R version 4.5.0 beta (2025-03-27 r88065 ucrt) -- "How About a Twenty-Six" Copyright (C) 2025 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > cat("# ee test\n") # ee test > library("qgcomp") > library("tibble") > > # grouped survival data > N = 250 > t = 4 > dat <- data.frame(row.names = 1:(N*t)) > dat <- within(dat, { + group = do.call("c", lapply(1:N, function(x) rep(x, t))) + age = do.call("c", lapply(1:N, function(x) 1:t)) + u = do.call("c", lapply(1:N, function(x) rep(runif(1), t))) + x1 = rnorm(N, u) + x2 = do.call("c", lapply(1:N, function(x) rep(sample(0:3,1), t))) + time = runif(N*t, 20, 200) + logtime = log(time) + lograte = -5 + x1 + deaths = rpois(N, exp(log(time) + lograte)) + }) > > #checknames = qgcomp:::checknames > #.qgcomp_object = qgcomp:::.qgcomp_object > > res = qgcomp.glm.ee(f=deaths~x1 + x2 + I(x2^2)+ I(x1^2), offset="logtime", expnms=c("x1", "x2"), data = dat, family=poisson(), q=7) # offset not working > res2 = qgcomp.glm.ee(f=deaths~x1 + x2 + I(x2^2)+ I(x1^2), offset="logtime", expnms=c("x1", "x2"), data = as_tibble(dat), family=poisson(), q=7) # offset not working > res3 = qgcomp.glm.ee(f=deaths~x1 + x2 + I(x2^2)+ I(x1^2), offset="logtime", expnms=c("x1", "x2"), data = dat, family=gaussian(), q=7) # offset not working > #res3 = qgcomp.glm.ee(f=deaths~x1 + x2 + I(x2^2)+ I(x1^2), offset="logtime", expnms=c("x1", "x2"), data = dat, family=tobit(), q=7) # offset not working > > > pointwisebound.noboot(res) quantile quantile.midpoint linpred rr se.lnrr ll.rr ul.rr 1 0 0.07142857 -0.5575102 1.000000 0.0000000 1.0000000 1.000000 2 1 0.21428571 -0.5070331 1.051773 0.1896377 0.7252739 1.525253 3 2 0.35714286 -0.4565561 1.106226 0.3792753 0.5260222 2.326396 4 3 0.50000000 -0.4060790 1.163498 0.5689130 0.3815101 3.548341 5 4 0.64285714 -0.3556020 1.223736 0.7585507 0.2766993 5.412117 6 5 0.78571429 -0.3051249 1.287092 0.9481884 0.2006828 8.254845 7 6 0.92857143 -0.2546478 1.353728 1.1378260 0.1455500 12.590724 > plot(res, modelband = FALSE, pointwisebars = FALSE, flexfit = TRUE) > print(res) Mixture log(RR) (robust CI): Estimate Std. Error Lower CI Upper CI Z value Pr(>|z|) (Intercept) -0.557510 0.410654 -1.36238 0.24736 -1.3576 0.1746 psi1 0.050477 0.355152 -0.64561 0.74656 0.1421 0.8870 > summary(res) Mixture log(RR) (robust CI): $coefficients Estimate Std. Error Lower CI Upper CI Z value Pr(>|z|) (Intercept) -0.55751017 0.4106543 -1.3623778 0.2473574 -1.3576144 0.1745861 psi1 0.05047705 0.3551523 -0.6456087 0.7465628 0.1421279 0.8869790 > print(res$fit) Estimate Std. Error Lower CI Upper CI Z value Pr(>|z|) (Intercept) -0.7635837 0.0992473 -0.958105 -0.569063 -7.6937 1.421e-14 x1 0.1439385 0.0662188 0.014152 0.273725 2.1737 0.02973 x2 0.1286122 0.1814766 -0.227075 0.484300 0.7087 0.47851 I(x2^2) -0.0857406 0.0926226 -0.267277 0.095796 -0.9257 0.35460 I(x1^2) 0.0497120 0.0097944 0.030515 0.068909 5.0756 3.863e-07 > print(res$msmfit) Estimate Std. Error Lower CI Upper CI Z value Pr(>|z|) (Intercept) -0.557510 0.410654 -1.36238 0.24736 -1.3576 0.1746 psi1 0.050477 0.355152 -0.64561 0.74656 0.1421 0.8870 > predict(res) [,1] 1 0.4659934 2 0.7581615 3 0.4659934 4 1.1225913 5 0.4659934 6 1.1225913 7 1.8359500 8 3.3164951 9 6.6172441 10 6.6172441 11 0.7581615 12 1.1225913 13 0.4277050 14 0.4277050 15 6.0735375 16 0.4277050 17 6.0735375 18 0.4277050 19 0.5190936 20 6.0735375 21 0.7913720 22 1.9163719 23 0.7913720 24 3.4617706 25 6.0735375 26 1.0303534 27 3.0439949 28 1.0303534 29 1.1717652 30 0.7913720 31 0.7913720 32 1.1717652 33 1.1717652 34 1.1717652 35 3.4617706 36 0.5903371 37 1.1225913 38 0.7581615 39 0.4659934 40 0.4659934 41 1.1225913 42 6.6172441 43 0.5655632 44 6.6172441 45 3.4617706 46 1.9163719 47 0.7913720 48 0.5903371 49 0.5903371 50 0.7913720 51 3.4617706 52 0.7913720 53 6.9071054 54 6.9071054 55 0.7913720 56 6.9071054 57 3.3164951 58 0.5655632 59 0.7581615 60 0.4659934 61 0.5190936 62 6.0735375 63 0.6958671 64 0.5190936 65 0.4277050 66 1.0303534 67 0.5190936 68 1.6850990 69 0.6958671 70 3.0439949 71 1.6850990 72 0.5190936 73 3.3164951 74 6.6172441 75 3.3164951 76 0.5655632 77 0.7581615 78 0.5655632 79 1.1225913 80 1.1225913 81 0.5190936 82 0.5190936 83 0.4277050 84 0.4277050 85 1.8359500 86 0.7581615 87 1.8359500 88 3.3164951 89 0.4659934 90 0.7581615 91 1.1225913 92 0.4659934 93 6.0735375 94 0.5190936 95 1.6850990 96 0.6958671 97 0.6958671 98 0.6958671 99 3.0439949 100 3.0439949 101 0.4277050 102 1.6850990 103 0.6958671 104 1.0303534 105 0.6958671 106 0.5190936 107 0.5190936 108 1.0303534 109 6.6172441 110 1.8359500 111 0.5655632 112 0.5655632 113 0.4659934 114 1.1225913 115 1.1225913 116 0.4659934 117 1.6850990 118 3.0439949 119 3.0439949 120 6.0735375 121 1.1225913 122 1.8359500 123 0.5655632 124 0.7581615 125 1.0303534 126 1.0303534 127 1.0303534 128 1.6850990 129 3.0439949 130 0.4277050 131 1.0303534 132 0.6958671 133 1.1225913 134 0.4659934 135 0.5655632 136 0.7581615 137 3.4617706 138 3.4617706 139 3.4617706 140 0.4864058 141 6.0735375 142 1.6850990 143 1.0303534 144 0.4277050 145 0.5903371 146 1.9163719 147 3.4617706 148 6.9071054 149 0.7581615 150 3.3164951 151 1.8359500 152 1.1225913 153 0.4659934 154 0.7581615 155 0.4659934 156 0.4659934 157 0.4659934 158 0.7581615 159 0.7581615 160 3.3164951 161 3.0439949 162 1.6850990 163 0.4277050 164 1.6850990 165 1.8359500 166 0.4659934 167 0.5655632 168 6.6172441 169 3.0439949 170 1.6850990 171 1.6850990 172 3.0439949 173 0.5190936 174 0.5190936 175 6.0735375 176 1.6850990 177 1.9163719 178 1.9163719 179 1.1717652 180 0.5903371 181 6.6172441 182 6.6172441 183 1.8359500 184 6.6172441 185 0.4277050 186 3.0439949 187 1.0303534 188 3.0439949 189 1.8359500 190 0.7581615 191 0.7581615 192 1.8359500 193 6.0735375 194 3.0439949 195 0.4277050 196 0.5190936 197 3.3164951 198 1.8359500 199 6.6172441 200 3.3164951 201 0.5655632 202 0.5655632 203 0.7581615 204 0.5655632 205 0.4659934 206 3.3164951 207 1.1225913 208 3.3164951 209 1.0303534 210 0.6958671 211 0.5190936 212 6.0735375 213 0.4659934 214 0.5655632 215 1.1225913 216 0.4659934 217 1.0303534 218 0.6958671 219 6.0735375 220 6.0735375 221 6.6172441 222 0.5655632 223 3.3164951 224 1.8359500 225 1.8359500 226 1.1225913 227 1.8359500 228 0.7581615 229 6.6172441 230 6.6172441 231 6.6172441 232 6.6172441 233 1.1225913 234 3.3164951 235 0.5655632 236 0.5655632 237 6.6172441 238 1.8359500 239 1.8359500 240 6.6172441 241 1.8359500 242 3.3164951 243 0.5655632 244 1.8359500 245 0.7581615 246 0.4659934 247 1.8359500 248 0.4659934 249 0.4864058 250 3.4617706 251 0.4864058 252 0.7913720 253 0.4277050 254 1.0303534 255 0.4277050 256 1.0303534 257 1.8359500 258 3.3164951 259 6.6172441 260 6.6172441 261 0.7913720 262 1.1717652 263 0.4864058 264 0.4864058 265 6.6172441 266 0.4659934 267 6.6172441 268 0.4659934 269 0.5655632 270 6.6172441 271 0.7581615 272 1.8359500 273 0.7581615 274 3.3164951 275 6.6172441 276 1.1225913 277 3.3164951 278 1.1225913 279 1.1225913 280 0.7581615 281 0.7581615 282 1.1225913 283 1.1225913 284 1.1225913 285 3.3164951 286 0.5655632 287 1.1225913 288 0.7581615 289 0.4659934 290 0.4659934 291 1.1225913 292 6.6172441 293 0.5903371 294 6.9071054 295 3.4617706 296 1.9163719 297 0.7581615 298 0.5655632 299 0.5655632 300 0.7581615 301 3.3164951 302 0.7581615 303 6.6172441 304 6.6172441 305 0.7581615 306 6.6172441 307 3.3164951 308 0.5655632 309 0.7581615 310 0.4659934 311 0.5655632 312 6.6172441 313 0.7581615 314 0.5655632 315 0.4659934 316 1.1225913 317 0.5655632 318 1.8359500 319 0.7581615 320 3.3164951 321 1.9163719 322 0.5903371 323 3.4617706 324 6.9071054 325 3.4617706 326 0.5903371 327 0.7913720 328 0.5903371 329 1.1225913 330 1.1225913 331 0.5655632 332 0.5655632 333 0.4659934 334 0.4659934 335 1.8359500 336 0.7581615 337 1.9163719 338 3.4617706 339 0.4864058 340 0.7913720 341 1.1717652 342 0.4864058 343 6.9071054 344 0.5903371 345 1.6850990 346 0.6958671 347 0.6958671 348 0.6958671 349 3.4617706 350 3.4617706 351 0.4864058 352 1.9163719 353 0.6958671 354 1.0303534 355 0.6958671 356 0.5190936 357 0.5190936 358 1.0303534 359 6.0735375 360 1.6850990 361 0.5190936 362 0.5190936 363 0.4277050 364 1.0303534 365 1.1225913 366 0.4659934 367 1.8359500 368 3.3164951 369 3.3164951 370 6.6172441 371 1.1225913 372 1.8359500 373 0.5655632 374 0.7581615 375 1.1225913 376 1.1225913 377 1.0303534 378 1.6850990 379 3.0439949 380 0.4277050 381 1.1717652 382 0.7913720 383 1.1717652 384 0.4864058 385 0.5655632 386 0.7581615 387 3.3164951 388 3.3164951 389 3.4617706 390 0.4864058 391 6.9071054 392 1.9163719 393 1.1225913 394 0.4659934 395 0.5655632 396 1.8359500 397 3.3164951 398 6.6172441 399 0.7581615 400 3.3164951 401 1.9163719 402 1.1717652 403 0.4864058 404 0.7913720 405 0.4659934 406 0.4659934 407 0.4659934 408 0.7581615 409 0.7581615 410 3.3164951 411 3.3164951 412 1.8359500 413 0.4659934 414 1.8359500 415 1.8359500 416 0.4659934 417 0.5655632 418 6.6172441 419 3.3164951 420 1.8359500 421 1.9163719 422 3.4617706 423 0.5903371 424 0.5903371 425 6.6172441 426 1.8359500 427 1.8359500 428 1.8359500 429 1.1225913 430 0.5655632 431 6.6172441 432 6.6172441 433 1.9163719 434 6.9071054 435 0.4864058 436 3.4617706 437 1.0303534 438 3.0439949 439 1.6850990 440 0.6958671 441 0.6958671 442 1.6850990 443 6.0735375 444 3.0439949 445 0.4659934 446 0.5655632 447 3.3164951 448 1.8359500 449 6.6172441 450 3.3164951 451 0.5655632 452 0.5655632 453 0.7581615 454 0.5655632 455 0.4659934 456 3.3164951 457 1.1225913 458 3.3164951 459 1.1225913 460 0.7581615 461 0.5655632 462 6.6172441 463 0.4659934 464 0.5655632 465 1.1225913 466 0.4659934 467 1.1225913 468 0.7581615 469 6.6172441 470 6.6172441 471 6.6172441 472 0.5655632 473 3.3164951 474 1.8359500 475 1.8359500 476 1.1225913 477 1.9163719 478 0.7913720 479 6.9071054 480 6.9071054 481 6.6172441 482 6.6172441 483 1.1225913 484 3.3164951 485 0.5655632 486 0.5655632 487 6.6172441 488 1.8359500 489 1.9163719 490 6.9071054 491 1.9163719 492 3.4617706 493 0.5655632 494 1.8359500 495 0.7581615 496 0.4659934 497 1.6850990 498 0.4277050 499 0.4277050 500 3.0439949 501 0.4659934 502 0.7581615 503 0.4659934 504 1.1225913 505 0.4659934 506 1.1225913 507 1.8359500 508 3.3164951 509 6.6172441 510 6.6172441 511 0.7581615 512 1.1225913 513 0.4277050 514 0.4277050 515 6.0735375 516 0.4277050 517 6.6172441 518 0.4659934 519 0.5655632 520 6.6172441 521 0.7913720 522 1.9163719 523 0.7913720 524 3.4617706 525 6.9071054 526 1.1717652 527 3.4617706 528 1.1717652 529 1.1225913 530 0.7581615 531 0.7581615 532 1.1225913 533 1.1225913 534 1.1225913 535 3.3164951 536 0.5655632 537 1.1717652 538 0.7913720 539 0.4864058 540 0.4864058 541 1.0303534 542 6.0735375 543 0.5190936 544 6.0735375 545 3.4617706 546 1.9163719 547 0.7913720 548 0.5903371 549 0.5655632 550 0.7581615 551 3.3164951 552 0.7581615 553 6.0735375 554 6.0735375 555 0.6958671 556 6.0735375 557 3.0439949 558 0.5190936 559 0.6958671 560 0.4277050 561 0.5655632 562 6.6172441 563 0.7581615 564 0.5655632 565 0.4659934 566 1.1225913 567 0.5655632 568 1.8359500 569 0.6958671 570 3.0439949 571 1.6850990 572 0.5190936 573 3.0439949 574 6.0735375 575 3.0439949 576 0.5190936 577 0.7913720 578 0.5903371 579 1.1717652 580 1.1717652 581 0.5903371 582 0.5903371 583 0.4864058 584 0.4864058 585 1.8359500 586 0.7581615 587 1.8359500 588 3.3164951 589 0.4659934 590 0.7581615 591 1.1225913 592 0.4659934 593 6.6172441 594 0.5655632 595 1.8359500 596 0.7581615 597 0.7581615 598 0.7581615 599 3.3164951 600 3.3164951 601 0.4659934 602 1.8359500 603 0.7581615 604 1.1225913 605 0.7913720 606 0.5903371 607 0.5903371 608 1.1717652 609 6.0735375 610 1.6850990 611 0.5190936 612 0.5190936 613 0.4864058 614 1.1717652 615 1.1717652 616 0.4864058 617 1.8359500 618 3.3164951 619 3.3164951 620 6.6172441 621 1.1225913 622 1.8359500 623 0.5655632 624 0.7581615 625 1.1225913 626 1.1225913 627 1.1225913 628 1.8359500 629 3.3164951 630 0.4659934 631 1.1225913 632 0.7581615 633 1.1717652 634 0.4864058 635 0.5903371 636 0.7913720 637 3.3164951 638 3.3164951 639 3.3164951 640 0.4659934 641 6.9071054 642 1.9163719 643 1.1717652 644 0.4864058 645 0.5655632 646 1.8359500 647 3.3164951 648 6.6172441 649 0.7581615 650 3.3164951 651 1.8359500 652 1.1225913 653 0.4659934 654 0.7581615 655 0.4659934 656 0.4659934 657 0.4659934 658 0.7581615 659 0.7581615 660 3.3164951 661 3.3164951 662 1.8359500 663 0.4659934 664 1.8359500 665 1.8359500 666 0.4659934 667 0.5655632 668 6.6172441 669 3.3164951 670 1.8359500 671 1.8359500 672 3.3164951 673 0.5903371 674 0.5903371 675 6.9071054 676 1.9163719 677 1.8359500 678 1.8359500 679 1.1225913 680 0.5655632 681 6.6172441 682 6.6172441 683 1.8359500 684 6.6172441 685 0.4659934 686 3.3164951 687 1.1225913 688 3.3164951 689 1.6850990 690 0.6958671 691 0.6958671 692 1.6850990 693 6.6172441 694 3.3164951 695 0.4659934 696 0.5655632 697 3.3164951 698 1.8359500 699 6.6172441 700 3.3164951 701 0.5655632 702 0.5655632 703 0.7581615 704 0.5655632 705 0.4659934 706 3.3164951 707 1.1225913 708 3.3164951 709 1.0303534 710 0.6958671 711 0.5190936 712 6.0735375 713 0.4277050 714 0.5190936 715 1.0303534 716 0.4277050 717 1.1225913 718 0.7581615 719 6.6172441 720 6.6172441 721 6.6172441 722 0.5655632 723 3.3164951 724 1.8359500 725 1.6850990 726 1.0303534 727 1.6850990 728 0.6958671 729 6.6172441 730 6.6172441 731 6.6172441 732 6.6172441 733 1.1225913 734 3.3164951 735 0.5655632 736 0.5655632 737 6.6172441 738 1.8359500 739 1.8359500 740 6.6172441 741 1.8359500 742 3.3164951 743 0.5655632 744 1.8359500 745 0.7581615 746 0.4659934 747 1.8359500 748 0.4659934 749 0.4864058 750 3.4617706 751 0.4864058 752 0.7913720 753 0.4864058 754 1.1717652 755 0.4864058 756 1.1717652 757 1.9163719 758 3.4617706 759 6.9071054 760 6.9071054 761 0.7581615 762 1.1225913 763 0.4659934 764 0.4659934 765 6.0735375 766 0.4277050 767 6.0735375 768 0.4277050 769 0.5655632 770 6.6172441 771 0.7581615 772 1.8359500 773 0.7581615 774 3.3164951 775 6.6172441 776 1.1225913 777 3.0439949 778 1.0303534 779 1.0303534 780 0.6958671 781 0.6958671 782 1.0303534 783 1.0303534 784 1.0303534 785 3.0439949 786 0.5190936 787 1.0303534 788 0.6958671 789 0.4277050 790 0.4277050 791 1.0303534 792 6.0735375 793 0.5903371 794 6.9071054 795 3.4617706 796 1.9163719 797 0.7913720 798 0.5903371 799 0.5903371 800 0.7913720 801 3.3164951 802 0.7581615 803 6.6172441 804 6.6172441 805 0.7581615 806 6.6172441 807 3.3164951 808 0.5655632 809 0.7581615 810 0.4659934 811 0.5655632 812 6.6172441 813 0.7913720 814 0.5903371 815 0.4864058 816 1.1717652 817 0.5655632 818 1.8359500 819 0.7581615 820 3.3164951 821 1.8359500 822 0.5655632 823 3.3164951 824 6.6172441 825 3.3164951 826 0.5655632 827 0.7581615 828 0.5655632 829 1.1225913 830 1.1225913 831 0.5655632 832 0.5655632 833 0.4659934 834 0.4659934 835 1.8359500 836 0.7581615 837 1.9163719 838 3.4617706 839 0.4864058 840 0.7913720 841 1.1225913 842 0.4659934 843 6.6172441 844 0.5655632 845 1.8359500 846 0.7581615 847 0.7581615 848 0.7581615 849 3.3164951 850 3.3164951 851 0.4659934 852 1.8359500 853 0.7581615 854 1.1225913 855 0.7581615 856 0.5655632 857 0.5655632 858 1.1225913 859 6.6172441 860 1.8359500 861 0.5190936 862 0.5190936 863 0.4277050 864 1.0303534 865 1.1225913 866 0.4659934 867 1.8359500 868 3.3164951 869 3.4617706 870 6.9071054 871 1.1717652 872 1.9163719 873 0.5903371 874 0.7913720 875 1.1717652 876 1.1717652 877 1.1717652 878 1.9163719 879 3.4617706 880 0.4864058 881 1.0303534 882 0.6958671 883 1.0303534 884 0.4277050 885 0.5655632 886 0.7581615 887 3.3164951 888 3.3164951 889 3.3164951 890 0.4659934 891 6.6172441 892 1.8359500 893 1.0303534 894 0.4277050 895 0.5190936 896 1.6850990 897 3.4617706 898 6.9071054 899 0.7913720 900 3.4617706 901 1.8359500 902 1.1225913 903 0.4659934 904 0.7581615 905 0.4659934 906 0.4659934 907 0.4659934 908 0.7581615 909 0.6958671 910 3.0439949 911 3.0439949 912 1.6850990 913 0.4277050 914 1.6850990 915 1.6850990 916 0.4277050 917 0.5190936 918 6.0735375 919 3.0439949 920 1.6850990 921 1.8359500 922 3.3164951 923 0.5655632 924 0.5655632 925 6.0735375 926 1.6850990 927 1.6850990 928 1.6850990 929 1.1717652 930 0.5903371 931 6.9071054 932 6.9071054 933 1.9163719 934 6.9071054 935 0.4864058 936 3.4617706 937 1.1225913 938 3.3164951 939 1.8359500 940 0.7581615 941 0.7913720 942 1.9163719 943 6.9071054 944 3.4617706 945 0.4659934 946 0.5655632 947 3.3164951 948 1.8359500 949 6.6172441 950 3.3164951 951 0.5655632 952 0.5655632 953 0.7581615 954 0.5655632 955 0.4659934 956 3.3164951 957 1.1225913 958 3.3164951 959 1.1225913 960 0.7581615 961 0.5655632 962 6.6172441 963 0.4659934 964 0.5655632 965 1.0303534 966 0.4277050 967 1.0303534 968 0.6958671 969 6.0735375 970 6.0735375 971 6.0735375 972 0.5190936 973 3.4617706 974 1.9163719 975 1.9163719 976 1.1717652 977 1.8359500 978 0.7581615 979 6.6172441 980 6.6172441 981 6.6172441 982 6.6172441 983 1.1225913 984 3.3164951 985 0.5655632 986 0.5655632 987 6.6172441 988 1.8359500 989 1.8359500 990 6.6172441 991 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0.7751894 6911 0.7751894 6912 0.7751894 6913 0.7751894 6914 0.7751894 6915 0.7751894 6916 0.7751894 6917 0.7751894 6918 0.7751894 6919 0.7751894 6920 0.7751894 6921 0.7751894 6922 0.7751894 6923 0.7751894 6924 0.7751894 6925 0.7751894 6926 0.7751894 6927 0.7751894 6928 0.7751894 6929 0.7751894 6930 0.7751894 6931 0.7751894 6932 0.7751894 6933 0.7751894 6934 0.7751894 6935 0.7751894 6936 0.7751894 6937 0.7751894 6938 0.7751894 6939 0.7751894 6940 0.7751894 6941 0.7751894 6942 0.7751894 6943 0.7751894 6944 0.7751894 6945 0.7751894 6946 0.7751894 6947 0.7751894 6948 0.7751894 6949 0.7751894 6950 0.7751894 6951 0.7751894 6952 0.7751894 6953 0.7751894 6954 0.7751894 6955 0.7751894 6956 0.7751894 6957 0.7751894 6958 0.7751894 6959 0.7751894 6960 0.7751894 6961 0.7751894 6962 0.7751894 6963 0.7751894 6964 0.7751894 6965 0.7751894 6966 0.7751894 6967 0.7751894 6968 0.7751894 6969 0.7751894 6970 0.7751894 6971 0.7751894 6972 0.7751894 6973 0.7751894 6974 0.7751894 6975 0.7751894 6976 0.7751894 6977 0.7751894 6978 0.7751894 6979 0.7751894 6980 0.7751894 6981 0.7751894 6982 0.7751894 6983 0.7751894 6984 0.7751894 6985 0.7751894 6986 0.7751894 6987 0.7751894 6988 0.7751894 6989 0.7751894 6990 0.7751894 6991 0.7751894 6992 0.7751894 6993 0.7751894 6994 0.7751894 6995 0.7751894 6996 0.7751894 6997 0.7751894 6998 0.7751894 6999 0.7751894 7000 0.7751894 > summary(glm(deaths ~ x2, data = dat, family=poisson(), offset = logtime))$coefficients Estimate Std. Error z value Pr(>|z|) (Intercept) -3.8589044 0.03369602 -114.521077 0.000000e+00 x2 -0.0775934 0.01962704 -3.953394 7.705042e-05 > > res = qgcomp.noboot(deaths~x2 + offset(logtime), expnms="x2", data = dat, family=poisson(), q=NULL) > rr = qgcomp.noboot(deaths~x2, expnms="x2", data = dat, family=poisson(), q=NULL) > res = qgcomp.glm.ee(deaths~x2, offset="logtime", expnms=c("x2"), data = dat, family=poisson(), q=NULL) # not working Note: using all possible values of exposure as the intervention values > rr = qgcomp.noboot(deaths~x2+x1, expnms=c('x1', "x2"), data = dat, family=poisson(), q=NULL) > #res2 = qgcomp.glm.ee(deaths~x2, offset="logtime", expnms=c("x2"), data = dat, family=poisson(), q=4) # not working > res2 = qgcomp.glm.ee(deaths~x2+x1, expnms=c('x1', "x2"), data = dat, family=poisson(), q=NULL) Note: using quantiles of all exposures combined in order to set proposed intervention values for overall effect (25th, 50th, 75th %ile) You can ensure this is valid by scaling all variables in expnms to have similar ranges. > summary(res) Mixture log(RR) (robust CI): $coefficients Estimate Std. Error Lower CI Upper CI Z value Pr(>|z|) (Intercept) 0.79264529 0.07065505 0.6541639 0.93112664 11.218523 0.0000000 psi1 -0.05105526 0.03956966 -0.1286104 0.02649984 -1.290263 0.1969594 > > res = qgcomp.noboot(deaths~x2+x1 + offset(logtime), expnms=c('x1', "x2"), data = dat, family=quasipoisson(), q=4) > res = qgcomp.glm.ee(deaths~x2+x1 + offset(logtime), expnms=c('x1', "x2"), data = dat, family=poisson(), q=4) > #res = qgcomp.glm.ee(deaths~x2+x1 , expnms=c('x1', "x2"), data = dat, family=quasipoisson(), q=4) > > > #TODO: offset > > proc.time() user system elapsed 24.32 1.10 25.45