{ "_id": "6ad470c4104c877e3b414184", "Package": "multisite.accuracy", "Type": "Package", "Title": "Estimation of Accuracy in Multisite Machine-Learning Models", "Version": "1.3", "Date": "2024-07-31", "Authors@R": "person(given = \"Joaquim\", family = \"Radua\", email = \"quimradua@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0003-1240-5438\"))", "Description": "The effects of the site may severely bias the accuracy of\na multisite machine-learning model, even if the analysts\nremoved them when fitting the model in the 'training set' and\napplying the model in the 'test set' (Solanes et al.,\nNeuroimage 2023, 265:119800). This simple R package estimates\nthe accuracy of a multisite machine-learning model unbiasedly,\nas described in (Solanes et al., Psychiatry Research:\nNeuroimaging 2021, 314:111313). It currently supports the\nestimation of sensitivity, specificity, balanced accuracy (for\nbinary or multinomial variables), the area under the curve,\ncorrelation, mean squarer error, and hazard ratio for binomial,\nmultinomial, gaussian, and survival (time-to-event) outcomes.", "License": "GPL-3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-18 06:55:58 UTC", "User": "root" }, "Author": "Joaquim Radua [aut, cre]\n()", "Maintainer": "Joaquim Radua ", "Config/pak/sysreqs": "cmake make libicu-dev libx11-dev zlib1g-dev", "Repository": "https://jrad1.r-universe.dev", "Date/Publication": "2024-08-01 02:50:19 UTC", "RemoteUrl": "https://github.com/cran/multisite.accuracy", "RemoteRef": "HEAD", "RemoteSha": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "_user": "jrad1", "_type": "src", "_file": "multisite.accuracy_1.3.tar.gz", "_fileid": "https://r2.ropensci.org/bc6ba0954e59ec2c097c855d693e0d35c817286a9e7572295c309e0895aa61a9", "_filesize": 89303, "_sha256": "bc6ba0954e59ec2c097c855d693e0d35c817286a9e7572295c309e0895aa61a9", "_expires": "2027-01-26T07:09:55.000Z", "_created": "2026-10-18T06:55:58.000Z", "_published": "2026-10-18T07:09:56.738Z", "_buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 117611287529, "time": 158, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12128502314" }, { "job": 117611287535, "time": 141, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12128576934" }, { "job": 117611287670, "time": 116, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "12128063258" }, { "job": 117611287528, "time": 123, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12128122742" }, { "job": 117610760838, "time": 174, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12127993665" }, { "job": 117611287561, "time": 111, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12128561848" }, { "job": 117611287494, "time": 114, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12128850370" }, { "job": 117611287515, "time": 81, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12128281877" }, { "job": 117611288290, "time": 109, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12128367774" } ], "_upstream": "https://github.com/cran/multisite.accuracy", "_commit": { "id": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "author": "Joaquim Radua ", "committer": "cran-robot ", "message": "version 1.3\n", "time": 1722480619 }, "_maintainer": { "name": "Joaquim Radua", "email": "quimradua@gmail.com", "login": "jrad1", "description": "", "uuid": 72922013, "orcid": "0000-0003-1240-5438" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "coxme", "role": "Imports" }, { "package": "lme4", "role": "Imports" }, { "package": "lmerTest", "role": "Imports" }, { "package": "logistf", "role": "Imports" }, { "package": "metafor", "role": "Imports" }, { "package": "pROC", "role": "Imports" }, { "package": "survival", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 1, "_contributors": [ { "user": "jrad1", "count": 4, "uuid": 72922013 } ], "_userbio": { "uuid": 72922013, "type": "user", "name": "jrad1", "followers": 1 }, "_downloads": { "count": 340, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multisite.accuracy" }, "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/multisite.accuracy.html", "extra/NEWS.html", "extra/NEWS.txt" ], "_realowner": "jrad1", "_cranurl": false, "_releases": [ { "version": "1.0", "date": "2021-05-28" }, { "version": "1.1", "date": "2022-05-05" }, { "version": "1.2", "date": "2023-04-18" }, { "version": "1.3", "date": "2024-07-31" } ], "_exports": [ "multisite.accuracy" ], "_help": [ { "page": "multisite.accuracy", "title": "Estimate accuracy in multisite machine learning studies", "topics": [ "multisite.accuracy" ] } ], "_rundeps": [ "backports", "bdsmatrix", "bit", "bit64", "boot", "broom", "cli", "clipr", "codetools", "coxme", "cpp11", "crayon", "digest", "dplyr", "farver", "forcats", "foreach", "formula.tools", "generics", "ggplot2", "glmnet", "glue", "gtable", "haven", "hms", "isoband", "iterators", "jomo", "labeling", "lattice", "lifecycle", "lme4", "lmerTest", "logistf", "magrittr", "MASS", "mathjaxr", "Matrix", "metadat", "metafor", "mgcv", "mice", "minqa", "mitml", "nlme", "nloptr", "nnet", "numDeriv", "operator.tools", "ordinal", "pan", "pbapply", "pillar", "pkgconfig", "prettyunits", "pROC", "progress", "purrr", "R6", "rbibutils", "RColorBrewer", "Rcpp", "RcppEigen", "Rdpack", "readr", "reformulas", "rlang", "rpart", "S7", "scales", "shape", "stringi", "stringr", "survival", "tibble", "tidyr", "tidyselect", "tzdb", "ucminf", "utf8", "vctrs", "viridisLite", "vroom", "withr" ], "_score": 1, "_indexed": true, "_nocasepkg": "multisite.accuracy", "_universes": [ "jrad1" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.3", "date": "2026-10-18T06:58:13.000Z", "distro": "resolute", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/f1d7d86bd6bd588a59e4f47a1e19c9272a29a8a5156141debba974ec0405652d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.6.1", "os": "linux", "version": "1.3", "date": "2026-10-18T06:58:01.000Z", "distro": "resolute", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/1e8162e2ea325eb5f86b85f305a35a27e3ba9d6d62721840fd2836490f908932", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.5.3", "os": "mac", "version": "1.3", "date": "2026-10-18T07:09:02.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/fa1ea7ce7ea382055b1e5a8d0f41d1fc64c0caa866b9ae25b2b50666af95ba2a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.6.1", "os": "mac", "version": "1.3", "date": "2026-10-18T07:03:09.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/99901eb477fc5ce084c84d5a9dd223b0f141c60cb240b4868611f5921479ddc3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.6.0", "os": "wasm", "version": "1.3", "date": "2026-10-18T06:58:08.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/0d3c013404aac44301bc080a2bd03523ab41d81c299dd09e6d3ae329fb8ae08a", "status": "success", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.7.0", "os": "win", "version": "1.3", "date": "2026-10-18T06:57:13.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/a4daf99655bb3eb8be8db804bf1f49cb0276a7aa70d2b30f9832faf11effc59c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.5.3", "os": "win", "version": "1.3", "date": "2026-10-18T06:57:04.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/5ad7a0c379577b6bc87da6f5c3a99baa83b03b9d984ea725e33901c62d5d8881", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" }, { "r": "4.6.1", "os": "win", "version": "1.3", "date": "2026-10-18T06:57:11.000Z", "commit": "d20a679cf8dc5e1b6c73121309ca360aaffcbcd9", "fileid": "https://r2.ropensci.org/04706d660846e0a252f51646e8cee3aec64e8bcf63993bf8f80ed94b389064c5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jrad1/actions/runs/39105624008" } ] }