Predicting sequenced dental treatment plans from electronic dental records using deep learning.

BACKGROUND: Designing appropriate clinical dental treatment plans is an urgent need because a growing number of dental patients are suffering from partial edentulism with the population getting older. OBJECTIVES: The aim of this study is to predict sequential treatment plans from electronic dental records. METHODS: We construct a clinical decision support model, MultiTP, explores the unique topology of teeth information and the variation of complicated treatments, integrates deep learning models (convolutional neural network and recurrent neural network) adaptively, and embeds the attention mechanism to produce optimal treatment plans. RESULTS: MultiTP shows its promising performance with an AUC of 0.9079 and an F score of 0.8472 over five treatment plans. The interpretability analysis also indicates its capability in mining clinical knowledge from the textual data. CONCLUSIONS: MultiTP's novel problem formulation, neural network framework, and interpretability analysis techniques allow for broad applications of deep learning in dental healthcare, providing valuable support for predicting dental treatment plans in the clinic and benefiting dental patients. CLINICAL IMPLICATIONS: The MultiTP is an efficient tool that can be implemented in clinical practice and integrated into the existing EDR system. By predicting treatment plans for partial edentulism, the model will help dentists improve their clinical decisions.

Feasibility of Utilizing Electronic Dental Record Data and Periodontitis Case Definition to Automate Diagnosis.

Periodontitis is an irreversible disease leading to tooth loss, and 42% U.S. population suffers from periodontitis. Hence, diagnosing, monitoring, and determining its prevalence is critical to develop preventive strategies. However, a nationwide epidemiological study estimating the prevalence reported a concern about the discontinuation of such studies due to cost and ethical reasons. Therefore, this study determined the feasibility of utilizing electronic dental record (EDR) data and periodontitis case definition to automate periodontitis diagnosis. We utilized EDR data from the Indiana University School of Dentistry of 28,908 unique patients. We developed and tested a computer algorithm to diagnose periodontitis using the case definition. We found 44%, 22%, and 1% of patients with moderate, severe, and mild periodontitis, respectively. The algorithm worked with 100% sensitivity, specificity, and accuracy because of the excellent quality of the EDR data. We concluded the feasibility of providing automated periodontitis diagnosis from EDR data to conduct epidemiological studies across the US.

Utilizing Electronic Dental Records to Predict Neuro-Degenerative Diseases in a Dental Setting: A Pilot Study.

Limited research demonstrates the possible correlations between dental diseases and neurodegenerative diseases like Alzheimer's disease (AD) and Parkinson's disease (PD). Nevertheless, dental diseases are often overlooked while assessing the risk of AD and PD in clinical settings. It is unknown whether AD/PD risk can be predicted using electronic dental record (EDR) data collected in a routine dental setting. This pilot study determined the feasibility of predicting AD/PD using 84 features routinely captured in the EDR. We utilized the Temple University School of Dentistry clinic data of 27,138 patients. Using a natural language processing (NLP) approach (accuracy=97%), we identified patients with AD/PD and their matched controls (matched by age and gender). XGBoost machine learning model with 10-fold cross-validation was applied for prediction. With 77% accuracy, we found 53 features significantly associated with AD/PD that could be utilized to predict the risk of AD/PD. Further studies are warned to confirm these findings.

Percepción de la utilidad de los registros dentales como método de identificación humana en profesiones de alto riesgo: el caso de las personas trabajadoras de la Cruz Roja Costarricense / Perception of the usefulness of dental records as a method of human identification in high-risk professions: the case of the Costa Rican Red Cross workers

Introducción: Aquellas personas que brindan atención en situaciones de emergencias están expuestas a un alto riesgo de sufrir lesiones o fallecer durante labores de rescate, sea en accidentes de tránsito, desastres naturales, atentados terroristas o crisis humanitarias generadas por conflictos armados. Esta investigación fue realizada en las personas trabajadoras de la Cruz Roja Costarricense (CRC) para establecer la percepción de la utilidad de los registros dentales como método de identificación y elaborar un formato único de información odontológica antemortem. Materiales y métodos: Un cuestionario piloto fue diseñado y aplicado a 10 personas para ser calibrado y validado. Posteriormente se generó un cuestionario electrónico final en la plataforma Google Forms que fue enviado vía correo electrónico institucional a las personas trabajadoras constituida por 175 individuos, de los cuales 92 respondieron en el período del 20 de noviembre de 2022 al 20 de enero de 2023. Los resultados fueron analizados mediante las distribuciones de frecuencia, cruce de variables, comparación de medias con base en el análisis de variancia. El nivel mínimo de confianza para las comparaciones fue del 95%. Resultados: El cuestionario fue realizado por 92 personas, 75% hombres y 25% mujeres. El rango de edad entre los 36 y 40 años fue el más frecuente (23.9%). El 60,9% labora en la provincia de San José, 58% indica que visitaron al odontólogo hace un año o menos y el 38,6% refiere que nunca les han tomado una radiografía panorámica, un 81,8% dice tener tratamientos dentales como coronas, puentes o implantes; y el 75% considera de gran utilidad los registros dentales como método de identificación, y lo ubican en segundo lugar de conocimiento (89,8%) al compararlo con ADN (97,7%) y dactiloscopia (86,4%). Conclusiones: Las personas trabajadoras de la Cruz Roja Costarricense consideran que los registros odontológicos son útiles en la identificación de seres humanos y cuentan con información antemortem útil para dicho efecto.

Introduction: Those who provide care in emergency situations are exposed to a high risk of injury or death during rescue work, whether in traffic accidents, natural disasters, terrorist attacks, or humanitarian crises generated by armed conflicts. This research was carried out among Costa Rican Red Cross (CRC) workers to establish the perception of the usefulness of dental records as a method of identification and to develop a single format for antemortem dental information. Materials and methods: A pilot questionnaire was designed and applied to 10 persons to be calibrated and validated. Subsequently, a final electronic questionnaire was generated in the Google Forms platform and sent via institutional e-mail to 175 workers, of whom 92 responded during the period from November 20, 2022, to January 20, 2023. The results were analyzed by means of frequency distributions, crossing of variables, and comparison of means based on the analysis of variance. The minimum confidence level for comparisons was 95%. Results: The questionnaire was completed by 92 people, 75% men and 25% women. The age range between 36 and 40 years was the most frequent (23.9%). A total of 60.9% worked in the province of San José, 58% indicated that they had visited the dentist a year ago or less and 38.6% said that they had never had a panoramic X-ray taken, 81.8% said they had dental treatments such as crowns, bridges or implants; and 75% considered dental records to be very useful as a method of identification, and placed it in second place in terms of knowledge (89.8%) when compared with DNA (97.7%) and dactyloscopy (86.4%). Conclusions: Costa Rican Red Cross workers consider dental records to be useful in the identification of human beings and have useful antemortem information for this purpose.

Maintenance of dental records and awareness of forensic odontology among pakistani dentists: a mixed-method study with implications for dental data repository.

OBJECTIVE: Dental records and forensic odontology play an important role in both healthcare and the legal system, aiding in personalized patient care, human identification, and legal proceedings. This study aims to investigate dental record-keeping practices and assess the awareness of forensic odontology among Pakistani dentists over 12 months. This study aims to collect data from 500 dentists, identify areas for enhancement, and develop a strategic action plan to improve record-keeping quality and forensic odontology application, culminating in a comprehensive dental data repository to support legal and criminal investigations in Pakistan. METHODOLOGY: This study employed a mixed-method approach conducted at Hamdard Dental College from January to March 2023. The quantitative phase involved distributing questionnaires to 463 dentists, chosen through stratified random sampling. Out of these, 413 responded, yielding an 86% response rate. These questionnaires focused on dental record-keeping practices and dentists' awareness of forensic odontology. Subsequently, based on the questionnaire results, face-to-face interviews were conducted with 20 purposively selected dentists to gain deeper insight into the challenges and potential solutions. Data from both phases were integrated and analyzed accordingly. RESULTS: The study included 413 participants, mainly females (79%), with ages ranging from 27 to 65 years and an average age of 46.4 years. Most dentists had 5-20 years of work experience (53%), and most (87.4%) were practicing in private clinical settings. All the dentists generated medical and dental records, but the duration of their record-keeping varied, with some maintaining them for up to a year and others for two years or longer. Five themes were generated from the qualitative content analysis. These themes were dentists' perceptions, barriers and challenges, knowledge and awareness, and improvement strategies. CONCLUSION: Our study revealed that local practitioners in Pakistan exhibit subpar practices in dental record-keeping and maintenance of patient history, irrespective of whether they use a digital or traditional file-based system. Even though dentists are cognizant of the importance of record-keeping, they do not actively maintain comprehensive records. This suggests the need for improved training and system improvements to address the gaps in record-keeping practices.

Comparing gingivitis diagnoses by bleeding on probing (BOP) exclusively versus BOP combined with visual signs using large electronic dental records.

The major significance of the 2018 gingivitis classification criteria is utilizing a simple, objective, and reliable clinical sign, bleeding on probing score (BOP%), to diagnose gingivitis. However, studies report variations in gingivitis diagnoses with the potential to under- or over-estimating disease occurrence. This study determined the agreement between gingivitis diagnoses generated using the 2018 criteria (BOP%) versus diagnoses using BOP% and other gingival visual assessments. We conducted a retrospective study of 28,908 patients' electronic dental records (EDR) from January-2009 to December-2014, at the Indiana University School of Dentistry. Computational and natural language processing (NLP) approaches were developed to diagnose gingivitis cases from BOP% and retrieve diagnoses from clinical notes. Subsequently, we determined the agreement between BOP%-generated diagnoses and clinician-recorded diagnoses. A thirty-four percent agreement was present between BOP%-generated diagnoses and clinician-recorded diagnoses for disease status (no gingivitis/gingivitis) and a 9% agreement for the disease extent (localized/generalized gingivitis). The computational program and NLP performed excellently with 99.5% and 98% f-1 measures, respectively. Sixty-six percent of patients diagnosed with gingivitis were reclassified as having healthy gingiva based on the 2018 diagnostic classification. The results indicate potential challenges with clinicians adopting the new diagnostic criterion as they transition to using the BOP% alone and not considering the visual signs of inflammation. Periodic training and calibration could facilitate clinicians' and researchers' adoption of the 2018 diagnostic system. The informatics approaches developed could be utilized to automate diagnostic findings from EDR charting and clinical notes.

Development of integrated electronic medical and dental record competencies and impact of training modalities.

BACKGROUND: The American Recovery and Reinvestment Act provided incentives for the adoption of electronic health records. The integrated electronic medical and dental records (iEMDRs) can minimize healthcare charting errors. The use of iEMDR by healthcare students requires training and competence. There are no defined student competencies to assess the effective and responsible use of iEMDR in dentistry. The goal of this study was to propose a student competency model and study the impact of training modalities on iEMDR competency. METHODS: This retrospective observational cohort study evaluated de-identified assessment scores (AS) and performance scores (PS) in predoctoral dental student (PDS) and advanced standing predoctoral (ASP) student cohorts that received remote or in-person iEMDR training. The AS and PS evaluated the knowledge and application of iEMDR, respectively. A voluntary survey evaluated students' self-perceived preparedness for iEMDR use. Linear regressions were used to determine the association between training modality and scores. Mantel-Haenszel ordinal chi-square tested differences between groups and agreement by training type. Statistical significance was set at 0.05. RESULTS: The sample size (N = 214) provided 95% power to detect differences between study groups. The knowledge of iEMDR (AS) was not impacted due to the training type (p = 0.90) in either student cohorts, whereas the application of knowledge (PS) was higher in ASP student cohort after remote training (p < 0.001) as compared to PDS student cohort. Higher proportion of students perceived preparedness after remote learning in comparison to in-person training (p < 0.001). DISCUSSION: The iEMDR competency model was useful to test the effective and responsible use of iEMDR, and remote training improved students' self-perceived preparedness.

Using Electronic Dental Records to Assess Osteoradionecrosis Risk in Irradiated Head and Neck Cancer.

OBJECTIVE: Over the last 2 decades, investigations have demonstrated a decreased trend in the likelihood of osteoradionecrosis of the jaw (ORNJ) after extraction. The aim of this study was to explore the potential risk factors for ORNJ in irradiated head and neck cancer by using patients' electronic dental records (EDRs). METHODS: Patients diagnosed with head and neck cancer who had irradiation between January 2010 and December 2020 were included in this retrospective cohort analysis. Patient charts showing evidence of "head and neck cancer," "oral cancer," "radiotherapy," "radiation," and "oral complication" were identified by an informatics analyst querying the EDR. Subsequently, the charts were manually reviewed, and data quality was assessed on 3 dimensions: completeness, accuracy, and consistency. The patient, tumor, systemic condition/drug, oral condition, treatment/trauma, and radiation were all categorized as potential risk factors. RESULTS: A total of 359 patients were included. With the exception of radiation-related factors, we found that the data quality was generally sufficient to support the research. Multivariate logistic regression analysis demonstrated that the following factors were significant in predicting the occurrence of ORNJ development in irradiated head and neck cancer: smoking (odds ratio [OR], 9.0; 95% CI, 1.9 to 43.0; P = 0.006), steroid use (OR, 6.4; 95% CI, 1.3 to 30.8; P = 0.021), oral health status (OR, 23.7; 95% CI, 2.7 to 211.0; P = 0.005), and postirradiation extraction (OR, 3.8; 95% CI, 1.0 to 14.4; P = 0.050). CONCLUSIONS: A 10-y retrospective analysis of data from an EDR revealed that smoking, steroid use, poor oral status, and postirradiation extraction are all factors linked to an increased risk of developing ORNJ. The quality of EDR data may be systematically assessed by determining the completeness, accuracy, and consistency of the underlying data. Radiation-related factors in particular were poorly documented, highlighting the need for collecting or incorporating this information into the EDR. KNOWLEDGE TRANSFER STATEMENT: EDRs can be used to identify risk factors for developing ORNJ in irradiated head and neck cancer and can help clinicians with selecting treatments by incorporating risk and complication considerations.

Use GPT-J Prompt Generation with RoBERTa for NER Models on Diagnosis Extraction of Periodontal Diagnosis from Electronic Dental Records.

This study explored the usability of prompt generation on named entity recognition (NER) tasks and the performance in different settings of the prompt. The prompt generation by GPT-J models was utilized to directly test the gold standard as well as to generate the seed and further fed to the RoBERTa model with the spaCy package. In the direct test, a lower ratio of negative examples with higher numbers of examples in prompt achieved the best results with a F1 score of 0.72. The performance revealed consistency, 0.92-0.97 in the F1 score, in all settings after training with the RoBERTa model. The study highlighted the importance of seed quality rather than quantity in feeding NER models. This research reports on an efficient and accurate way to mine clinical notes for periodontal diagnoses, allowing researchers to easily and quickly build a NER model with the prompt generation approach.

Developing Automated Computer Algorithms to Phenotype Periodontal Disease Diagnoses in Electronic Dental Records.

OBJECTIVE: Our objective was to phenotype periodontal disease (PD) diagnoses from three different sections (diagnosis codes, clinical notes, and periodontal charting) of the electronic dental records (EDR) by developing two automated computer algorithms. METHODS: We conducted a retrospective study using EDR data of patients (n = 27,138) who received care at Temple University Maurice H. Kornberg School of Dentistry from January 1, 2017 to August 31, 2021. We determined the completeness of patient demographics, periodontal charting, and PD diagnoses information in the EDR. Next, we developed two automated computer algorithms to automatically diagnose patients' PD statuses from clinical notes and periodontal charting data. Last, we phenotyped PD diagnoses using automated computer algorithms and reported the improved completeness of diagnosis. RESULTS: The completeness of PD diagnosis from the EDR was as follows: periodontal diagnosis codes 36% (n = 9,834), diagnoses in clinical notes 18% (n = 4,867), and charting information 80% (n = 21,710). After phenotyping, the completeness of PD diagnoses improved to 100%. Eleven percent of patients had healthy periodontium, 43% were with gingivitis, 3% with stage I, 36% with stage II, and 7% with stage III/IV periodontitis. CONCLUSIONS: We successfully developed, tested, and deployed two automated algorithms on big EDR datasets to improve the completeness of PD diagnoses. After phenotyping, EDR provided 100% completeness of PD diagnoses of 27,138 unique patients for research purposes. This approach is recommended for use in other large databases for the evaluation of their EDR data quality and for phenotyping PD diagnoses and other relevant variables.

Teeth record pneumonia-and racism.

Research raises standards for working with anthropological collections.

Consideraciones normativas y legales del expediente clínico electrónico en odontología / Normative and legal considerations of the electronic clinical record in odontology

La elaboración del expediente clínico es una actividad rutinaria dentro del consultorio dental, éste es la materialización del acto médico, a tra- vés del cual se registra el estado de salud inicial del paciente, así como toda la información relativa al tratamiento recibido. Desde hace algunos años comenzó a promocionarse el expediente clínico electrónico como una herramienta alternativa y novedosa para elaborar este importante documento; sin embargo, la implementación de esta herramienta electrónica no ha podido lograrse en México, dada la gran cantidad de dudas que los odontólogos tienen respecto al conjunto de leyes y normas que regulan al expediente clínico, lo cual genera renuencia por parte de los odontólogos para utilizar esta modalidad de expediente dentro de su consulta diaria. El objetivo del presente artículo es realizar una revisión de la literatura, así como de las leyes y normas vigentes que regulan el expediente clínico en México para esclarecer así la viabilidad de implementarlo dentro del consultorio dental

The preparation of the electronic medical record is a routine activity in the dental office, this is the materialization of the medical act, through which the initial health status of the patient is recorded, as well as all the information related to the received treatment. A few years ago, the electronic clinical record began to be promoted as a novel alternative tool to prepare this important document, however, the implementation of this electronic tool has not been achieved in Mexico, given the large number of doubts that dentists have regarding the set of laws thar regulate the clinical record, which generates reluctance on the part of dentists to use this record modality within their daily consultation. The aim of this article is to carry out a review of the literature, as well as the current laws that regulate the clinical record in Mexico, in order to clarify the feasibility of implementing it within the dental office

Las negligencias más comunes en la práctica odontológica / The most common negligence in dental practice

Para el adecuado ejercicio de la odontología, los procedimientos realizados deben ejecutarse apegándose en todo momento a las normas y principios éticos propios de la profesión. Cuando un odontólogo decide, por voluntad propia, ejercer la profesión sin apegarse a dichos principios, se considera que actúa con negligencia. La negligencia se caracteriza por ser un acto indebido, en el cual el profesional ejecuta por voluntad propia acciones injustificables capaces de producir daños en la salud de los pacientes o en el pronóstico de un tratamiento. Los actos negligentes, además de atentar contra la integridad del paciente, ponen en riesgo a los profesionales de la salud que los cometen de sufrir consecuencias legales derivadas de dichos actos. El objetivo del presente artículo consiste en definir el concepto de negligencia, describir las formas más comunes en las que ésta se comete durante la consulta odontológica así como sus posibles consecuencias legales, ilustrándolas a su vez con la breve presentación de algunos casos (AU)

For the proper practice of dentistry, the procedures performed must be carried out adhering at all times to the standards and ethical principles of the profession. When a dentist voluntarily decides to practice the profession without adhering to these principles, he is considered to be acting negligently. Negligence is characterized as an improper act, in which the professional voluntarily executes unjustifiable actions capable of causing damage to the health of patients or the prognosis of a treatment. Negligent acts, in addition to threatening the integrity of the patient, put health professionals at risk who commit legal consequences derived from these acts. The aim of this article is to define the concept of negligence, to describe the most common ways in which it is committed during the dental practice as well as its legal consequences, illustrating them in turn with a brief presentation of some cases (AU)

Knowledge and practices of recording and maintaining patients 'dental records among private dental practitioners of Delhi, India

Proper recording and keeping dental records are an important part of any dental practice. It helps in improving patient care, has medico-legal importance and play significant role in human identification during mass disasters or criminal offences. Aim: To assess the knowledge and practices of recording and maintaining patients 'records among private dental practitioners of Delhi, India. Methods: Data for this cross-sectional study was collected from 160 dentists of Delhi using a self-administered questionnaire. The face and content validity as well as reliability of questionnaire was tested before the final data collection. A single trained examiner collected all the necessary information via personal visits or google forms. Chi-square test was applied to check the statistically significant difference between the dichotomous independent variables with respect to study participants' responses to the questionnaire. Results: The mean age of the study participants was 34.5 (SD 7.2) years.Digital method of recording patient's data and x-ray storage was more prevalent than manual method among the study participants. Slightly more than 40% of the dentists were keeping patient's records safe for a period of 6 to 10 years. Younger dentists with lesser years of practice were more explicit in recording and correcting patient records. Conclusion: Results of this study shows that private dental practitioners of Delhi are aware of medico-legal importance of dental records. Most of them were recording important findings and history of their patients. Dentists must be educated in two aspects namely correct method of recording and the ideal duration of storing their patients' dental records

Introduction of nickel titanium rotary instruments to undergraduate students: afour-yearclinical experience / Introdução de instrumentos rotários de níquel titânio para alunos de graduação: quatro anos de experiência clínica

Many studies address the quality of root canal treatments, but few refer to endodontics usingrotatory techniques performed by noviceoperators. This study evaluatedthe performance of undergraduates in their first contact with rotary root canal instrumentation concerningthe findings of the final periapical radiograph, and thepostendodontic treatment pain.A longitudinal observational studywas performed on periapical radiographs of 491teethfrom 450 patientssubmitted toroot canal treatmentby undergraduate students from 2015 to 2018. The analysis of the length of root canal filling followed the criteria: (i) acceptable, ifperiapical radiograph presentsroot filling ending 0 -1 mm short of radiographic apex; (ii) over, if periapical radiograph presentsroot filling ending beyond the radiographic apex; and (iii) under, ifperiapical radiograph presentsroot filling ending > 1 mm short of radiographic apex. Evaluation of postendodontic treatment painwas categorized into either absence or presenceof pain. Adequate length root canal filling was observed in 65.9% of the cases (324 teeth). Periapical lesions presenceand dimensions did not interfere to the obturation quality.Statistical relation was found between the pulp condition and postendodontic treatment pain. Thepresence of pain was observed in 4.7% of the vital teeth and 0.3% of non-vital teeth. The presence of periapical lesion did not influence postoperative pain.AdequatelengthrootcanalfillingwasobservedinmostcasesandNitTi rotary instrumentation hadapplicability in undergraduate programs, even with novice operators. Besides that, pulp condition had an effect on post endodontic pain (AU).

Muitos estudos abordam a qualidade dos tratamentos de canal radicular, mas poucos se referem à endodontia por meio de técnicas rotatórias realizada por operadores novatos. Este estudo avaliou o desempenho de graduandos no primeiro contato com a instrumentação endodôntica em relação aos achados da radiografia periapical final e à dor pós-tratamento endodôntico. Um estudo observacional longitudinal foi realizado em radiografias periapicais de 491 dentes de 450pacientes submetidos a tratamento endodôntico por estudantes de graduação no período de 2015 a 2018. A análise do comprimento da obturação de canais radiculares obedeceu aos critérios: (i) aceitável, se a radiografia periapical apresentasse término de obturação 0 -1 mm aquém do ápice radiográfico; (ii) acima, se a radiografia periapical apresentasse obturação que termina além do ápice radiográfico; e (iii) abaixo, se a radiografia periapicalapresentasse obturação, terminando > 1 mm aquém do ápice radiográfico. A avaliação da dor pós-operatória foi categorizada em ausência ou presença de dor. A obturação de canais radiculares de comprimento adequado foi observada em 65,9% dos casos (324 dentes). A presença e as dimensões das lesões periapicais não interferiram na qualidade da obturação. Foi encontrada relação estatística entre a condição pulpar e a dor pós-tratamento endodôntico. Presença de dor foi observada em 4,7% dos dentes vitais e 0,3% dos não vitais. A presença de lesão periapical não influenciou na dor pós-operatória. O comprimento de trabalho adequado foi observado na maioria dos casos e a instrumentação rotatória NitTi teve aplicabilidade em programas de graduação, mesmo com operadores iniciantes. Além disso, a condição pulpar afetou a dor pós-operatória (AU).

Consideraciones legales sobre las notas de evolución en odontología / Legal considerations on medical charts in dentistry

El expediente clínico es considerado un documento de importancia médica y legal en donde se integran los datos necesarios para registrar el diagnóstico y los tratamientos realizados en cada paciente. Uno de los elementos más importantes dentro del expediente clínico son las notas de evolución, documentos con los que el odontólogo informa sobre el estado general del paciente y los tratamientos realizados cita tras cita. Existen legislaciones específicas en México que orientan al estomatólogo sobre los componentes mínimos necesarios que una nota de evolución debe tener; sin embargo, una de las omisiones más comunes de los odontólogos es que, por desconocimiento, no se dé la debida importancia a la elaboración de una adecuada nota de evolución, aumentando el riesgo de problemas legales. El objetivo del presente artículo es analizar la importancia de las notas de evolución dentro del expediente clínico, destacando su importancia clínica y legal (AU)

The clinical file is considered a document of medical and legal importance where the data necessary to record the diagnosis and the treatments performed on each patient are integrated. One of the most important elements within the clinical records are the medical charts, documents through which de dentist reports on the general condition of the patient and the treatments performed appointment after appointment. There are specific laws in Mexico that guide the stomatologist on the minimum necessary components that a medical chart must have, however, one of the most common omissions of dentist is that, due to ignorance, due importance is not given to the preparation of an adequate medical chart, increasing the risk of legal problems. The aim of this article is to analyze the importance of the evolution charts within the clinical records, highlighting their clinical and legal importance (AU)

Accuracy of Parental Self-Report of Medical History in a Dental Setting: Integrated Electronic Health Record and Nonintegrated Dental Record.

Purpose: The purpose of this study was to evaluate the extent of concordance and significance of inaccuracies between a parent-reported medical history in a nonintegrated electronic dental record (EDR) and an integrated electronic health record (EHR). Methods: In a retrospective institutional review board chart review, a single trained examiner compared medical histories in an EDR with the same patient's history from an EHR for concordance in sociodemographic, medical condition, allergy, and medication variables deemed significant to dental care. Of 4,282 possible patient comparisons, 291 patients were randomly sampled and compared. Concordance between record types was generated for each variable using the EHR as the ideal standard. Data were analyzed using percent match comparison and logistic regression. Results: Only 10 of 45 variables (22 percent) met the standard to match. Present conditions were more likely to be unreported than falsely reported in the EDR (58 percent). Logistic regression revealed multiple significant associations between sociodemographic variables and concordance between the EDR and EHR on specific medical conditions and medications. Conclusions: Discrepancies exist between parent-reported medical histories (EDR) and composite health histories (EHR), with the potential to compromise patient safety and create an opportunity for medical error. Social determinants of health are associated with true-positive and true-negative reporting of medications and medical conditions. EHRs allow clinicians access to a greater depth of health history information in real time compared to nonintegrated health records, but medical history-taking skills should remain at the forefront of dental education and dental practice.

Electronic dental record-based surveillance of non-communicable conditions.

OBJECTIVE: The objective of the study is to demonstrate that electronic dental records (EDRs) can be used to mine meaningful public health information. STUDY DESIGN: Retrospective electronic dental chart-based reporting of disease prevalence. METHODS: Using dental EDRs (N = 104,768), the authors assessed the prevalence of common non-communicable medical conditions among unique patients seen at a United States (U.S.) dental college. RESULTS: The prevalence of following conditions in patients visiting a U.S. dental college increased steadily with increasing age: hypertension, angina, stroke, myocardial infarction, congestive heart failure, diabetes, cancer, kidney disease, thyroid disease, and allergies. Prevalence of these conditions was several-fold higher in the 66+ years group than among younger adults. Prevalence of many of the assessed conditions approximated published national estimates. CONCLUSIONS: In addition to the indispensable use of EDRs in dental education and patient management, EDRs can be mined to report on prevalence of non-communicable medical conditions among patients/population receiving dental care. Completeness and accuracy of entered information will significantly improve the usefulness of EDR for disease surveillance and research applications.

Aspectos legales del consentimiento informado en odontología / Legal aspects of informed consent in dentistry

El consentimiento informado forma parte de los elementos que constituyen el expediente clínico. Por su importancia informativa sobre posibles riesgos y complicaciones inherentes al tratamiento a realizar, su elaboración resulta de vital importancia. Existen numerosas legislaciones y normatividades que regulan este notable documento; sin embargo, resulta alarmante que muchos profesionistas omiten su realización o lo elaboran erróneamente, poniéndolos en riesgo de sufrir problemas legales. Además, es una realidad que el consentimiento informado es un documento mal entendido por la mayoría de los profesionistas, pudiendo incurrir en numerosos errores por desconocimiento. El objetivo del presente artículo es informar al cirujano dentista sobre los verdaderos alcances del consentimiento informado con fundamento en la legislación vigente en México (AU)

Informed consent is part of the elements that make up the clinical record. Due to its informative importance on possible risks and complications inherent to the treatment to be carried out, its preparation is of vital importance. There are numerous laws and regulations that regulate this remarkable document, however, it is alarming that many professionals omit its elaboration or wrongly elaborate it, putting them at risk of suffering legal problems. In addition, it is a reality that informed consent is a document misunderstood by most professionals, and may incur numerous errors due to ignorance. The aim of this article is to inform the dental surgeon about the true scope of informed consent based on current legislation in Mexico (AU)

Structuring electronic dental records through deep learning for a clinical decision support system.

Extracting information from unstructured clinical text is a fundamental and challenging task in medical informatics. Our study aims to construct a natural language processing (NLP) workflow to extract information from Chinese electronic dental records (EDRs) for clinical decision support systems (CDSSs). We extracted attributes, attribute values, and tooth positions based on an existing ontology from EDRs. A workflow integrating deep learning with keywords was constructed, in which vectors representing texts were unsupervised learned. Specifically, we implemented Sentence2vec to learn sentence vectors and Word2vec to learn word vectors. For attribute recognition, we calculated similarity values among sentence vectors and extracted attributes based on our selection strategy. For attribute value recognition, we expanded the keyword database by calculating similarity values among word vectors to select keywords. Performance of our workflow with the hybrid method was evaluated and compared with keyword-based method and deep learning method. In both attribute and value recognition, the hybrid method outperforms the other two methods in achieving high precision (0.94, 0.94), recall (0.74, 0.82), and F score (0.83, 0.88). Our NLP workflow can efficiently structure narrative text from EDRs, providing accurate input information and a solid foundation for further data-based CDSSs.