Rachel Hess

15 papers Misc 5Journal 7Unranked 3
YearRankTypeTitle / Venue / Authors
2023 J jnl
BMC Medical Informatics Decis. Mak.
Elizabeth R. Stevens, Ruth Agbakoba, Devin M. Mann, Rachel Hess, Safiya Richardson, Thomas G. McGinn, Paul D. Smith, Wendy Halm, Marlon P. Mundt, Katherine L. Dauber-Decker, Simon Jones, Dawn M. Feldthouse, Eun Ji Kim, David A. Feldstein
2022 J jnl
J. Am. Medical Informatics Assoc.
Richard L. Bradshaw, Kensaku Kawamoto, Kimberly A. Kaphingst, Wendy Kohlmann, Rachel Hess, Michael C. Flynn, Claude J. Nanjo, Phillip B. Warner, Jianlin Shi, Keaton L. Morgan, Kadyn Kimball, Pallavi Ranade-Kharkar, Ophira Ginsburg, Melody Goodman, Rachelle Chambers, Devin M. Mann, Scott P. Narus, Javier Gonzalez, Shane Loomis, Priscilla Chan, Rachel Monahan, Emerson P. Borsato, David E. Shields, Douglas K. Martin, Cecilia M. Kessler, Guilherme Del Fiol
2022 J jnl
J. Am. Medical Informatics Assoc.
Polina V. Kukhareva, Tanner J. Caverly, Haojia Li, Hormuzd A. Katki, Li C. Cheung, Thomas J. Reese, Guilherme Del Fiol, Rachel Hess, David W. Wetter, Yue Zhang, Teresa Taft, Michael C. Flynn, Kensaku Kawamoto
2020 conf
EMBC
Xiaolong Liu, Seda Aslan, Rachel Hess, Paige Mass, Laura Olivieri, Yue-Hin Loke, Narutoshi Hibino, Mark D. Fuge, Axel Krieger
2019 conf
HICSS
Nasser Sharareh, Nasim S. Sabounchi, Rachel Hess
2019 J jnl
Appl. Clin. Inform.
Jen Rogers, Nicholas Spina, Ashley Neese, Rachel Hess, Darrel Brodke, Alexander Lex
2019 Misc conf
AMIA
Safiya Richardson, Thomas G. McGinn, Simon Jones, Joeseph Palmisano, Sara Kuppin Chokshi, Catherine Dinh-Le, Rebecca Grochow Mishuris, Linda Park, Paul D. Smith, Ainsley Huffman, Sundas Khan, Rachel Hess, David A. Feldstein, Devin M. Mann
2018 Misc conf
AMIA
Kensaku Kawamoto, Michael C. Flynn, Polina V. Kukhareva, David El Halta, Rachel Hess, Travis Gregory, Chris Walls, Angela M. Wigren, Damian A. Borbolla, Bruce E. Bray, Mary H. Parsons, Brett L. Clayson, Melissa S. Briley, Carole H. Stipelman, Dean Taylor, Carrie S. King, Guilherme Del Fiol, Thomas J. Reese, Charlene R. Weir, Teresa Taft, Michael B. Strong
2018 Misc conf
AMIA
Rosalie G. Waller, Brent D. Hill, Heidi Kramer, Parveen Ghani, Valliammai Chidambaram, Damian A. Borbolla, Wendy Kohlmann, Joshua D. Schiffman, Michael C. Flynn, Rachel Hess, Kensaku Kawamoto, Guilherme Del Fiol, Charlene R. Weir
2018 J jnl
CoRR
Jennifer Rogers, Nicholas Spina, Ashley Neese, Rachel Hess, Darrel Brodke, Alexander Lex
2017 J jnl
Int. J. Medical Informatics
Safiya Richardson, Rebecca Grochow Mishuris, Alexander O'Connell, David A. Feldstein, Rachel Hess, Paul D. Smith, Lauren McCullagh, Thomas G. McGinn, Devin M. Mann
2017 conf
CRI
Ania Berchuck, Michael G. Kahn, Shelley A. Rusincovitch, Daniella Meeker, Shawn N. Murphy, Ravi Bhosale, Keith Marsolo, Michael E. Matheny, L. Russell Waitman, Rachel Hess
2016 Misc conf
AMIA
Vojtech Huser, Murat Sincan, Dikla Shmueli-Blumberg, Rachel Hess
2014 J jnl
J. Am. Medical Informatics Assoc.
Waqas Amin, Fuchiang (Rich) Tsui, Charles D. Borromeo, Cynthia H. Chuang, Jeremy U. Espino, Daniel Ford, Wenke Hwang, Wishwa Kapoor, Harold P. Lehmann, G. Daniel Martich, Sally C. Morton, Anuradha Paranjape, William Shirey, Aaron A. Sorensen, Michael J. Becich, Rachel Hess
2012 Misc conf
AMIA
Irene Katzan, Rachel Hess, Claire Snyder, Michele Halyard, Deborah Miller
redb/extractors/js_extractor.py
← Index redb/extractors/js_extractor.py python
import logging
import re
from abc import ABCMeta, abstractmethod

from redb.extractors.extractor import Extractor
from redb.extractors.js_extractors.js_context import JSContext, _text_entropy

logger = logging.getLogger(__name__)

# ESM is recognised by line-anchored `import ... from "..."` / bare side-effect
# `import "..."` / top-level `export ...`. Anchored at line start to avoid
# matching the substring inside string literals or comments.
_ESM_PATTERN = re.compile(
    r'(?m)^\s*(?:'
    r'import\s+[^;\n]*?\bfrom\s+[\'"]'
    r'|import\s+[\'"][^\'"]+[\'"]'
    r'|export\s+(?:default\b|\{|\*|const\b|let\b|var\b|function\b|class\b|async\b)'
    r')'
)


@abstractmethod
class JSExtractor(Extractor, metaclass=ABCMeta):
    """Base class for JavaScript file extractors.

    Every JSExtractor reads its raw materials (bytes / decoded source / line
    list / scan_source results / pyjsparser AST / text entropy) from a shared
    `JSContext`. When workers.py drives the JS pipeline it builds one context
    per sample and threads it into every extractor via `context=`. When tests
    or other callers instantiate an extractor directly, the constructor builds
    a fresh context from `(filepath, source=...)`.

    All historical instance attributes (`self.binary`, `self.js_source`,
    `self.lines`) and helpers (`self._decode_source`, `self._parse_ast`,
    `self._calculate_text_entropy`) are preserved as thin delegators so
    existing extractor code keeps working unchanged.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        known_benign=False,
        known_malicious=False,
        source=None,
        context=None,
    ):
        if context is None:
            context = JSContext.from_path(filepath, log=log, source=source)
        elif source is not None and context.source != source:
            log.warning(
                "JSExtractor received both `source=` and `context=` with "
                "differing source; ignoring source kwarg"
            )
        self._context = context

        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            known_benign=known_benign,
            known_malicious=known_malicious,
        )

    @property
    def binary(self):
        return self._context.raw_bytes

    @property
    def js_source(self):
        return self._context.source

    @property
    def lines(self):
        return self._context.lines

    def _decode_source(self):
        """Back-compat shim — the context already decoded once at construction.

        Kept so any external caller using the historical method name keeps
        working without touching the underlying bytes again.
        """
        return self._context.source

    def _parse_ast(self):
        """Return the shared pyjsparser AST (or None if unavailable)."""
        return self._context.ast

    def _calculate_text_entropy(self, text):
        """Shannon text entropy for `text`.

        When `text` is the context's own source we read the cached value;
        otherwise we compute fresh. JSStringsExtractor calls this on arbitrary
        decoded substrings, so the fresh-compute path must remain available.
        """
        if text is self._context.source:
            return self._context.text_entropy
        return _text_entropy(text)

    def _detect_environment(self):
        """Detect the target JS runtime environment."""
        src = self.js_source
        if not src:
            return "unknown"

        # WScript/WSH indicators
        wscript_patterns = [
            'WScript.', 'WSH.', 'ActiveXObject', 'Scripting.FileSystemObject',
            'WScript.Shell', 'ADODB.Stream',
        ]
        for p in wscript_patterns:
            if p in src:
                return "wscript"

        # Browser-extension APIs — checked before generic browser/worker because
        # `chrome.*` and `browser.runtime` are distinctive of MV2/MV3 extensions
        extension_patterns = [
            'chrome.runtime', 'chrome.tabs', 'chrome.storage',
            'chrome.webRequest', 'browser.runtime', 'browser.tabs',
        ]
        for p in extension_patterns:
            if p in src:
                return "browser_extension"

        # Service / Web Workers — worker-only APIs that don't appear in regular
        # browser pages (a generic browser script would use `window.` or
        # `document.`, never `self.importScripts` or `caches.match`)
        worker_patterns = [
            "self.addEventListener('fetch'", 'self.addEventListener("fetch"',
            'self.importScripts', 'self.skipWaiting',
            'caches.match', 'caches.open',
        ]
        for p in worker_patterns:
            if p in src:
                return "service_worker"

        # Deno runtime
        if 'Deno.' in src:
            return "deno"

        # Node.js indicators
        node_patterns = [
            'require(', 'module.exports', 'process.env', '__dirname',
            '__filename', 'Buffer.', 'child_process',
        ]
        for p in node_patterns:
            if p in src:
                return "node"

        # Browser indicators
        browser_patterns = [
            'document.', 'window.', 'navigator.', 'localStorage',
            'sessionStorage', 'XMLHttpRequest', 'addEventListener',
        ]
        for p in browser_patterns:
            if p in src:
                return "browser"

        return "unknown"

    def _detect_script_type(self):
        """Detect the script type/format."""
        src = self.js_source
        if not src:
            return "unknown"

        stripped = src.lstrip()

        # JScript.Encode payload — must be checked first since the encoded
        # body can't be classified any other way
        if stripped.startswith('#@~^'):
            return "jse"

        # WSF / HTA live in the first few KB of an HTML-ish wrapper
        head_lower = stripped[:4096].lower()

        # Windows Script File — XML wrapper around one or more <script> blocks
        if ('<job' in head_lower or '<package' in head_lower) and '<script' in head_lower:
            return "wsf"

        # HTML Application — distinct from generic embedded_html because HTAs
        # run under mshta.exe with full WSH/ActiveX access
        if '<hta:application' in head_lower or 'application/hta' in head_lower:
            return "hta"

        if stripped.startswith('<!') or stripped.startswith('<html') or '<script' in stripped[:2000]:
            return "embedded_html"

        if 'WScript.' in src or 'WSH.' in src:
            return "wscript"

        if _ESM_PATTERN.search(src):
            return "esm"

        if 'require(' in src or 'module.exports' in src:
            return "node_module"

        return "standalone"