Comparison of Diagnostic Recommendations from Individual Physicians versus the Collective Intelligence of Multiple Physicians in Ambulatory Cases Referred for Specialist Consultation

2021 ◽  
pp. 0272989X2110312
Author(s):  
Elaine C. Khoong ◽  
Sarah S. Nouri ◽  
Delphine S. Tuot ◽  
Shantanu Nundy ◽  
Valy Fontil ◽  
...  

Background Studies report higher diagnostic accuracy using the collective intelligence (CI) of multiple clinicians compared with individual clinicians. However, the diagnostic process is iterative, and unexplored is the value of CI in improving clinical recommendations leading to a final diagnosis. Methods To compare the appropriateness of diagnostic recommendations advised by individual physicians versus the CI of physicians, we entered actual consultation requests sent by primary care physicians to specialists onto a web-based CI platform capable of collecting diagnostic recommendations (next steps for care) from multiple physicians. We solicited responses to 35 cases (12 endocrinology, 13 gynecology, 10 neurology) from ≥3 physicians of any specialty through the CI platform, which aggregated responses into a CI output. The primary outcome was the appropriateness of individual physician recommendations versus the CI output recommendations, using recommendations agreed upon by 2 specialists in the same specialty as a gold standard. The secondary outcome was the recommendations’ potential for harm. Results A total of 177 physicians responded. Cases had a median of 7 respondents (interquartile range: 5–10). Diagnostic recommendations in the CI output achieved higher levels of appropriateness (69%) than recommendations from individual physicians (45%; χ2 = 5.95, P = 0.015). Of the CI recommendations, 54% were potentially harmful, as compared with 41% of individuals’ recommendations (χ2 = 2.49, P = 0.11). Limitations Cases were from a single institution. CI was solicited using a single algorithm/platform. Conclusions When seeking specialist guidance, diagnostic recommendations from the CI of multiple physicians are more appropriate than recommendations from most individual physicians, measured against specialist recommendations. Although CI provides useful recommendations, some have potential for harm. Future research should explore how to use CI to improve diagnosis while limiting harm from inappropriate tests/therapies.

BMJ Open ◽  
2017 ◽  
Vol 7 (12) ◽  
pp. e018355 ◽  
Author(s):  
Kiyomi Shinohara ◽  
Takuya Aoki ◽  
Ryuhei So ◽  
Yasushi Tsujimoto ◽  
Aya M Suganuma ◽  
...  

ObjectivesTo investigate whether overstatements in abstract conclusions influence primary care physicians’ evaluations when they read reports of randomised controlled trials (RCTs)DesignRCT setting: This study was a parallel-group randomised controlled survey, conducted online while masking the study hypothesis.ParticipantsVolunteers were recruited from members of the Japan Primary Care Association in January 2017. We sent email invitations to 7040 primary care physicians. Among the 787 individuals who accessed the website, 622 were eligible and automatically randomised into ‘without overstatement’ (n=307) and ‘with overstatement’ (n=315) groups.InterventionsWe selected five abstracts from published RCTs with at least one non-significant primary outcome and overstatement in the abstract conclusion. To construct a version without overstatement, we rewrote the conclusion sections. The methods and results sections were standardised to provide the necessary information of primary outcome information when it was missing in the original abstract. Participants were randomly assigned to read an abstract either with or without overstatements and asked to evaluate the benefit of the intervention.Outcome measuresThe primary outcome was the participants’ evaluation of the benefit of the intervention discussed in the abstract, on a scale from 0 to 10. A secondary outcome was the validity of the conclusion.ResultsThere was no significant difference between the groups with respect to their evaluation of the benefit of the intervention (mean difference: 0.07, 95% CI −0.28 to 0.42, p=0.69). Participants in the ‘without’ group considered the study conclusion to be more valid than those in the ‘with’ group (mean difference: 0.97, 95% CI 0.59 to 1.36, P<0.001).ConclusionThe overstatements in abstract conclusions did not significantly influence the primary care physicians’ evaluations of the intervention effect when necessary information about the primary outcomes was distinctly reported.Trial registration numberUMIN000025317; Pre-results.


Nova Scientia ◽  
2020 ◽  
Vol 12 (25) ◽  
Author(s):  
Miguel Gastón Cedillo-Campos

Even though technological development is rapidly increasing in supply chains, logistics performance in any kind of organizations remains strongly related to a set of human-based skills and competencies. The aim of this article is to expose the design process and implementation of a web platform to develop collective intelligence in logistics for Latin American SMEs. Based on the case study method, it exposes the structure and processes used when programming the web-based platform to develop collective intelligence in logistics. This article presents conclusions that expand the panorama to develop this type de tools in Latin America. Indeed, since the region lacks a satisfactory critical mass of “world class” logistic skills, the IT platforms can play an interesting role for developing a “spot market” of collective intelligence in logistics. This is a first step to improve the value of logistics knowledge in the region, but also to stimulate the movement of logistics knowledge flux beyond the companies’ bounds. Similarly, potential future research lines are presented.


2020 ◽  
pp. 1-6
Author(s):  
Ahmad R. Abuzinadah ◽  
Mohammed H. Alanazy ◽  
Nadeem S. Butt ◽  
Richard J. Barohn ◽  
Mazen M. Dimachkie

<b><i>Objective:</i></b> The aim of the study was to estimate the exacerbation incidence rate (IR) in acetylcholine receptor antibody (AChR)-positive generalized myasthenia gravis (MG) and its predictors. <b><i>Methods:</i></b> The primary outcome in this retrospective study was to estimate moderate-to-severe (M-S) exacerbations IR in the early course of generalized MG. The secondary outcome was to explore the predictors of MG exacerbations. <b><i>Results:</i></b> Between 1999 and 2015, we identified 78 AChR-positive generalized MG patients and 37 M-S exacerbations over the first 6 years following the onset of generalized MG symptoms. The M-S exacerbation IR was 12.2 per 100 person years (95% confidence interval [CI] 8.8–16.8). Any exacerbation (including mild) IR was 24.4 per 100 person years (95% CI 19.4–30.7). After controlling for confounding factors, MG exacerbation IR predictors included gender, disease severity at onset, and prednisone dose reduction with risk ratio of 0.34 (male gender), 2.67, and 20.8, respectively (all <i>p</i> values &#x3c;0.05). M-S exacerbation occurred in 25 cases (32.1%), while any exacerbation (mild or M-S) was detected in 45 cases (57.7%). <b><i>Conclusion:</i></b> More than half of newly diagnosed AChR + MG cases experience an exacerbation in the first 6 years. Gender, disease severity at onset and prednisone dose reduction are predictors that could inform clinical practice and future research.


2017 ◽  
Author(s):  
Rüdiger Zwerenz ◽  
Jan Becker ◽  
Robert Johansson ◽  
Ronald J Frederick ◽  
Gerhard Andersson ◽  
...  

BACKGROUND Mental disorders have become a major health issue, and a substantial number of afflicted individuals do not get appropriate treatment. Web-based interventions are promising supplementary tools for improving health care for patients with mental disorders, as they can be delivered at low costs and used independently of time and location. Although psychodynamic treatments are used frequently in the face-to-face setting, there has been a paucity of studies on psychodynamic Web-based self-help interventions. OBJECTIVE The objective of this study was to determine the feasibility and preliminary efficacy of a transdiagnostic affect-focused psychodynamic Web-based self-help intervention designed to increase emotional competence of patients with mental disorders. METHODS A total of 82 psychotherapy inpatients with mixed diagnoses were randomized into two groups. Following discharge, the intervention group (IG) got access to a guided version of the intervention for 10 weeks. After a waiting period of 10 weeks, the wait-list control group (WLCG) got access to an unguided version of the intervention. We reported the assessments at the beginning (T0) and at the end of the intervention, resp. the waiting period (T1). The primary outcome was satisfaction with the treatment at T1. Secondary outcome measures included emotional competence, depression, anxiety, and quality of life. Statistical analyses were performed with descriptive statistics (primary outcome) and analysis of covariance; a repeated measurement analysis of variance was used for the secondary outcomes. Effect sizes were calculated using Cohen d and data were analyzed as per protocol, as well as intention-to-treat (ITT). RESULTS Patients were chronically ill, diagnosed with multiple diagnoses, most frequently with depression (84%, 58/69), anxiety (68%, 47/69), personality disorder (38%, 26/69), and depersonalization-derealization disorder (22%, 15/69). A majority of the patients (86%, 36/42) logged into the program, of which 86% (31/36) completed the first unit. Satisfaction with the units mastered was rated as good (52%, 16/31) and very good (26%, 9/31). However, there was a steady decline of participation over the course of the program; only 36% of the participants (13/36) participated throughout the trial completing at least 50% of the sessions. According to the ITT analysis, participants improved statistically significantly and with moderate effect sizes (Cohen d) compared with the WLCG regarding depression (d=0.60), quality of life (d=0.53), and emotional competence (d=0.49). Effects were considerably stronger for the completers with respect to depression (d=1.33), quality of life (d=0.83), emotional competence (d=0.68), and general anxiety (d=0.62). CONCLUSIONS Although overall program satisfaction and benefit of the program were favorable with respect to the indicators of emotional disorders, the rate of completion was low. Our findings point to the need to target the intervention more specifically to the needs and capabilities of participants and to the context of the intervention. CLINICALTRIAL Clinicaltrials.gov NCT02671929; https://clinicaltrials.gov/ct2/show/NCT02671929 (Archived by WebCite at http://www.webcitation.org/6ntWg1yWb)


2017 ◽  
Vol 4 (4) ◽  
pp. e41 ◽  
Author(s):  
Rüdiger Zwerenz ◽  
Jan Becker ◽  
Robert Johansson ◽  
Ronald J Frederick ◽  
Gerhard Andersson ◽  
...  

Background Mental disorders have become a major health issue, and a substantial number of afflicted individuals do not get appropriate treatment. Web-based interventions are promising supplementary tools for improving health care for patients with mental disorders, as they can be delivered at low costs and used independently of time and location. Although psychodynamic treatments are used frequently in the face-to-face setting, there has been a paucity of studies on psychodynamic Web-based self-help interventions. Objective The objective of this study was to determine the feasibility and preliminary efficacy of a transdiagnostic affect-focused psychodynamic Web-based self-help intervention designed to increase emotional competence of patients with mental disorders. Methods A total of 82 psychotherapy inpatients with mixed diagnoses were randomized into two groups. Following discharge, the intervention group (IG) got access to a guided version of the intervention for 10 weeks. After a waiting period of 10 weeks, the wait-list control group (WLCG) got access to an unguided version of the intervention. We reported the assessments at the beginning (T0) and at the end of the intervention, resp. the waiting period (T1). The primary outcome was satisfaction with the treatment at T1. Secondary outcome measures included emotional competence, depression, anxiety, and quality of life. Statistical analyses were performed with descriptive statistics (primary outcome) and analysis of covariance; a repeated measurement analysis of variance was used for the secondary outcomes. Effect sizes were calculated using Cohen d and data were analyzed as per protocol, as well as intention-to-treat (ITT). Results Patients were chronically ill, diagnosed with multiple diagnoses, most frequently with depression (84%, 58/69), anxiety (68%, 47/69), personality disorder (38%, 26/69), and depersonalization-derealization disorder (22%, 15/69). A majority of the patients (86%, 36/42) logged into the program, of which 86% (31/36) completed the first unit. Satisfaction with the units mastered was rated as good (52%, 16/31) and very good (26%, 9/31). However, there was a steady decline of participation over the course of the program; only 36% of the participants (13/36) participated throughout the trial completing at least 50% of the sessions. According to the ITT analysis, participants improved statistically significantly and with moderate effect sizes (Cohen d) compared with the WLCG regarding depression (d=0.60), quality of life (d=0.53), and emotional competence (d=0.49). Effects were considerably stronger for the completers with respect to depression (d=1.33), quality of life (d=0.83), emotional competence (d=0.68), and general anxiety (d=0.62). Conclusions Although overall program satisfaction and benefit of the program were favorable with respect to the indicators of emotional disorders, the rate of completion was low. Our findings point to the need to target the intervention more specifically to the needs and capabilities of participants and to the context of the intervention. Trial Registration Clinicaltrials.gov NCT02671929; https://clinicaltrials.gov/ct2/show/NCT02671929 (Archived by WebCite at http://www.webcitation.org/6ntWg1yWb)


2014 ◽  
Vol 23 (01) ◽  
pp. 49-55
Author(s):  
L. C. Hofbauer ◽  
D. Felsenberg ◽  
M. Amling ◽  
A. Kurth ◽  
P. Hadji

SummaryIt is important to understand compliance and persistence with medication use in the clinical practice of osteoporosis treatment. The purpose of this work is to describe the “intravenous ibandronate versus oral alendronate” (VIVA) study, a non-interventional trial to assess the compliance and persistence of osteopenic postmenopausal women with treatment via weekly oral alendronate or intravenous ibandronate (Bonviva®) every three months.4477 patients receiving ibandronate 3 mg i. v. quarterly and 1491 patients receiving alendronate 70 mg orally weekly were included in the study. Matched pairs of 901 subjects in each group were also generated. Matching was performed on the basis of age, body mass index, fracture history at study inclusion, prior treatment with bisphosphonates and the number of concomitant disorders. Secondary outcome measures of osteoporosis related fractures, mobility restriction and pain, analgesia, quality of life questionnaires as well as attitudes to medications were assessed. The primary outcome parameters of compliance and persistence will be tracked in these subjects.At baseline, the entire collectives differed significantly on body weight (less in ibandronate group), duration since osteo - porosis diagnosis (longer in ibandronate), and incidence of prior osteoporotic fracture (higher in ibandronate group). The matched-pairs differed only on mobility restriction and quality of life (both worse in ibandronate group).The results from the VIVA study trial will provide scientific rationale for clinical recommendations in the pharmacological treatment of postmenopausal osteoporosis.


2014 ◽  
Vol 23 (2) ◽  
pp. 135-140 ◽  
Author(s):  
Edward W. Holt ◽  
Kidist K. Yimam ◽  
Hanley Ma ◽  
Richard E. Shaw ◽  
Richard A. Sundberg ◽  
...  

Background & Aims: A number of factors have been identified that influence the yield of screeningcolonoscopy. The perceived tolerability of bowel preparation has not been studied as a predictor of quality outcomes in colonoscopy. We aimed to characterize the association between patient-perceived tolerability of bowel preparation and polyp detection during colonoscopy.Methods: We performed a cross-sectional cohort study of 413 consecutive adult patients presenting foroutpatient colonoscopy at two outpatient endoscopy centers at our institution. We developed a standardized questionnaire to assess the patient's experience with bowel preparation. Bowel preparation quality was measured using the validated Ottawa scale and colonoscopic findings were recorded for each patient. The primary outcome was polyp detection and the secondary outcome was the quality of bowel preparation.Results: Patient-reported clarity of effluent during bowel preparation correlated poorly with Ottawa score during colonoscopy, k=0.15. Female gender was an independent risk factor for a poorly tolerated bowel prep (OR 3.93, 95% CI 2.30 - 6.72, p<0.001). Report of a poorly tolerated bowel prep was independently associated with the primary outcome, polyp detection (OR 0.39, 95% CI 0.18 - 0.84, p=0.02) and also with the secondary outcome, lower quality bowel preparation (OR 2.39, 95% CI 1.17 - 4.9, p=0.02).Conclusions: A patient-perceived negative experience with bowel preparation independently predicted both a lower quality bowel preparation and a lower rate of polyp of detection. Assessment of the tolerability of bowel preparation before colonoscopy may be a clinically useful predictor of quality outcomes during colonoscopy.


2020 ◽  
Vol 7 (Supplement_1) ◽  
pp. S49-S50
Author(s):  
Bruce M Jones ◽  
Emily Plauche ◽  
Susan E Smith ◽  
Christopher M Bland

Abstract Background Penicillin allergy reconciliation is an important aspect of antimicrobial stewardship with ~10% of the population reporting a penicillin allergy. Our facility utilizes a Penicillin Allergy Reconciliation Program (PARP) led by an Infectious Diseases (ID) Pharmacist and pharmacy students to identify patients with penicillin allergies to reconcile and intervene when necessary. Information is collected by interview, electronic medical record (EMR) review, prescription outpatient fill history. This study evaluated reconciliations with and without a PARP in patients in a community health system. Methods This was a retrospective study that compared reconciliations performed on adult patients admitted at least once in 2019 with a self-reported penicillin allergy and ID physician consult at a hospital with a PARP (Institution 1) and one without a formal evaluation and intervention program (Institution 2) within the same community health system with same ID physicians. The primary outcome was documented reconciliation of a patient’s penicillin allergy during an inpatient visit in 2019. Reconciliation was defined as an edit or clarification (updating the severity, reaction, or comments section, as well as deleting) to a patient’s penicillin allergy in the EMR. The secondary outcome evaluated the percentage of total and ID consult patients with a penicillin allergy. Results There were 245 patients who met criteria and were included in the study, 113 from Institution 1 and 132 from Institution 2. For the primary outcome, there were 82 (72.6%) reconciliations at Institution 1 and 15 (11.4%) reconciliations at Institution 2 (p &lt; 0.001). Interventions at Institution 1 and 2 resulted in 74 EMR updates and 8 removals and 14 EMR updates and 1 removal, respectively. Reconciliation was performed on the same visit as the ID consult in 59/82 patients (72%) at Institution 1 and 11/15 patients (73.3%) at Institution 2. All reconciliations at Institution 2 were made by pharmacist (10) or nurses (5). For the secondary outcome, 10.9% of patients with an ID consult and 12.6% of all patients admitted in 2019 had a penicillin allergy (p=0.027). Conclusion A PARP led by an ID pharmacist and students was an effective method to perform penicillin allergy reconciliations, even in the presence of active ID consultation. Disclosures Bruce M. Jones, PharmD, BCPS, ALK-Abello (Research Grant or Support)Allergan/Abbvie (Speaker’s Bureau) Christopher M. Bland, PharMD, FCCP, FIDSA, BCPS, ALK Abello, Inc. (Grant/Research Support)Biomerieux (Consultant)Merck (Consultant, Grant/Research Support, Advisor or Review Panel member, Speaker’s Bureau)Tetraphase (Speaker’s Bureau)


2021 ◽  
pp. neurintsurg-2021-017341
Author(s):  
Devin V Bageac ◽  
Blake S Gershon ◽  
Jan Vargas ◽  
Maxim Mokin ◽  
Zeguang Ren ◽  
...  

BackgroundMost conventional 0.088 inch guide catheters cannot safely navigate intracranial vasculature. The objective of this study is to evaluate the safety of stroke thrombectomy using a novel 0.088 inch guide catheter designed for intracranial navigation.MethodsThis is a multicenter retrospective study, which included patients over 18 years old who underwent thrombectomy for anterior circulation large vessel occlusions. Technical outcomes for patients treated using the TracStar Large Distal Platform (TracStar LDP) or earlier generation TRX LDP were compared with a matched cohort of patients treated with other commonly used guide catheters. The primary outcome measure was device-related complications. Secondary outcome measures included guide catheter failure and time between groin puncture and clot engagement.ResultsEach study arm included 45 patients. The TracStar group was non-inferior to the control group with regard to device-related complications (6.8% vs 8.9%), and the average time to clot engagement was 8.89 min shorter (14.29 vs 23.18 min; p=0.0017). There were no statistically significant differences with regard to other technical outcomes, including time to recanalization (modified Thrombolysis In Cerebral Infarction (mTICI) ≥2B). The TracStar was successfully advanced into the intracranial internal carotid artery in 33 cases (73.33%); in three cases (6.67%), it was swapped for an alternate catheter. Successful reperfusion (mTICI 2B-3) was achieved in 95.56% of cases. Ninety-day follow-up data were available for 86.67% of patients, among whom 46.15% had an modified Rankin Score of 0–2%, and 10.26% were deceased.ConclusionsTracstar LDP is safe for use during stroke thrombectomy and was associated with decreased time to clot engagement. Intracranial access was regularly achieved.


2021 ◽  
pp. 1-27
Author(s):  
Chichen Zhang ◽  
Shi Qiu ◽  
Haiyang Bian ◽  
Bowen Tian ◽  
Haoyuan Wang ◽  
...  

Abstract Objective: We evaluate the association between the Dietary Inflammatory Index (DII) and kidney stones. Design: We performed a cross-sectional analysis using data from National Health and Nutrition Examination Survey. Dietary intake information was assessed using first 24-HR dietary recall interviews, and the Kidney Conditions was presented by questionnaire. The primary outcome was to investigate the association between DII and incidence of kidney stones, and the secondary outcome was to assess the association between DII and nephrolithiasis recurrence. Setting: The National Health and Nutrition Examination Survey (NHANES), 2007-2016. Participants: The study included 25984 NHANES participants, whose data on DII and kidney stones were available, of whom 2439 reported a history of kidney stones. Results: For the primary outcome, after fully multivariate adjustment, DII score is positively associated with the risk of kidney stones (OR = 1.07; 95% CI: [1.04–1.10]). Then, compared Q4 with Q1, a significant 38% increased likelihood of nephrolithiasis was observed. (OR=1.38; 95% CI: [1.19–1.60]). For the secondary outcome, the multivariate regression analysis showed that DII score is positively correlated with nephrolithiasis recurrence (OR=1.07; 95% CI: [1.00–1.15]). The results noted that higher DII scores (Q3 and Q4) are positively associated with a significant 48% and 61% increased risk of nephrolithiasis recurrence compared with the reference after fully multivariate adjustment. (OR=1.48; 95% CI: [1.07–2.05]; OR=1.61; 95% CI: [1.12–2.31]). Conclusions: Our findings revealed that increased intake of pro-inflammatory diet, as a higher DII score, is correlated with increased odds of kidney stones incidence and recurrence.


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