Dataset Information

Feasibility of Extracting Key Elements from ClinicalTrials.gov to Support Clinicians' Patient Care Decisions.

ABSTRACT: Motivation: Clinicians need up-to-date evidence from high quality clinical trials to support clinical decisions. However, applying evidence from the primary literature requires significant effort. Objective: To examine the feasibility of automatically extracting key clinical trial information from ClinicalTrials.gov. Methods: We assessed the coverage of ClinicalTrials.gov for high quality clinical studies that are indexed in PubMed. Using 140 random ClinicalTrials.gov records, we developed and tested rules for the automatic extraction of key information. Results: The rate of high quality clinical trial registration in ClinicalTrials.gov increased from 0.2% in 2005 to 17% in 2015. Trials reporting results increased from 3% in 2005 to 19% in 2015. The accuracy of the automatic extraction algorithm for 10 trial attributes was 90% on average. Future research is needed to improve the algorithm accuracy and to design information displays to optimally present trial information to clinicians.

SUBMITTER: Kim H

PROVIDER: S-EPMC5333330 | biostudies-literature | 2016

REPOSITORIES: biostudies-literature

ACCESS DATA

Publications

Feasibility of Extracting Key Elements from ClinicalTrials.gov to Support Clinicians' Patient Care Decisions.

Kim Heejun H Bian Jiantao J Mostafa Javed J Jonnalagadda Siddhartha S Del Fiol Guilherme G

AMIA ... Annual Symposium proceedings. AMIA Symposium 20160101

Motivation: Clinicians need up-to-date evidence from high quality clinical trials to support clinical decisions. However, applying evidence from the primary literature requires significant effort. Objective: To examine the feasibility of automatically extracting key clinical trial information from ClinicalTrials.gov. Methods: We assessed the coverage of ClinicalTrials.gov for high quality clinical studies that are indexed in PubMed. Using 140 random ClinicalTrials.gov record ...[more]

PMID: 28269867

Similar Datasets

Project description:BackgroundWomen with ductal carcinoma in situ (DCIS) report poor patient-clinician communication, and long-lasting confusion and anxiety about their treatment and prognosis. Research shows that patient-centred care (PCC) improves patient experience and outcomes. Little is known about the clinician experience of delivering PCC for DCIS. This study characterized communication challenges faced by clinicians, and interventions they need to improve PCC for DCIS.MethodsPurposive and snowball sampling were used to recruit Canadian clinicians by specialty, gender, years of experience, setting, and geographic location. Qualitative interviews were conducted by telephone. Data were analyzed using constant comparison. Findings were mapped to a cancer-specific, comprehensive PCC framework to identify opportunities for improvement.ResultsClinicians described approaches they used to address the PCC domains of fostering a healing relationship, exchanging information, and addressing emotions, but do not appear to be addressing the domains of managing uncertainty, involving women in making decisions, or enabling self-management. However, many clinicians described challenges or variable practices for all PCC domains but fostering a healing relationship. Clinicians vary in describing DCIS as cancer based on personal beliefs. When exchanging information, most find it difficult to justify treatment while assuring women of a good prognosis, and feel frustrated when women remain confused despite their efforts to explain it. While they recognize confusion and anxiety among women, clinicians said that patient navigators, social workers, support groups and high-quality information specific to DCIS are lacking. Despite these challenges, clinicians said they did not need or want communication interventions.ConclusionsFindings represent currently unmet opportunities by which to help clinicians enhance PCC for DCIS, and underscore the need for supplemental information and supportive care specific to DCIS. Future research is needed to develop and test communication interventions that improve PCC for DCIS. If effective and widely implemented, this may contribute to improved care experiences and outcomes for women diagnosed with and treated for DCIS.

Project description:Although experts advocate that physicians should express empathy to support family members faced with difficult end-of-life decisions for incapacitated patients, it is unknown whether and how this occurs in practice.To determine whether clinicians express empathy during deliberations with families about limiting life support, to develop a framework to understand these expressions of empathy, and to determine whether there is an association between more empathic statements by clinicians and family satisfaction with communication.Multi-center, prospective study of audiotaped physician-family conferences in intensive care units of four hospitals in 2000-2002.We audiotaped 51 clinician-family conferences that addressed end-of-life decisions. We coded the transcripts to identify empathic statements and used constant comparative methods to categorize the types of empathic statements. We used generalized estimating equations to determine the association between empathic statements and family satisfaction with communication.There was at least one empathic statement in 66% (34/51) of conferences with a mean of 1.6 +/- 1.6 empathic statements per conference (range 0-8). We identified three main types of empathic statements: statements about the difficulty of having a critically ill loved one (31% of conferences), statements about the difficulty of surrogate decision-making (43% of conferences), and statements about the difficulty of confronting death (27% of conferences). Only 30% of empathic statements were in response to an explicit expression of emotion by family members. There was a significant association between more empathic statements and higher family satisfaction with communication (p = 0.04).Physicians vary considerably in the extent to which they express empathy to surrogates during deliberations about life support, with no empathic statements in one-third of conferences. There is an association between more empathic statements and higher family satisfaction with communication.

Project description:BackgroundClinical guidelines for management of low back pain (LBP) are not routinely implemented in practice, and guidelines rarely offer tools for implementation. Therefore, we developed GLA:D® Back, a standardised intervention of patient education and supervised exercises. This pilot study tested the feasibility of implementing GLA:D Back in clinical practice in Denmark by delivering a course for physiotherapists and chiropractors. It should further inform the planning of an implementation-effectiveness study using a pre-post group design alongside nation-wide implementation.MethodsThirty-one clinicians from nine clinics participated. Feasibility of implementation was evaluated in terms of adoption and through focus group interviews and a feedback meeting. Patient-level data, including pain, disability, and pain enablement, were collected from (1) LBP patients visiting the clinics during a pre-specified 2-week period 2 months prior to clinicians attending the GLA:D Back course (n?=?84), (2) LBP patients consulting during a 2-week period 2 months after the course (n?=?77), and (3) those enrolled in GLA:D Back during 4?months after implementation (n?=?89). Patient data were collected at baseline and at 4?months.ResultsClinicians' evaluations of the course were positive and resulted in several modifications. The clinical intervention was adopted by all test sites. Most patient characteristics were similar across groups. Patients mainly had persistent LBP (73% >?3?months) and most had been treated for more than 4 weeks at inclusion. Patients in GLA:D Back were more often retired (30% vs. 16% before implementation) and at high risk of poor prognosis (25% vs. 13%). Procedures for data collection were feasible, and outcomes after implementation, especially with GLA:D Back, were as good as or better than before implementation. Recruiting patients and achieving comparable pre- and post-groups was difficult.ConclusionsImplementation of the GLA:D Back clinical intervention in Danish primary care physiotherapy and chiropractic clinics was feasible through a 2-day clinician course. Both clinicians and patients were satisfied with the programme, and patient-reported outcomes were slightly better than outcomes in patients registered before implementation. It was not deemed possible to conduct an implementation-effectiveness trial as part of a nation-wide implementation.

Dataset Information

Feasibility of Extracting Key Elements from ClinicalTrials.gov to Support Clinicians' Patient Care Decisions.

Publications

Feasibility of Extracting Key Elements from ClinicalTrials.gov to Support Clinicians' Patient Care Decisions.

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure

Tweets