{"id":317,"date":"2023-01-04T05:34:58","date_gmt":"2023-01-04T05:34:58","guid":{"rendered":"https:\/\/cdfhub.com\/?p=317"},"modified":"2023-01-05T05:37:55","modified_gmt":"2023-01-05T05:37:55","slug":"%ce%b4%cf%8d%ce%bf-%cf%80%ce%b1%cf%81%ce%b1%ce%b4%ce%b5%ce%af%ce%b3%ce%bc%ce%b1%cf%84%ce%b1-%cf%84%ce%b5%cf%87%ce%bd%ce%b7%cf%84%ce%ae%cf%82-%ce%bd%ce%bf%ce%b7%ce%bc%ce%bf%cf%83%cf%8d%ce%bd%ce%b7","status":"publish","type":"post","link":"https:\/\/cdfhub.com\/?p=317","title":{"rendered":"\u0394\u03cd\u03bf \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1 \u03c4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae\u03c2 \u03bd\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7\u03c2 \u03c3\u03c4\u03b7\u03bd \u03c4\u03bc\u03b7\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7(segmentation) \u03c4\u03bf\u03c5 \u03bf\u03c3\u03c4\u03bf\u03cd \u03c4\u03c9\u03bd \u03b3\u03bd\u03ac\u03b8\u03c9\u03bd \u03bc\u03b5 \u03c4\u03bf module AMASSS(Automatic multi-anatomical skull structure segmentation)."},"content":{"rendered":"\n<p>\u03a4\u03bf module AMASSS(Automatic multi-anatomical skull structure segmentation) \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03b8\u03b7\u03ba\u03b5 \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03c4\u03bc\u03b7\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2\/\u03ba\u03b1\u03c4\u03ac\u03c4\u03bc\u03b7\u03c3\u03b7\u03c2 (segmentation) \u03b1\u03bd\u03b1\u03c4\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b4\u03bf\u03bc\u03ce\u03bd \u03c4\u03bf\u03c5 \u03ba\u03c1\u03b1\u03bd\u03af\u03bf\u03c5. \u03a4\u03bf AMASSS \u03b5\u03af\u03bd\u03b1\u03b9 \u03ad\u03bd\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf \u03b5\u03bb\u03b5\u03cd\u03b8\u03b5\u03c1\u03bf\u03c5 \u03b1\u03bd\u03bf\u03b9\u03ba\u03c4\u03bf\u03cd \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c0\u03c4\u03cd\u03c7\u03b8\u03b7\u03ba\u03b5 \u03bc\u03b5 \u03c3\u03ba\u03bf\u03c0\u03cc \u03bd\u03b1 \u03b4\u03b9\u03b5\u03c5\u03ba\u03bf\u03bb\u03cd\u03bd\u03b5\u03b9 \u03c4\u03bf segmentation \u03c4\u03b7\u03c2 \u03b9\u03b1\u03c4\u03c1\u03b9\u03ba\u03ae\u03c2 \u03ba\u03b1\u03b9 \u03bf\u03b4\u03bf\u03bd\u03c4\u03b9\u03b1\u03c4\u03c1\u03b9\u03ba\u03ae\u03c2 \u03b5\u03b9\u03ba\u03cc\u03bd\u03b1\u03c2 \u03c3\u03c4\u03b7\u03bd \u03ba\u03bb\u03b9\u03bd\u03b9\u03ba\u03ae \u03c0\u03c1\u03ac\u03be\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1.<\/p>\n\n\n\n<p>\u03a4\u03bf AMASSS \u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03c3\u03c4\u03b7\u03ba\u03b5 \u03c3\u03c4\u03bf \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03bf \u03c4\u03bf\u03c5 \u03bd\u03ad\u03bf\u03c5 \u0399\u03b1\u03c4\u03c1\u03b9\u03ba\u03bf\u03cd \u0391\u03bd\u03bf\u03b9\u03ba\u03c4\u03bf\u03cd \u0394\u03b9\u03ba\u03c4\u03cd\u03bf\u03c5 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae\u03c2 \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7\u03c2 (Medical Open Network for Artificial Intelligence (MONAI)) \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ce\u03bd\u03c4\u03b1\u03c2 \u03c4\u03bf\u03bd \u03b1\u03bb\u03b3\u03cc\u03c1\u03b9\u03b8\u03bc\u03bf \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03ba\u03ae\u03c2 \u03bc\u03ac\u03b8\u03b7\u03c3\u03b7\u03c2 UNEt TRansformers (UNETR).<\/p>\n\n\n\n<p>\u0397 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7(training) \u03c4\u03c9\u03bd \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03c9\u03bd \u03ad\u03b3\u03b9\u03bd\u03b5 \u03c3\u03c4\u03b1 \u03b1\u03c1\u03c7\u03b5\u03af\u03b1 DICOM 618 \u03b5\u03be\u03b5\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd CBCT \u03cc\u03c0\u03bf\u03c5 \u03c4\u03bf manual segmentation \u03ad\u03b3\u03b9\u03bd\u03b5 \u03b1\u03c0\u03cc  \u03ad\u03bc\u03c0\u03b5\u03b9\u03c1\u03bf\u03c5\u03c2 \u03ba\u03bb\u03b9\u03bd\u03b9\u03ba\u03bf\u03cd\u03c2 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ce\u03bd\u03c4\u03b1\u03c2 \u03c4\u03b1 \u03b5\u03bb\u03b5\u03cd\u03b8\u03b5\u03c1\u03b1 \u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03b9\u03ba\u03ac \u03b1\u03bd\u03bf\u03b9\u03ba\u03c4\u03bf\u03cd \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1 ITK-SNAP 3.8 \u03ba\u03b1\u03b9 3D Slicer 4.11. \u03a4\u03b1 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u03ad\u03b4\u03b5\u03b9\u03be\u03b1\u03bd \u03c5\u03c8\u03b7\u03bb\u03ae \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1\u03c2 (Dice &nbsp;0.962 \u00b1 0.02).<\/p>\n\n\n\n<p>\u0391\u03bd\u03b1\u03bb\u03c5\u03c4\u03b9\u03ba\u03ac \u03b7 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1 \u2018Automatic multi-anatomical skull structure segmentation of cone-beam computed tomography scans using 3D UNETR\u2019&nbsp; \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b7 \u03c3\u03b5 full-text \u03c3\u03c4\u03bf\u03bd \u03c3\u03cd\u03bd\u03b4\u03b5\u03c3\u03bc\u03bf: <a href=\"https:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0275033\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0275033<\/a><\/p>\n\n\n\n<p>\u03a4\u03bf AMASSS \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b7\u03b8\u03b5\u03af \u03c3\u03c4\u03bf \u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03b9\u03ba\u03cc 3D Slicer \u03ba\u03b1\u03b8\u03ce\u03c2 \u03c0\u03b5\u03c1\u03b9\u03ad\u03c7\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03bf module \u2018Automated Dental Tools\u2019. \u0397 \u03b5\u03be\u03ad\u03c4\u03b1\u03c3\u03b7 CBCT \u03b8\u03b1 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c3\u03b5 \u03bc\u03bf\u03c1\u03c6\u03ae NIfTI \u03ba\u03b1\u03b9 \u03ac\u03c1\u03b1 \u03b8\u03b1 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b3\u03af\u03bd\u03b5\u03b9 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1o\u03c0\u03ae \u03c4\u03c9\u03bd \u03b1\u03c1\u03c7\u03b5\u03af\u03c9\u03bd DICOM.<\/p>\n\n\n\n<p>\u03a3\u03c4\u03b7 \u03c3\u03c5\u03bd\u03ad\u03c7\u03b5\u03b9\u03b1, \u03cc\u03c0\u03c9\u03c2 \u03c6\u03b1\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03bf video, \u03b7 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c0\u03bb\u03ae \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1\u03c2. \u03a9\u03c3\u03c4\u03cc\u03c3\u03bf \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03c5\u03bd\u03b1\u03c4\u03ae \u03b7 \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03bc\u03ad\u03c3\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf \u03ba\u03bf\u03c5\u03c4\u03af \u2018Python Interactor\u2019 \u03c4\u03b7\u03c2 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2.<\/p>\n\n\n\n<p>\u03a3\u03c4\u03bf video \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03b4\u03cd\u03bf \u03c0\u03b5\u03c1\u03b9\u03c0\u03c4\u03ce\u03c3\u03b5\u03b9\u03c2 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2 \u03c4\u03bf\u03c5 AMASSS \u03c3\u03c4\u03bf 3D Slicer.<\/p>\n\n\n\n<p>\u0397 \u03c0\u03c1\u03ce\u03c4\u03b7 \u03c0\u03b5\u03c1\u03af\u03c0\u03c4\u03c9\u03c3\u03b7 \u03b1\u03c6\u03bf\u03c1\u03ac \u03bc\u03b9\u03b1 \u03c3\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03ba\u03bf\u03bb\u03c0\u03b9\u03ba\u03ae \u03b5\u03c0\u03b9\u03ba\u03bf\u03b9\u03bd\u03c9\u03bd\u03af\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03b1\u03c1\u03b1\u03c4\u03b7\u03c1\u03bf\u03cd\u03bc\u03b5 \u03cc\u03c4\u03b9 \u03c4\u03bf AMASSS \u03ad\u03b4\u03c9\u03c3\u03b5 \u03c3\u03b5 \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03bf \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 \u03bb\u03b5\u03c0\u03c4\u03cc \u03bc\u03b5 \u03b9\u03ba\u03b1\u03bd\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03b9\u03ba\u03ae \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1 \u03c4\u03bf \u03bf\u03c3\u03c4\u03cc \u03c4\u03b7\u03c2 \u03ac\u03bd\u03c9 \u03b3\u03bd\u03ac\u03b8\u03bf\u03c5 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b2\u03bb\u03ac\u03b2\u03b7. \u0391\u03c5\u03c4\u03cc \u03c6\u03b1\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b9\u03c2 2 \u03c3\u03c5\u03b3\u03ba\u03c1\u03b9\u03c4\u03b9\u03ba\u03ad\u03c2 \u03b4\u03b9\u03b1\u03c6\u03ac\u03bd\u03b5\u03b9\u03b5\u03c2, \u03cc\u03c0\u03bf\u03c5 \u03c4\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03c4\u03bf\u03c5 AMASSS \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c4\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03c4\u03bf\u03c5 \u03b1\u03c0\u03bb\u03bf\u03cd manual segmentation \u03ba\u03b1\u03b9 \u03c4\u03bf\u03c5 manual \u03b5\u03bd\u03b9\u03c3\u03c7\u03c5\u03bc\u03ad\u03bd\u03bf\u03c5 \u03bc\u03b5 \u03c4\u03bf \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf \u2018wrap solidify\u2019(<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/sebastianandress\/Slicer-SurfaceWrapSolidify\" target=\"_blank\">https:\/\/github.com\/sebastianandress\/Slicer-SurfaceWrapSolidify<\/a>).<\/p>\n\n\n\n<p>\u0397 \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03b7 \u03c0\u03b5\u03c1\u03af\u03c0\u03c4\u03c9\u03c3\u03b7 \u03b1\u03c6\u03bf\u03c1\u03ac \u03bc\u03b9\u03b1 \u03c0\u03b5\u03c1\u03af\u03c0\u03c4\u03c9\u03c3\u03b7 \u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03bf\u03cd \u03c4\u03bf\u03c0\u03bf\u03b8\u03ad\u03c4\u03b7\u03c3\u03b7\u03c2 \u03b5\u03bc\u03c6\u03c5\u03c4\u03b5\u03c5\u03bc\u03ac\u03c4\u03c9\u03bd \u03ba\u03b1\u03b9 \u03c0\u03b1\u03c1\u03b1\u03c4\u03b7\u03c1\u03bf\u03cd\u03bc\u03b5 \u03cc\u03c4\u03b9 \u03c3\u03b5 \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 5 \u03bb\u03b5\u03c0\u03c4\u03ac \u03c4\u03bf AMASSS \u03c4\u03bc\u03b7\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 \u03bc\u03b5 \u03bc\u03b5\u03b3\u03ac\u03bb\u03b7 \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1 \u03c4\u03b1 \u03bf\u03c3\u03c4\u03ac \u03c4\u03c9\u03bd \u03b3\u03bd\u03ac\u03b8\u03c9\u03bd. &nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/cdfhub.com\/wp-content\/uploads\/2023\/01\/AMASSS_examples_1.mp4\"><\/video><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u03a4\u03bf module AMASSS(Automatic multi-anatomical skull structure segmentation) \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03b8\u03b7\u03ba\u03b5 \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03c4\u03bc\u03b7\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2\/\u03ba\u03b1\u03c4\u03ac\u03c4\u03bc\u03b7\u03c3\u03b7\u03c2 (segmentation) \u03b1\u03bd\u03b1\u03c4\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b4\u03bf\u03bc\u03ce\u03bd \u03c4\u03bf\u03c5 \u03ba\u03c1\u03b1\u03bd\u03af\u03bf\u03c5. \u03a4\u03bf AMASSS \u03b5\u03af\u03bd\u03b1\u03b9 \u03ad\u03bd\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf \u03b5\u03bb\u03b5\u03cd\u03b8\u03b5\u03c1\u03bf\u03c5 \u03b1\u03bd\u03bf\u03b9\u03ba\u03c4\u03bf\u03cd \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c0\u03c4\u03cd\u03c7\u03b8\u03b7\u03ba\u03b5 \u03bc\u03b5 \u03c3\u03ba\u03bf\u03c0\u03cc \u03bd\u03b1 \u03b4\u03b9\u03b5\u03c5\u03ba\u03bf\u03bb\u03cd\u03bd\u03b5\u03b9 \u03c4\u03bf segmentation \u03c4\u03b7\u03c2 \u03b9\u03b1\u03c4\u03c1\u03b9\u03ba\u03ae\u03c2 \u03ba\u03b1\u03b9 \u03bf\u03b4\u03bf\u03bd\u03c4\u03b9\u03b1\u03c4\u03c1\u03b9\u03ba\u03ae\u03c2 \u03b5\u03b9\u03ba\u03cc\u03bd\u03b1\u03c2 \u03c3\u03c4\u03b7\u03bd \u03ba\u03bb\u03b9\u03bd\u03b9\u03ba\u03ae \u03c0\u03c1\u03ac\u03be\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1. \u03a4\u03bf AMASSS \u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03c3\u03c4\u03b7\u03ba\u03b5 \u03c3\u03c4\u03bf \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03bf \u03c4\u03bf\u03c5 \u03bd\u03ad\u03bf\u03c5 \u0399\u03b1\u03c4\u03c1\u03b9\u03ba\u03bf\u03cd \u0391\u03bd\u03bf\u03b9\u03ba\u03c4\u03bf\u03cd \u0394\u03b9\u03ba\u03c4\u03cd\u03bf\u03c5&hellip;<\/p>\n","protected":false},"author":1,"featured_media":380,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30,32,18,29,19],"tags":[],"class_list":["post-317","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificiaiintelligence","category-cbct","category-dataacquisition","category-freeopensourcesoftware","category-treatmentplan"],"_links":{"self":[{"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/posts\/317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cdfhub.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=317"}],"version-history":[{"count":7,"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/posts\/317\/revisions"}],"predecessor-version":[{"id":360,"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/posts\/317\/revisions\/360"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cdfhub.com\/index.php?rest_route=\/wp\/v2\/media\/380"}],"wp:attachment":[{"href":"https:\/\/cdfhub.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cdfhub.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cdfhub.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}