%/******************************************************************************* % * Copyright (C) 2015 Germain FORESTIER % * Contributors: % * Germain FORESTIER % * % * This file is part of the paper "Automatic phase prediction from low-level surgical activities" % * submitted to International Conference on Information Processing in Computer-Assisted Interventions IPCAI 2015. % * % * This is free software: you can redistribute it and/or modify % * it under the terms of the GNU General Public License as published by % * the Free Software Foundation, version 3 of the License. % * % * This is distributed in the hope that it will be useful, % * but WITHOUT ANY WARRANTY; without even the implied warranty of % * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the % * GNU General Public License for more details. % * % * You should have received a copy of the GNU General Public License % * along with this program. If not, see . % ******************************************************************************/ Decision rules list ------------------ LeftStructure = pause AND Microscope = microscope: approachtothedisc (330.0) LeftInstrument = rongeurs: approachtothedisc (317.0) LeftStructure = skin AND RightActivity = sew: closure (200.0) LeftStructure = fascia: closure (146.0) LeftStructure = ?: approachtothedisc (69.0) LeftStructure = skin AND RightStructure = fascia: approachtothedisc (56.0) LeftStructure = ligament AND RightStructure = disc: discectomy (354.0) LeftStructure = skin AND RightStructure = pause: closure (45.0/12.0) LeftStructure = vertebra AND RightActivity = install: discectomy (274.0/103.0) LeftStructure = vertebra: approachtothedisc (39.0) LeftStructure = skin: approachtothedisc (37.0) LeftStructure = duramater: hemostasis (26.0) LeftActivity = install AND LeftInstrument = pause: closure (25.0) LeftStructure = ligament AND RightInstrument = dissectors: approachtothedisc (141.0/36.0) LeftStructure = ligament AND RightActivity = remove: approachtothedisc (88.0/22.0) LeftStructure = ligament AND RightActivity = pause: discectomy (75.0/28.0) RightStructure = muscle AND RightActivity = coagulate: approachtothedisc (53.0) RightStructure = muscle AND RightActivity = dissect: approachtothedisc (41.0) RightStructure = nerveroot: discectomy (99.0/13.0) RightStructure = vertebra: approachtothedisc (21.0) RightStructure = skin AND RightActivity = coagulate: approachtothedisc (10.0) RightStructure = muscle AND RightActivity = install: approachtothedisc (33.0) LeftStructure = ligament AND RightActivity = coagulate: discectomy (78.0/31.0) RightInstrument = forceps: approachtothedisc (23.0) LeftStructure = ligament: discectomy (46.0/7.0) RightActivity = hold AND RightStructure = muscle: approachtothedisc (21.0) RightActivity = pause: approachtothedisc (108.0/49.0) RightActivity = remove: closure (18.0) RightActivity = cut: approachtothedisc (9.0) : closure (6.0) Number of Rules : 30 J48 pruned tree ------------------ LeftStructure = ?: approachtothedisc (69.0) LeftStructure = disc: approachtothedisc (0.0) LeftStructure = duramater: hemostasis (26.0) LeftStructure = fascia: closure (146.0) LeftStructure = ligament | RightStructure = ?: discectomy (0.0) | RightStructure = disc: discectomy (354.0) | RightStructure = duramater: discectomy (18.0/7.0) | RightStructure = fascia: discectomy (0.0) | RightStructure = ligament | | RightActivity = ?: approachtothedisc (0.0) | | RightActivity = coagulate: discectomy (78.0/31.0) | | RightActivity = cut: discectomy (28.0) | | RightActivity = dissect: approachtothedisc (0.0) | | RightActivity = drill: approachtothedisc (0.0) | | RightActivity = hold: approachtothedisc (45.0) | | RightActivity = install: approachtothedisc (5.0) | | RightActivity = irrigate: approachtothedisc (0.0) | | RightActivity = pause: approachtothedisc (0.0) | | RightActivity = remove: approachtothedisc (42.0) | | RightActivity = sew: approachtothedisc (0.0) | | RightActivity = swab: approachtothedisc (0.0) | RightStructure = muscle: approachtothedisc (26.0) | RightStructure = nerveroot | | RightInstrument = dissectors: approachtothedisc (141.0/36.0) | | RightInstrument = fluoroscopy: discectomy (0.0) | | RightInstrument = forceps: discectomy (0.0) | | RightInstrument = high-speeddrill: discectomy (0.0) | | RightInstrument = hooks: discectomy (59.0) | | RightInstrument = needle-holders: discectomy (0.0) | | RightInstrument = pause: discectomy (0.0) | | RightInstrument = retractors: discectomy (30.0/12.0) | | RightInstrument = rongeurs: discectomy (0.0) | | RightInstrument = salinesolution: discectomy (9.0) | | RightInstrument = scalpel: discectomy (0.0) | | RightInstrument = scissors: discectomy (0.0) | | RightInstrument = suctiontube: discectomy (0.0) | RightStructure = pause | | LeftActivity = ?: approachtothedisc (0.0) | | LeftActivity = coagulate: approachtothedisc (0.0) | | LeftActivity = cut: approachtothedisc (0.0) | | LeftActivity = dissect: approachtothedisc (0.0) | | LeftActivity = drill: approachtothedisc (0.0) | | LeftActivity = hold: discectomy (75.0/28.0) | | LeftActivity = install: approachtothedisc (0.0) | | LeftActivity = pause: approachtothedisc (0.0) | | LeftActivity = remove: approachtothedisc (91.0) | | LeftActivity = swab: approachtothedisc (0.0) | RightStructure = skin: discectomy (0.0) | RightStructure = vertebra: approachtothedisc (67.0/22.0) LeftStructure = muscle | LeftInstrument = ?: approachtothedisc (0.0) | LeftInstrument = dissectors: approachtothedisc (0.0) | LeftInstrument = fluoroscopy: approachtothedisc (0.0) | LeftInstrument = forceps: approachtothedisc (6.0) | LeftInstrument = high-speeddrill: approachtothedisc (0.0) | LeftInstrument = hooks: approachtothedisc (0.0) | LeftInstrument = pause: closure (25.0) | LeftInstrument = retractors: approachtothedisc (23.0) | LeftInstrument = rongeurs: approachtothedisc (0.0) | LeftInstrument = scissors: approachtothedisc (0.0) | LeftInstrument = suctiontube: approachtothedisc (0.0) LeftStructure = nerveroot: approachtothedisc (0.0) LeftStructure = pause | Microscope = microscope: approachtothedisc (330.0) | Microscope = no-microscope | | RightInstrument = dissectors: approachtothedisc (37.0) | | RightInstrument = fluoroscopy: approachtothedisc (0.0) | | RightInstrument = forceps: approachtothedisc (62.0) | | RightInstrument = high-speeddrill: approachtothedisc (0.0) | | RightInstrument = hooks: approachtothedisc (0.0) | | RightInstrument = needle-holders: closure (1.0) | | RightInstrument = pause: approachtothedisc (102.0/49.0) | | RightInstrument = retractors | | | RightActivity = ?: approachtothedisc (0.0) | | | RightActivity = coagulate: approachtothedisc (0.0) | | | RightActivity = cut: approachtothedisc (0.0) | | | RightActivity = dissect: approachtothedisc (0.0) | | | RightActivity = drill: approachtothedisc (0.0) | | | RightActivity = hold: approachtothedisc (10.0) | | | RightActivity = install: approachtothedisc (15.0) | | | RightActivity = irrigate: approachtothedisc (0.0) | | | RightActivity = pause: approachtothedisc (0.0) | | | RightActivity = remove: closure (18.0) | | | RightActivity = sew: approachtothedisc (0.0) | | | RightActivity = swab: approachtothedisc (0.0) | | RightInstrument = rongeurs: approachtothedisc (0.0) | | RightInstrument = salinesolution: hemostasis (1.0) | | RightInstrument = scalpel: approachtothedisc (5.0) | | RightInstrument = scissors: approachtothedisc (4.0) | | RightInstrument = suctiontube | | | RightStructure = ?: closure (0.0) | | | RightStructure = disc: closure (0.0) | | | RightStructure = duramater: closure (0.0) | | | RightStructure = fascia: closure (5.0) | | | RightStructure = ligament: closure (0.0) | | | RightStructure = muscle: approachtothedisc (3.0) | | | RightStructure = nerveroot: closure (0.0) | | | RightStructure = pause: closure (0.0) | | | RightStructure = skin: closure (0.0) | | | RightStructure = vertebra: closure (0.0) LeftStructure = skin | RightActivity = ?: closure (0.0) | RightActivity = coagulate: approachtothedisc (46.0) | RightActivity = cut: approachtothedisc (47.0) | RightActivity = dissect: closure (0.0) | RightActivity = drill: closure (0.0) | RightActivity = hold: closure (0.0) | RightActivity = install: closure (0.0) | RightActivity = irrigate: closure (0.0) | RightActivity = pause: closure (45.0/12.0) | RightActivity = remove: closure (0.0) | RightActivity = sew: closure (200.0) | RightActivity = swab: closure (0.0) LeftStructure = vertebra | RightActivity = ?: approachtothedisc (0.0) | RightActivity = coagulate: approachtothedisc (0.0) | RightActivity = cut: approachtothedisc (0.0) | RightActivity = dissect: approachtothedisc (0.0) | RightActivity = drill: approachtothedisc (0.0) | RightActivity = hold: approachtothedisc (0.0) | RightActivity = install: discectomy (274.0/103.0) | RightActivity = irrigate: approachtothedisc (0.0) | RightActivity = pause: approachtothedisc (220.0) | RightActivity = remove: approachtothedisc (0.0) | RightActivity = sew: approachtothedisc (0.0) | RightActivity = swab: approachtothedisc (0.0) Number of Leaves : 116 Size of the tree : 128