3.576306e-01 0.720619794
bf_maxload -1.787961e-02 5.159392e-02 -3.465448e-01 0.728933305
dbp_at_mmhg 1.083955e-02 3.174721e-02 3.414332e-01 0.732777515
sm_equation_peak_minus_rest -4.440767e-02 1.306641e-01 -3.398612e-01 0.733961031
timi_number_culprit_lesion_before_pci1 -2.972515e-01 8.839222e-01 -3.362870e-01 0.736654480
ve_at -1.671888e-02 5.074755e-02 -3.294520e-01 0.741814087
vt_pred -1.707560e-01 5.283860e-01 -3.231653e-01 0.746570094
o2_pulse_at 2.810496e-02 8.729288e-02 3.219617e-01 0.747481736
tapse_peak_minus_rest 1.856322e-01 5.885398e-01 3.154115e-01 0.752449241
vo2_maxload_l_min 1.547633e-01 5.006809e-01 3.091056e-01 0.757241166
tr_mild1 -1.670541e-01 5.540991e-01 -3.014877e-01 0.763042609
e_e_prime_peak_minus_rest 2.690152e-02 8.946952e-02 3.006780e-01 0.763660012
fev1_ivc_act -5.272010e-03 1.795284e-02 -2.936589e-01 0.769018569
lvef_percent 9.684912e-03 3.305712e-02 2.929751e-01 0.769541189
e_rest_m_sec 4.309834e-01 1.476587e+00 2.918782e-01 0.770379773
number_arteries_50_702 3.629055e-01 1.258666e+00 2.883256e-01 0.773097528
vco2_maxload_l_min 1.281656e-01 4.535852e-01 2.825611e-01 0.777513284
rbc_discahrge 1.552777e-01 5.613859e-01 2.765971e-01 0.782089466
lvedv_peak_minus_rest -4.191694e-03 1.538651e-02 -2.724265e-01 0.785294128
pci_segment_71 -1.466035e-01 5.672477e-01 -2.584470e-01 0.796061934
sbp_admission 3.213640e-03 1.255505e-02 2.559640e-01 0.797978637
pr_mild1 -1.541507e-01 6.405599e-01 -2.406499e-01 0.809826479
o2_pulse_rest 2.977929e-02 1.363212e-01 2.184495e-01 0.827078917
hld1 -1.335314e-01 6.523761e-01 -2.046847e-01 0.837818484
vo2_at_l_kg_min 1.719787e+01 8.434175e+01 2.039070e-01 0.838426192
number_arteries_more_901 -1.177830e-01 5.803495e-01 -2.029519e-01 0.839172628
end_syst_press_rest 3.714683e-03 1.862489e-02 1.994473e-01 0.841912877
sbp_rest_mmhg 3.343215e-03 1.676240e-02 1.994473e-01 0.841912877
lvot_diam_aver 3.367193e-01 1.703527e+00 1.976601e-01 0.843311009
vco2_rest_l_min 4.567663e-01 2.371565e+00 1.926012e-01 0.847271292
vt_at 1.180915e-01 6.663725e-01 1.772154e-01 0.859339215
vo2_co_peak -1.049551e+00 6.120151e+00 -1.714911e-01 0.863837654
new_mr_mod_peak1 -1.941560e-01 1.151816e+00 -1.685651e-01 0.866138702
cad1 -1.941560e-01 1.151816e+00 -1.685651e-01 0.866138702
copd_asthma1 -1.941560e-01 1.151816e+00 -1.685651e-01 0.866138702
pci_segment_111 -1.941560e-01 1.151816e+00 -1.685651e-01 0.866138702
timi_3_culprit_lesion_before_pci1 1.941560e-01 1.151816e+00 1.685651e-01 0.866138702
lvedv_index_peak_ml_m2_b 5.104575e-03 3.052776e-02 1.672109e-01 0.867204086
sbp_at_mmhg -1.923059e-03 1.161070e-02 -1.656282e-01 0.868449591
lvesv_peak_ml 2.596242e-03 1.606269e-02 1.616318e-01 0.871595791
s_ivs_peak_cm_s 2.199895e-02 1.395055e-01 1.576924e-01 0.874699184
em_ivs_rest_cm_s -1.957587e-02 1.267447e-01 -1.544512e-01 0.877253952
e_e_prime_rest -1.564118e-02 1.027335e-01 -1.522500e-01 0.878989720
ivc_pred 4.418367e-02 2.961586e-01 1.491893e-01 0.881404298
load_max_watts 1.247168e-03 8.687352e-03 1.435614e-01 0.885846838
syst_vasc_resistance_dif -1.160074e-04 8.556840e-04 -1.355727e-01 0.892159098
exercise_time_min -1.443827e-02 1.121844e-01 -1.287012e-01 0.897594080
hgb_discharge 2.426137e-02 2.124892e-01 1.141769e-01 0.909097527
culprit_lesion_segmeng -1.282850e-02 1.132985e-01 -1.132274e-01 0.909850253
vt_proc_pred 2.039647e-03 1.841528e-02 1.107584e-01 0.911807915
number_arteries_blocked 5.074878e-02 4.678033e-01 1.084832e-01 0.913612441
e_prime_aver_rest_cm_s -1.117149e-02 1.171678e-01 -9.534608e-02 0.924039944
timi_2_culprit_lesion_before_pci1 1.112256e-01 1.187307e+00 9.367890e-02 0.925364228
petco2_maxload 3.995933e-03 4.776755e-02 8.365372e-02 0.933331755
wmsi -6.356954e-02 7.738254e-01 -8.214971e-02 0.934527661
tapse_peak_cm 3.899686e-02 5.369622e-01 7.262498e-02 0.942104551
ar_rest1 -5.505978e-02 8.510136e-01 -6.469906e-02 0.948413614
ar_peak1 -5.505978e-02 8.510136e-01 -6.469906e-02 0.948413614
hct_discharge 4.670792e-03 7.233915e-02 6.456797e-02 0.948517986
height -1.876619e-03 3.004390e-02 -6.246255e-02 0.950194481
map_dif -1.556487e-03 2.688460e-02 -5.789512e-02 0.953832168
rer_maxload 1.695360e-01 2.965033e+00 5.717847e-02 0.954403032
vent_power 8.860790e-03 1.573126e-01 5.632599e-02 0.955082118
e_prime_aver_peak_cm_s -5.290192e-03 9.841978e-02 -5.375131e-02 0.957133305
lax_pw_mm 8.414033e-03 1.654531e-01 5.085448e-02 0.959441481
exercise_time_sec_total -8.727312e-05 1.855727e-03 -4.702906e-02 0.962490063
physical_activity_before_mi_high1 -2.752467e-02 5.991677e-01 -4.593818e-02 0.963359522
vo2_maxload_l_kg_min 2.248637e+00 4.958846e+01 4.534597e-02 0.963831546
em_lat_rest_cm_s -3.323691e-03 9.034222e-02 -3.679000e-02 0.970652445
bf_at -2.131408e-03 6.288894e-02 -3.389162e-02 0.972963575
hr_maxload_bpm 4.560599e-04 1.866564e-02 2.443313e-02 0.980507125
am_ivs_peak_cm_s 2.251384e-03 1.053536e-01 2.136978e-02 0.982950683
ms_mild_rest1 1.682720e+01 1.455398e+03 1.156193e-02 0.990775123
ms_mild_peak1 1.682720e+01 1.455398e+03 1.156193e-02 0.990775123
ramp3 1.682720e+01 1.455398e+03 1.156193e-02 0.990775123
cabg_before_cpet1 1.682720e+01 1.455398e+03 1.156193e-02 0.990775123
lm_less_501 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
trpg_rest_more_30_mmhg1 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
mr_moderate_rest1 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
rbbb1 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
pci1 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
pulmonary_vascular_congestion1 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
killip_21 -1.541339e+01 1.385378e+03 -1.112577e-02 0.991123106
another_mi_before_cpet1 1.788782e+01 1.696734e+03 1.054250e-02 0.991588457
another_ischamia_before_cpet1 1.788782e+01 1.696734e+03 1.054250e-02 0.991588457
pulmonary_edema1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
killip_31 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
ar_moderate1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
mr_severe_peak1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
cardiac_arrest1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
tr_moderate1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
ckd1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
timi_0_culprit_lesion_before_pci1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
rv_mi1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
tr_moderate_peak1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
as_mild1 -1.437890e+01 1.455398e+03 -9.879708e-03 0.992117262
asa_discharge1 1.437890e+01 1.455398e+03 9.879708e-03 0.992117262
number_arteries_71_893 -1.402562e+01 1.455398e+03 -9.636970e-03 0.992310929
pci_segment_31 -1.644911e+01 1.769258e+03 -9.297180e-03 0.992582030
statin_discharge1 1.539600e+01 1.696734e+03 9.073900e-03 0.992760175
cath_no_sign_changes1 -1.539600e+01 1.696734e+03 -9.073900e-03 0.992760175
ventricular_fibrillation1 -1.539600e+01 1.696734e+03 -9.073900e-03 0.992760175
chf.x1 -1.539600e+01 1.696734e+03 -9.073900e-03 0.992760175
number_arteries_less_502 -1.531331e+01 1.696734e+03 -9.025164e-03 0.992799059
number_arteries_more_902 -1.758524e+01 2.062639e+03 -8.525600e-03 0.993197638
stami_post1 -1.643109e+01 1.978090e+03 -8.306542e-03 0.993372415
killip_11 1.643109e+01 1.978090e+03 8.306542e-03 0.993372415
vt_maxload -3.893217e-03 5.624573e-01 -6.921800e-03 0.994477247
pv_velocity_m_s 1.171332e-02 1.827222e+00 6.410452e-03 0.994885234
angina1 2.267561e-15 5.374835e-01 4.218847e-15 1.000000000
## # A tibble: 611 x 5
##    term          estimate std.error statistic    p.value
##    <chr>            <dbl>     <dbl>     <dbl>      <dbl>
##  1 (Intercept)    -0.999     0.442     -2.26  0.0239    
##  2 sex1           -0.317     0.557     -0.569 0.569     
##  3 (Intercept)     1.07      1.40       0.767 0.443     
##  4 age_mi         -0.0398    0.0245    -1.63  0.104     
##  5 (Intercept)    -1.10      0.348     -3.16  0.00160   
##  6 smoking_now1   -0.251     0.549     -0.458 0.647     
##  7 (Intercept)    -1.35      0.300     -4.50  0.00000676
##  8 smoking_past1   0.944     0.712      1.33  0.185     
##  9 (Intercept)    -1.19      0.277     -4.31  0.0000167 
## 10 copd_asthma1   -0.194     1.15      -0.169 0.866     
## # i 601 more rows