Australian College Research Articles

Defining the passage of wisdom: A taxonomy of supervision for RANZCP trainees and Fellows.

Trainees and Fellows of the Royal Australian and New Zealand College of Psychiatrists (RANZCP) work in complex interpersonal and organisational environments. Engagement in supervision can be a helpful way for trainees and Fellows to achieve interpersonal, professional, and organisational success. Supervision comes in many forms depending on the stage and state of one's career. An awareness of different supervision models is relevant to trainees' understanding of what is expected of them and their supervisors in their work and educational contexts. This paper explores the taxonomy of supervision models available to RANZCP trainees and Fellows in Australia and New Zealand. Supervision is a heterogeneous concept with multiple aims, outcomes, and processes that change with ones' stage of career.

A rural doctor's telehealth training program during the COVID-19 pandemic.

In Australia, remote consultations have been used as an adjunct to traditional healthcare delivery during the COVID-19 pandemic using telephone and video techniques with an increase in the use of telephone consultations, and to a lesser extent video consultations, for management of patient conditions, assessment, treatment, monitoring and diagnosis. To establish the needs of rural doctors for training in the provision of remote consultations, an online survey of members of the Australian College of Rural and Remote Medicine was undertaken. Subsequently an online scenario-based training program was designed to improve the competencies of members in providing these consultations. The outcomes of this program were analysed using pre- and post-intervention surveys, and qualitative analysis of session recordings. The program improved trainee confidence and competence in providing safe, quality remote consultations, particularly when using video technologies. Competencies in communication, history taking, physical online examination, clinical management and professionalism improved. Trainees adapted their practice because they were then able to manage potential issues, were more aware of the capabilities of telehealth technologies and could assist a health professional, such as a nurse or Aboriginal Health Worker (with the patient) to do an examination. Concerns remained about set-up time, technical quality, privacy, interaction with and examination of patients, and how to assess the severity of conditions. The outcomes of the program showed significant improvement in the levels of confidence and competencies required for providing remote consultations using telehealth services. A need remains to improve virtual interactions with patients, and to acquire better technology and financial support for remote consultations. In an environment where government is asking whether remote consultations are appropriate and clinically effective, these findings provide guidance from a professional group of experienced rural practitioners.

Prediction of general practice licensure/certification examination performance by a measure of 'questionable' activities in clinical practice: a retrospective cohort study.

'Low-value' clinical care and medical services are 'questionable' activities, being more likely to cause harm than good or with disproportionately low benefit relative to cost. This study examined the predictive ability of the QUestionable In Training Clinical Activities Index (QUIT-CAI) for general practice (GP) registrars' (trainees') performance in Australian GP Fellowship examinations (licensure/certification examinations for independent GP). The study was nested in ReCEnT, an ongoing cohort study in which Australian GP registrars document their in-consultation clinical practice. Outcome factors in analyses were individual registrars' scores on the three Fellowship examinations ('AKT', 'KFP', and 'OSCE' examinations) and pass/fail rates during 2012-21. Analyses used univariable and multivariable regression (linear or logistic, as appropriate). The study factor in each analysis was 'QUIT-CAI score percentage'-the percentage of times a registrar performed a QUIT-CAI clinical activity when 'at risk' (i.e. when managing a problem where performing a QUIT-CAI activity was a plausible option). A total of 1265, 1145, and 553 registrars sat Applied Knowledge Test, Key Features Problem, and Objective Structured Clinical Exam examinations, respectively. On multivariable analysis, higher QUIT-CAI score percentages (more questionable activities) were significantly associated with poorer Applied Knowledge Test scores (P = .001), poorer Key Features Problem scores (P = .003), and poorer Objective Structured Clinical Exam scores (P = .005). QUIT-CAI score percentages predicted Royal Australian College of General Practitioner exam failure [odds ratio 1.06 (95% CI 1.00, 1.12) per 1% increase in QUIT-CAI, P = .043]. Performing questionable clinical activities predicted poorer performance in the summative Fellowship examinations, thereby validating these examinations as measures of actual clinical performance (by our measure of clinical performance, which is relevant for a licensure/certification examination).

Attitudes, beliefs, behaviours and perspectives on barriers and enablers of Australian general practitioners towards non-drug interventions: a national survey

BackgroundMany guidelines recommend non-drug interventions (NDIs) for managing common conditions in primary care. However, compared with drug interventions, NDIs are less widely known, promoted and used. We aim to (1)...

Highlighting efficiency and redundancy in the Royal Australian College of General Practice standards for accreditation.

Objectives Accreditation to standards developed by the Royal Australian College of General Practice provides assurance to the community of the quality and safety of general practices in Australia. The objective of this study was to conduct an empirical evaluation of the 5th edition standards. Minimal empirically driven evaluation of the standards has been conducted since their publication in 2020. Methods Data encompass consecutive Australian general practice accreditation assessments between December 2020 and July 2022 recorded from a single accrediting agency. Met and not met compliance (binary) scores for 124 indicators evaluated at the site visit were recorded. A subset of indicators derived from a selection of existing and consistently non-conformant indicators within each criterion was generated. Concordance between the indicator subset and the criterion was assessed to determine the predictive ability of the indicator subset in distinguishing practices who are conformant to the entire criterion. Results A total of 757 general practices were included in the analysis. On average, 113.69 (s.d. = 8.16) of 124 indicators were evaluated as conformant at the site visit. In total, 52 (42%) indicators were required to obtain a true positive conformity rate above 95% for all criterions of the standards. For criterion 1 (General Practice 1) conformity to the entire criterion (nine indicators; >95% true positive rate) could be obtained by including 2/9 indicators (C1-1a and C1-2a). Conclusion Our results identified that indicator non-conformity was driven by a small proportion of indicators and identifying a subset of these consistently non-conformant indicators predicted a true positive rate above 95% at the criterion level.

Uterine Leiomyomas and Infertility: A Comparison of National and International Guidelines.

Uterine leiomyomas are the most common benign tumors of the female genital track, causing various symptoms and problems, including a possible impact on fertility.The relationship between fibroids and infertility has long been a debate among gynecologists. Management of fibroids in women with otherwise unexplained infertility worldwide lacks standardized, evidence-based guidelines. Therefore, a review of guidelines from the Royal Australian and New Zealand College of Obstetricians and Gynecologists, the American College of Obstetricians and Gynecologists, the Society of Obstetricians and Gynecologists of Canada, the Collège National des Gynécologues et Obstétriciens Français, and the American Society of Reproductive Medicine was conducted. There is agreement among all guidelines that the effect of fibroids on fertility is related to their position in the uterus and the alteration of the endometrial cavity. However, whether surgical intervention (laparotomy, laparoscopy, or hysteroscopy) is required varies among committees. More specifically, for submucous myomas, all guidelines agree that surgical intervention is needed. On the other hand, regarding intramural myomas, there is no consensus on what the approach may be. Novel treatments such as uterine artery embolization (UAE) and magnetic resonance-guided focused ultrasound surgery (MRgFUS) should only be used in clinical trial settings. Nevertheless, all guidelines agree that medical management of fibroids further delays efforts to conceive and has no role as a stand-alone treatment of fibroids; though, the use of GnRH analogues preoperatively can be useful to improve anemia and/or reduce fibroid volume. There is a need for updated international protocols to be introduced, in order to help clinicians dealing with fibroids and infertility to better suggest the optimal treatment.

The Association between Operating Room Nurses’ Characteristics, Competence, and Missed Nursing Care: A National Survey

Background. Missed nursing care, which has been explored in various acute care settings, results in adverse patient outcomes and job dissatisfaction in nurses. However, little is known about missed care in the operating room. Objective. This study tested a hypothesised model to identify relationships between nurses’ age, years of experience in the operating room, job satisfaction, and intention to leave which have direct and indirect effects on the frequency of missed care. The frequency of missed care was hypothesised to be mediated by nurses reported perioperative competence and the reasons for missed care. Design. A cross-sectional design using an online survey of Australian perioperative nurses was undertaken in 2022. Methods. All Australian College of Perioperative Nurses members were invited to participate. Missed nursing care was measured using the MISSCARE Survey-OR. Age, years of experience, and intention to leave were single-item measures. Satisfaction was a three-item scale. Competence was measured by the 18-item Perceived Perioperative Competence Scale-Short Form. Structural equation modelling was used to test our hypothesised model. Results. Of the 5,500 nurses invited, 853 (15.5%) responded, but only 602 (10.9%) participant responses were usable for inclusion in the model. The model demonstrates that participants’ age directly predicted the frequency of missed care, nurse role satisfaction, perceived perioperative competence, and reasons for missed care. The reasons for missed care and perceived perioperative competence were mediators that were negatively associated with the frequency of missed care. Conclusions. While the final model explained 22.6% of the frequency of missed care, other variables not identified in this study may influence this outcome.

Understanding the provision of psychological interventions for psychosis in an Australian mental health service: a mixed methods study

ABSTRACT Objective To describe the provision of evidence-based psychological therapies for the treatment of psychosis in a large Australian mental health service; and to explore the barriers and facilitators to providing these therapies. Method Mixed-methods study including: 1) a retrospective audit of 100 clients with schizophrenia spectrum disorder to estimate adherence to guideline recommended psychological therapies; and 2) a cross-sectional survey of community based mental health practitioners, based on the Theoretical Domains Framework, to understand the barriers and facilitators to delivering psychological therapies to clients with psychosis. Results Twenty-five percent (25/100) of the audited sample engaged with psychological services. Of those who did, two received the recommended dose of evidence-based therapy. Thirty-three percent (37/112) of mental health practitioners completed the survey. Barriers to the delivery of psychological therapies related to perceived lack of knowledge, skills, and confidence with the therapies, and beliefs about who will (and will not) benefit. Other barriers included lack of time, demanding caseloads, and a culture of risk and crisis management. Conclusions People with psychosis have poor access to evidence-based psychological therapies. The barriers to providing psychological therapies are multifactorial and should be systematically addressed to improve health and quality of life outcomes for people living with psychosis. Abbreviations: CBT: Cognitive behaviour therapy; CBTp: cognitive behaviour therapy for psychosis; CRT: cognitive remediation therapy; FIp: family intervention for psychosis; PORT: Patient Outcomes Research Team; RANZCP: Royal Australian and New Zealand College of Psychiatrists; NICE: UK National Institute of Clinical Excellence; TDF: The Theoretical Domains Framework; HoNos: Health of the Nation Scale; EBPIs: Evidence Based Psychological Interventions; ACT: Acceptance and Commitment Therapy.

Preparing for success in final summative medical specialist examinations: The case for RACE

BackgroundFailure rates on medical specialist final summative examinations in Australia are high, regardless of speciality. Examination failure can have detrimental psycho-social, financial and job security effects on the trainee, while delays in completion of training adversely impacts workforce growth and health outcomes for the community. The study aimed to explore the preparation factors that contribute to ophthalmology trainee success in their final summative examination.MethodsSemi-structured in-depth interviews were conducted with 29 participants via telephone or Zoom with ophthalmology trainees and Fellows. To be eligible, interviewees had to have sat the Royal Australian and New Zealand College of Ophthalmologists Advanced Clinical Examination (RACE) within the past five years or were providing supervision to trainees preparing for RACE. Interviews were audio-recorded, transcribed and thematically analysed.ResultsExamination success was underpinned by six themes relating to preparation: (i) ‘Those who fail to plan, plan to fail’, which related to development and adherence to a study plan; (ii) ‘It takes a village’ encompassed trainees establishing and activating personal and professional supports; (iii) ‘Get to know your opponent’, which encompassed developing an understanding of the examination construct, format and requirements; (iv) ‘There is no substitute for hard work’, which related to intensive study over a period of 12–18 months; (v) ‘Keep pace with the herd’, which referred to benchmarking preparation efforts and progress against peers; and (vi) ‘Don’t jump the gun’, which related to ensuring readiness to sit.ConclusionsMaximising medical specialist examination pass rates is in the best interest of trainees, training Colleges, health care systems and communities. Recognising and facilitating preparation approaches that foster success in final summative examinations are the collective responsibility of trainees, specialist training Colleges, training networks and health systems. Trainees need to plan for examination success, be self-determined to commit to intensive study over an extended time period and be realistic about their readiness to sit.

The Royal Australian and New Zealand College of Ophthalmologists 54th Annual Scientific Congress.

The Royal Australian and New Zealand College of Ophthalmologists 54th Annual Scientific Congress.

The new Diploma of Rural Generalist Anaesthesia: Supporting Australian rural and remote communities.

In 2023, a Diploma of Rural Generalist Anaesthesia (DipRGA) was implemented across Australia. Developed collaboratively by the Australian and New Zealand College of Anaesthetists (ANZCA), the Australian College of Rural and Remote Medicine (ACRRM) and the Royal Australian College of General Practitioners (RACGP), the 12-month qualification is completed during or following ACRRM or RACGP Rural Generalist Fellowship training. Focused on the needs of rural and remote communities for elective and emergency surgery, maternity care, resuscitative care for medical illness or injury, and stabilisation for retrieval, the DipRGA supports rural generalist anaesthetists working within collaborative teams in geographically isolated settings. The goal is a graduate who can anaesthetise American Society of Anesthesiologists physical status class 1, 2 and stable 3 patients for elective surgery, provide obstetric anaesthesia and analgesia, anaesthetise paediatric patients and undertake advanced crisis care within their scope of practice. Crucially, they also recognise both limitations of their skills and local resources available when considering whether to provide care, defer, refer or transfer patients. DipRGA curriculum design commenced by adapting the ANZCA specialist training curriculum with consideration of the training approach of both the ACRRM and the RACGP, particularly the rural and remote context. Curriculum content is addressed in seven entrustable professional activities supported by workplace-based assessments and multisource feedback. Trainees are supervised by rural generalist anaesthetists and specialist anaesthetists, and complete flexible learning activities to accommodate geographical dispersion. Standardised summative assessments include an early test of knowledge and an examination, adapted from the ACRRM structured assessment using multiple patient scenarios.

Position statements of the Royal Australian and New Zealand College of Psychiatrists: An historical perspective.

To review the concept, purpose, and subjects of Position Statements of the Royal Australian and New Zealand College of Psychiatrists since their inception in 1971, and to consider changes to enhance their value. We scrutinised the procedure in producing, revising, and rescinding Position Statements, and the nature of the subjects covered. Position Statements were initiated by the College Board, various College committees and members. The format and procedures of revising and rescinding them varied considerably. We identified 11 subject areas encompassing professional practice and research, their association with societal developments, and the implications for College policy. Position Statements have proved to be a dynamic vehicle to keep abreast of significant changes in psychiatry. Methodical appraisal is required to optimise their objective in conveying College policies to members and relevant stakeholders.

Exam prediction and the general Practice Registrar Competency Assessment Grid (GPR-CAG)

ABSTRACT Background In GP training, identifying early predictors of poor summative examination performance can be challenging. We aimed to establish whether external clinical teaching visit (ECTV) performance, measured using a validated instrument (GP Registrar Competency Assessment Grid, GPR-CAG) is predictive of Royal Australian College of General Practitioners (RACGP) Fellowship examination performance. Methods A retrospective cohort study including GP registrars in New South Wales/Australian Capital Territory with ECTV data recorded during their first training term (GPT1), between 2014 and 2018, who attempted at least one Fellowship examination. Independent variables of interest included the four GPR-CAG factors assessed in GPT1 (‘patient-centredness/caring’, ‘formulating hypotheses/management plans’, ‘professional responsibilities’, ‘physical examination skills’). Outcomes of interest included individual scores of the three summative examinations (Applied Knowledge Test (AKT); Key Feature Problem (KFP); and the Objective Structured Clinical Examination (OSCE)) and overall Pass/Fail status. Univariable and multivariable regression analyses were performed. Results Univariably, there were statistically significant associations (p < 0.01) between all four GPR-CAG factors and all four summative examination outcomes, except for ‘formulating hypotheses/management plans’ and OSCE score (p = 0.07). On multivariable analysis, each factor was significantly associated (p < 0.05) with at least one exam outcome, and ‘physical examination skills’ was significantly associated (p < 0.05) with all four exam outcomes. Discussion ECTV performance, via GPR-CAG scores, is predictive of RACGP Fellowship exam performance. The univariable findings highlight the pragmatic utility of ECTVs in flagging registrars who are at-risk of poor exam performance, facilitating early intervention. The multivariable associations of GPR-CAG scores and examination performance suggest that these scores provide predictive ability beyond that of other known predictors.

Selected prize abstracts from the Australian and New Zealand College of Anaesthetists Annual Scientific Meeting and the Obstetric Anaesthesia SIG Satellite Meeting, May 2023, Sydney, Australia

Selected prize abstracts from the Australian and New Zealand College of Anaesthetists Annual Scientific Meeting and the Obstetric Anaesthesia SIG Satellite Meeting, May 2023, Sydney, Australia

The Royal Australian and New Zealand College of Radiologists (RANZCR), 73rd Annual Scientific Meeting, 19-21 October 2023.

The Royal Australian and New Zealand College of Radiologists (RANZCR), 73rd Annual Scientific Meeting, 19-21 October 2023.

Sex-related differences in functional capacity and its implications in risk stratification before major non-cardiac surgery: a post hoc analysis of the international METS study

Poor functional capacity has been identified as an important modifiable risk factor for postoperative complications. Cardiopulmonary exercise testing (CPET) provides objective parameters of functional capacity (e.g., oxygen consumption at peak exercise, peak VO2), with significant prognostication for postoperative complications. However, sex-specific thresholds for functional capacity to predict surgical risk are yet to be established. Therefore, we performed a post hoc analysis of the international, multicentre, prospective observational METS (Measurement of Exercise Tolerance before Surgery) study to evaluate if sex-specific thresholds of peak VO2 improve risk prediction of postoperative complications. We undertook a post hoc analysis (HREC/71824/PMCC) of the METS study, which was performed between March 2013 and March 2016. We investigated whether sex-specific differences exist for CPET-derived parameters and associated thresholds for predicting postoperative complications in this large cohort of patients that had major non-cardiac surgery (n=1266). Logistic regression models were analyzed for the association of low peak VO2 with moderate-to-severe in-hospital postoperative complications. Optimal sex-specific peak VO2 thresholds were obtained by maximizing the Youden index of receiver operating characteristic (ROC) curves. Finally, multivariable logistic regression models tested the resulting sex-specific thresholds against the established non-sex-specific peak VO2 threshold (14mLkg-1 min-1) adjusted for clinically relevant features such as comorbidities and surgical complexity. Models were evaluated by bootstrapping optimism-corrected area under the ROC curve and the net reclassification improvement index (NRI). Female patients (n=480) had a lower mean (SD) peak VO2 than males (16.7 (4.9) mL kg-1 min-1 versus 21.2 (6.5) mL kg-1 min-1, p<0.001) and a lower postoperative complication rate (10.4% versus 15.3%; p=0.018) than males (n=786). The optimal peak VO2 threshold for predicting postoperative complications was 12.4mLkg-1 min-1 for females and 22.3mLkg-1 min-1 for males, respectively. In the multivariable regression model, low non-sex-specific peak VO2 did not independently predict postoperative complications. In contrast, low sex-specific peak VO2 was an independent predictor of postoperative complications (OR 2.29; 95% CI: 1.60, 3.30; p<0.001). The optimism-corrected AUC-ROC of the sex-specific model was higher compared with the non-sex-specific model (0.73 versus 0.7; DeLong's test: p=0.021). The sex-specific model classified 39% of the patients more correctly than the baseline model (NRI=0.39; 95% CI: 0.24, 0.55). In contrast, the non-sex-specific model only classified 9% of the patients more correctly when compared against the baseline model (NRI=0.09; 95% CI:-0.04, 0.22). Our data report sex-specific differences in preoperative CPET-derived functional capacity parameters. Sex-specific peak VO2 thresholds identify patients at increased risk for postoperative complications with a higher discriminatory ability than a sex-unspecific threshold. As such, sex-specific threshold values should be considered in preoperative CPET to potentially improve risk stratification and to guide surgical decision-making, including eligibility for surgery, preoperative optimization strategies (prehabilitation) or seeking non-surgical options. There was no funding for the present study. The original METS study was funded by Canadian Institutes of Health Research, Heart and Stroke Foundation of Canada, Ontario Ministry of Health and Long-Term Care, Ontario Ministry of Research, Innovation and Science, UK National Institute of Academic Anaesthesia, UK Clinical Research Collaboration, Australian and New Zealand College of Anaesthetists, and Monash University.

Modelling the rate of trainees transitioning to Fellowship before achieving competence under the RANZCP's Alternative Assessment Pathway to the Objective Structured Clinical Examination.

The Objective Structured Clinical Examination (OSCE) has been removed from the Royal Australian and New Zealand College of Psychiatrists' (RANZCP) training pathway. This decision occurred in the context of an Alternative Assessment Pathway (AAP) necessitated by Covid-19, justified by logistical, methodological and equity concerns. The false positive rate of trainees progressing to Fellowship before achieving competence is a key indicator for evaluating any assessment leading to psychiatric Fellowship. Variations in the statistical properties of the AAP and OSCE were analysed for their impact on pre-competent trainees progressing to Fellowship. Starting with the false positive scenario presented to justify discontinuing the OSCE, false positive rates associated with the AAP and OSCE were calculated based on different assumptions about reliability and accuracy. The analyses suggest that less reliable and less accurate alternatives to the OSCE, such as the AAP, increase the number of pre-competent trainees progressing to Fellowship. Given possible increases in pre-competent trainees progressing to Fellowship while alternatives to the OSCE are finalised, confidence in the RANZCP's training program demands robust public analyses of those alternatives.

Bilateral salpingectomy as an option of permanent contraception at time of caesarean section: A survey of practice.

Opportunistic bilateral salpingectomy during benign gynaecologic surgery is advocated as a risk-reducing strategy due to the inverse association of epithelial ovarian cancers observed in epidemiological studies in a low-risk setting. Currently, no formal guidance exists for permanent surgical contraception at time of caesarean section in Australia. Our aim was to survey Fellows of the Royal Australian and New Zealand College of Obstetricians and Gynaecologists (RANZCOG) regarding bilateral salpingectomy compared to other procedures offered for permanent contraception at the time of caesarean section. An online survey was utilised to collect clinician demographics, opinions, barriers, and justifications in regard to options of permanent surgical contraception at time of caesarean section. Bilateral salpingectomy was identified as the most effective method of permanent contraception at time of caesarean section. However, only 62% of respondents offer the procedure as a method of permanent contraception. The two most common reasons for clinicians to offer bilateral salpingectomy at time of caesarean section were evidence suggesting a link between the fallopian tube and gynaecological cancer (80%) and efficacy as a permanent form of contraception (16%). The primary barrier identified by 51% of respondents was perceived increased risk of surgical complications, followed by reasoning that it would not allow the possibility of future tubal reversal. This study identifies diverse opinions on surgical approach to permanent contraception at time of caesarean section and offered by clinicians of RANZCOG. Further research is required to establish safety profiles and short- and long-term risks of bilateral salpingectomy.

Values in Social Work and Professional Relationship Towards Users

The paper presents the results of comparative empirical research conducted among social work students (N=146), who were grouped into two subsamples: students from the Australian College of Applied Psychology, Sydney and Melbourne (N= 71), and students from Bosnia and Herzegovina (BiH) from the Universities of Banja Luka, Tuzla and Sarajevo (N=75). The subject of the research was the values in social work that determine the professional attitude and ways of intervening towards the users of the social protection system, among social work students in two different educational, cultural, and social-political environments (Australia and Bosnia and Herzegovina). The goal of the research was to determine whether there are differences in the attitudes and opinions of students about the values of social work, professional attitudes, and actions towards users of the social protection system, about the country of study and residence. The research was carried out using the research method (survey technique), for the needs of which a specially prepared instrument - Questionnaire (ORiSR/April 2020) was created, which examined students' attitudes about the professional relationship and measures of treatment towards users of social work services. The obtained results confirmed the assumed hypothesis that there are significant differences in students' attitudes regarding the place of study, that is, the different cultural and social circumstances in which future social workers are educated. Differences were observed in the evaluation of individual measures and forms of protection for users of social work services. Students from Bosnia and Herzegovina believe that adoption and foster care are preferable forms of protection for children without parental care, while the majority of students from Australia think that the adoption of children in same-sex unions should be allowed. Also, the obtained results showed that, even though the views of students from Australia and Bosnia and Herzegovina differ on some values of social work, essential differences were not observed in the values related to satisfying the primary interest of the user, subordinating personal principles to the values of social work and social activism of social work in the community.

Automated precision localization of peripherally inserted central catheter tip through model-agnostic multi-stage networks

Background:Peripherally inserted central catheters (PICCs) have been widely used as one of the representative central venous lines (CVCs) due to their long-term intravascular access with low infectivity. However, PICCs have a fatal drawback of a high frequency of tip mispositions, increasing the risk of puncture, embolism, and complications such as cardiac arrhythmias. To automatically and precisely detect it, various attempts have been made by using the latest deep learning (DL) technologies. However, even with these approaches, it is still practically difficult to determine the tip location because the multiple fragments phenomenon (MFP) occurs in the process of predicting and extracting the PICC line required before predicting the tip. Objective:This study aimed to develop a system generally applied to existing models and to restore the PICC line more exactly by removing the MFs of the model output, thereby precisely localizing the actual tip position for detecting its misposition. Methods:To achieve this, we proposed a multi-stage DL-based framework post-processing the PICC line extraction result of the existing technology. Our method consists of the following three stages: 1. Existing PICC line segmentation network for a baseline, 2. Patch-based PICC line refinement network, 3. PICC line reconnection network. The proposed second and third-stage models address MFs caused by the sparseness of the PICC line and the line disconnection due to confusion with anatomical structures respectively, thereby enhancing tip detection. Results:To verify the objective performance of the proposed MFCN, internal validation and external validation were conducted. For internal validation, learning (130 samples) and verification (150 samples) were performed with 280 data, including PICC among Chest X-ray (CXR) images taken at our institution. External validation was conducted using a public dataset called the Royal Australian and New Zealand College of Radiologists (RANZCR), and training (130 samples) and validation (150 samples) were performed with 280 data of CXR images, including PICC, which has the same number as that for internal validation. The performance was compared by root mean squared error (RMSE) and the ratio of single fragment images (RatioSFI) (i.e., the rate at which model predicts PICC as multiple sub-lines) according to whether or not MFCN is applied to seven conventional models (i.e., FCDN, UNET, AUNET, TUNET, FCDN-HT, UNET-ELL, and UNET-RPN). In internal validation, when MFCN was applied to the existing single model, MFP was improved by an average of 45 %. The RMSE improved over 63% from an average of 27.54 mm (17.16 to 35.80 mm) to 9.77 mm (9.11 to 10.98 mm). In external validation, when MFCN was applied, the MFP incidence rate decreased by an average of 32% and the RMSE decreased by an average of 65%. Therefore, by applying the proposed MFCN, we observed the consistent detection performance improvement of PICC tip location compared to the existing model. Conclusion:In this study, we applied the proposed technique to the existing technique and demonstrated that it provides high tip detection performance, proving its high versatility and superiority. Therefore, we believe, in countries and regions where radiologists are scarce, that the proposed DL approach will be able to effectively detect PICC misposition on behalf of radiologists.