Machine learning methods for automated technical skills assessment with instructional feedback in ultrasound-guided interventions

[1] Harden RM(1975)Assessment of clinical competence using objective structured examination Br Med J 1 447-451

[2] Stevenson M(1994)Reliability and construct validity of a structured technical skills assessment form Am J Surg 167 423-427

[3] Downie WW(2012)The Ottawa surgical competency operating room evaluation (O-SCORE): a tool to assess surgical competence Acad Med 87 1401-1407

[4] Wilson GM(1997)Objective structured assessment of technical skill (OSATS) for surgical residents Br J Surg 84 273-278

[5] Winckel CP(2011)Review of methods for objective surgical skill evaluation Surg Endosc 25 356-366

[6] Reznick RK(2017)Objective assessment of surgical technical skill and competency in the operating room Annu Rev Biomed Eng 19 301-325

[7] Frcsc M(2003)Evaluating laparoscopic skills, setting the pass/fail score for the MISTELS system Surg Endosc Other Interv Tech 17 964-967

[8] Cohen R(2004)Computer-enhanced laparoscopic training system (CELTS): bridging the gap Surg Endosc 18 782-789

[9] Gofton WT(2010)Objective classification of residents based on their psychomotor laparoscopic skills Surg Endosc Other Interv Tech 24 1031-1039

[10] Dudek NL(2010)Support vector machines improve the accuracy of evaluation for the performance of laparoscopic training tasks Surg Endosc 24 170-178

[1] Harden RM(1975)Assessment of clinical competence using objective structured examination Br Med J 1 447-451

[2] Stevenson M(1994)Reliability and construct validity of a structured technical skills assessment form Am J Surg 167 423-427

[3] Downie WW(2012)The Ottawa surgical competency operating room evaluation (O-SCORE): a tool to assess surgical competence Acad Med 87 1401-1407

[4] Wilson GM(1997)Objective structured assessment of technical skill (OSATS) for surgical residents Br J Surg 84 273-278

[5] Winckel CP(2011)Review of methods for objective surgical skill evaluation Surg Endosc 25 356-366

[6] Reznick RK(2017)Objective assessment of surgical technical skill and competency in the operating room Annu Rev Biomed Eng 19 301-325

[7] Frcsc M(2003)Evaluating laparoscopic skills, setting the pass/fail score for the MISTELS system Surg Endosc Other Interv Tech 17 964-967

[8] Cohen R(2004)Computer-enhanced laparoscopic training system (CELTS): bridging the gap Surg Endosc 18 782-789

[9] Gofton WT(2010)Objective classification of residents based on their psychomotor laparoscopic skills Surg Endosc Other Interv Tech 24 1031-1039

[10] Dudek NL(2010)Support vector machines improve the accuracy of evaluation for the performance of laparoscopic training tasks Surg Endosc 24 170-178