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PubMed2026

Can ChatGPT Replace Human Clinical Coders? A Comparative Study in Otology Billing.

OBJECTIVE: Evaluate the utility of the large language model (LLM), ChatGPT, for the analysis of operative notes and the generation of Current Procedural Terminology (CPT) codes in comparison to human clinical coders. STUDY DESIGN: CPT billing codes assigned by ChatGPT were compared to existing billing data. Otology practice within a tertiary academic center. METHODS: About 191 operative notes from a single surgeon (9/2022-10/2023) were analyzed. ChatGPT-3.5 and 4 models were prompted for CPT codes based on operative notes. Assessment included determining exact and partial match rates, sensitivity and specificity for targeted procedures, and work Relative Value Units (wRVU) differences between ChatGPT-generated and human-assigned codes. RESULTS: ChatGPT-3.5 achieved exact matches in 22% of cases and partial matches in 32%, while ChatGPT-4 achieved 14% exact and 33% partial matches. When cochlear implantation (CI) was excluded, performance dropped significantly. For CI, ChatGPT-3.5 demonstrated a sensitivity of 94% and specificity of 90%, while ChatGPT-4 showed a sensitivity of 96% and specificity of 92%. In contrast, performance on cartilage grafting was poor, with sensitivities of 4.2% for ChatGPT-3.5 and 0% for ChatGPT-4. ChatGPT-3.5 and 4 showed moderate CPT code matching accuracy among themselves, with slight agreement to human coders. Both models tended to underbill for wRVUs compared to human coders, with significant differences in the values generated. CONCLUSION: This study assessed ChatGPT's effectiveness in automating CPT code assignment for otologic surgeries. While the models achieved high sensitivity values for assigning codes related to cochlear implantation, both models struggled with complex cases, failed to apply modifiers, and often assigned fewer wRVUs. The findings highlight ChatGPT's potential in medical billing but indicate a need for further refinement.

Humans↗
PubMed2005

A national estimate of the elective primary cesarean delivery rate.

OBJECTIVE: We describe national trends for elective primary cesarean delivery from 1994 to 2001, with attention to changes in indications. METHODS: We used data from the Healthcare Cost and Utilization Project Nationwide Inpatient Sample. Cesarean deliveries were identified by International Classification of Diseases, 9th Revision, Clinical Modification procedure and diagnostic codes; V codes identified all types of deliveries for denominators. Twelve indications for elective primary cesarean delivery were targeted. International Classification of Diseases, 9th Revision, Clinical Modification coding changes were also evaluated. RESULTS: After excluding women who had labored and previous cesarean deliveries, elective primary cesarean deliveries rose from 19.7% of all cesarean deliveries in 1994 to 28.3% in 2001, an increase of approximately 43.6%. The use of the identified indications for elective primary cesarean delivery increased for codes representing malpresentation, antepartum bleeding, hypertension and severe hypertension, macrosomia, unengaged head, preterm gestation, and maternal soft tissue disorders. Coding for herpes, multiple gestation, other uterine scar, and congenital central nervous system remained the same. Additionally, a new 1998 code for fetal heart rate abnormalities was rapidly adopted during the study period. CONCLUSION: A national estimate of the elective primary cesarean delivery rate shows a rising trend. Additionally, coded indications for these procedures are shifting. Further examination into the use and clinical implications of indications through national surveillance for elective primary cesarean delivery is important for future obstetric practice. A revision of the terminology classification used to identify indications for cesarean delivery procedures would aid in this effort. LEVEL OF EVIDENCE: III.

Adult↗
PubMed1999

Fluorine-18 fluorodeoxyglucose imaging using dual-head coincidence positron emission tomography without attenuation correction in patients with head and neck cancer.

PURPOSE: An accurate, preoperative assessment of tumor extent and lymph node involvement is necessary to plan and tailor therapy for patients with head and neck cancer. Metabolic imaging with fluorine-18 fluorodeoxy-glucose (FDG) is a good method to detect primary tumors in the head and neck and to assess the involvement of lymph nodes, but it is not widely available because of the high cost of positron emission tomography (PET). Recently, an alternative method for using FDG was developed: coincidence detection PET (CoDe PET) using a gamma camera. The aim of this study was to evaluate the clinical utility of FDG CoDe PET using a gamma camera in patients with head and neck cancer. MATERIALS AND METHODS: Thirty FDG CoDe PET studies without attenuation correction were performed in seven patients before therapy and in 19 patients after therapy (ages: 25-79 years, mean, 50 +/- 13 years; 18 men, 8 women) with various head and neck cancers. All patients had fasted for 6 to 12 hours and were injected with 111 to 370 MBq F-18 FDG 1 hour before imaging. Visually detectable focal FDG uptake in the primary tumor site or in the neck was considered positive except for physiologic uptake. The FDG CoDe PET studies were correlated with MRI. The gold standard for the presence of disease was the combination of repeated MRIs, endoscopic examination, and 3 months of follow-up clinical evaluation. RESULTS: FDG CoDe PET had a detection rate that was comparable to that of MRI in the pretherapy group. However, in the posttherapy group, FDG CoDe PET could differentiate residual tumor or tumor recurrence from radiation change more accurately than could MRI. However, it had a less accurate detection rate for cervical node metastases because of asymmetric neck muscle uptake. CONCLUSIONS: FDG CoDe PET is a sensitive and cost-effective method to detect primary tumor and lymph node involvement in primary head and neck cancers. It is also useful in differentiating residual tumor or tumor recurrence from posttherapy changes in patients with head and neck tumors.

Adult↗
PubMed1988

Confirmation of the utility of fine needle aspiration biopsy of the renal allograft.

Allograft immunobiologic theory would predict that analysis of immunocompetent cells infiltrating the renal transplant would be most instructive. Recently a new aspiration biopsy technique has been developed to permit such analysis in patients which can be safely and repetitively performed. The clinical utility of such a technique has been tested utilizing a randomized prospective trial in which an aspirate was obtained every other day from the third post-operative day until discharge. Analysis included examination of adequacy criteria and the capacity of pathologic diagnosis to corroborate clinical diagnosis from coded specimens. Ninety-six aspirates from 21 consenting transplant recipients were obtained and analyzed. In 94 instances a clinical diagnosis could be made; 80 aspirates fulfilled adequacy criteria. We found the technique to be highly sensitive (greater than or equal to 90%) and highly specific (greater than or equal to 90%) for the clinical diagnoses of acute allograft rejection, post-operative acute renal failure, cyclosporine toxicity, and normal function. We conclude that the fine needle aspiration technique is an important adjunct to analysis of clinical renal transplantation and offers a major advantage to the clinical scholar in understanding transplant biology.

Acute Kidney Injury↗
PubMed2006

Ion recombination correction in the Clatterbridge Centre of Oncology clinical proton beam.

Most codes of practice for dosimetry of proton beams do not give a clear recommendation on the determination of recombination correction factors for ionization chambers. In this work, recombination corrections were measured in the low-energy clinical proton beam of the Clatterbridge Centre of Oncology (CCO) using data collected at different dose rates and different polarizing voltages. This approach allows the separation of contributions from initial and volume recombination and was compared with results from extrapolation and two-voltage methods. A modified formulation of the method is presented for a modulated beam in which the ionization current is time dependent. Using a set-up with two identical chambers placed face-to-face yielded highly accurate data for plane-parallel ionization chambers. This method may also be used for high-energy photon and electron beam dosimetry. At typical dose rates of 26 Gy min(-1) used clinically at the CCO, the recombination correction is 0.8% and thus is of importance for reference dosimetry. The proton beam should be treated as purely continuous given the high pulse repetition frequency of the cyclotron beam. The results show that the volume recombination parameter for protons is consistent with values measured for photon beams. Initial recombination was found to be independent of beam quality, except for a tendency to increase at the distal edge of the Bragg peak; this is only relevant for depth dose measurements. Using a general equation for recombination and generic values for the initial and volume recombination parameters (A = 0.25 V and m2 = 3.97 x 10(3) s cm(-1) nC(-1) V2), the experimental results are reproduced within 0.1% for all conditions met in this work. For the CCO beam and similar proton beams used for treating optical targets operating at high dose rates, the recombination correction factor can be overestimated by up to 2%, resulting in an overestimation of dose to water by the same amount, if the recommendation from IAEA TRS-398, which is only valid for pulsed beams, is followed without consideration.

Algorithms↗
PubMed1993

The early and intermediate precursor lesions of tumor progression in the melanocytic system: common acquired nevi and atypical (dysplastic) nevi.

Intermediate lesions of melanocytic tumor progression are potential precursors, simulants, and risk markers of melanoma. The clinical, public health, and biologic significance of intermediate lesions warrants their continued recognition and study, although improved schemata for their clinical and histological coding are needed. Blurred boundaries are inherently problematic to the categorization of lesions occurring along a stepwise pathway of increasing clinical and histological atypia. Nevertheless, the concepts of melanocytic dysplasia and of radial growth phase (in situ and microinvasive) melanoma are important to the classification of intermediate lesions of melanocytic tumor progression. Conceptually, these lesions are clearly separable from early and late lesions and from one another, and there is evidence that criteria distinguishing them can be reproducibly applied. Analysis of these intermediate lesions suggests that they represent responses to events (perhaps mutational) induced by ultraviolet light in constitutionally hypersensitive individuals, supporting epidemiological data that implicate sunlight as an etiologic agent for most melanomas. The continuing rigorous application of the methodologies of epidemiology and basic science to the study of these lesional steps will likely lead to the recognition of biologic markers to better distinguish benign from malignant melanocytic lesions.

Adult↗
PubMed2006

Clinical evaluation to assess the safety and efficacy of coded herbal medicine "Dysmo-off" versus allopathic medicine "Diclofenac sodium" for the treatment of primary dysmenorrhea.

The purpose of the present research work was to carry out clinical study on primary dysmenorrhea to comparatively examine the coded herbal drug formulation "Dysmo-off" with authentic allopathic medicine "Diclofenac sodium" (NSAIDs). A random controlled clinical trial was conducted to compare the efficacy and safety of coded herbal medicinal treatments Dysmo-off with Diclofenac sodium/Phenylacetic acid. These evaluations were based on verbal rating scale so as to ascertain the rate of analgesic effects on dysmenorrhoeic pain. The patients were randomly allocated with the ratio of 1:2 for controlled treatment with nonsteroidal anti-inflammatory drugs (NSAIDs) (n = 40) received Diclofenac sodium tablets twice daily for 4 days (50 mg one day prior to and three days after the menstruation), and test treatment with Dysmo-off (n = 80) received powdered Dysmo-off twice daily for four days (5 g one day prior to and three days after the menstruation). Treatment lasted for 4 consecutive menstrual cycles. Hemoglobin, ESR and ultrasound were measured at baseline during study. All subjects were clinically studied and completed the assigned therapy during the period May 2001 to June 2004.

Adolescent↗
PubMed1994

Coding and reimbursement issues for dual-energy X-ray absorptiometry.

Bone densitometry has a unique and invaluable place in the prevention, diagnosis, and management of osteoporosis. Dual-energy X-ray absorptiometry (DEXA) is currently considered the bone densitometric technique of choice. With this method, the patient at risk for osteoporosis can be identified so that appropriate clinical interventions to prevent fracture can be undertaken. DEXA also allows assessment of the efficacy of these interventions in preventing bone loss. As with any other technology, however, bone densitometry must be properly used in the clinical setting to achieve this benefit. Critical to the proper use of the technology is the realization that a complete assessment of fracture risk requires the measurement of both the spine and the proximal part of the femur, not either site alone, and that assessment of therapeutic efficacy might also require the measurement of both sites, not either site alone. Effective January 1, 1994, the Clinical Procedural Terminology (CPT) code for DEXA has been 76075. This code is intended for measurement of a single site and is to be reimbursed at a global rate of $60.85. Although the assignment of a CPT code for this clinically valuable technology is most welcome, the lack of a code reflecting at least two sites of study and the low rate of reimbursement for a single site suggest a misunderstanding of the actual costs of the technology and the need, on occasion, for measurements at multiple sites.

Absorptiometry, Photon↗
PubMedDate not supplied

Epilepsy and traffic safety.

We previously reported that drivers with epilepsy have somewhat higher age-adjusted rates of traffic accidents and moving violations than do drivers without epilepsy. We attempted to identify medical and other factors contributing to this increase. Medical records of 241 drivers with a history of seizures, representing essentially all such persons from a contiguous seven ZIP postal code area served by the Marshfield Clinic were studied. This zip code refers to a defined geographic area around Marshfield where virtually the entire population receives its care at the Marshfield Clinic and for which we have accurate records. Information abstracted from medical charts was used to identify potential risk factors for traffic accidents and violations among these drivers. Careless driving violations, alcohol or drug violations, and accidents (especially injury accidents) occurred at higher rates and speeding violations occurred at lower rates for drivers with epilepsy. Young age, unmarried state, history of multiple seizures, and lack of antiepileptic drug (AED) treatment appear to be risk factors for accidents among drivers who had a history of seizures. Male sex, psychiatric disorders, alcohol abuse, and generalized seizures or complex partial seizures (CPS) were also suggestively associated with higher risk. For moving violations, young age, male sex, unmarried state, symptomatic etiology, and history of alcohol abuse contributed to increased risk. We conclude that drivers with epilepsy appear to have identifiable risk factors for traffic mishaps, especially accidents.

Accidents, Traffic↗
PubMed1978

Sampling of speech pathology treatment activities: an evaluation of momentary and interval sampling procedures.

Videotaped samples of aphasia treatment sessions were coded, using the Clinical Interaction Analysis System (CIAS), a 39-category system for recording the events that occur in clinician-patient interactions during aphasia treatment sessions. These coded records were then sampled according to various schedules and procedures and the fidelity with which each sampling schedule and procedure represented the content of the entire treatment record was evaluated. In addition, trained observers coded videotaped samples of treatment, using the CIAS with a number of sampling schedules and procedures. The fidelity with which these observers' records represented the content of the treatment sessions sampled was then evaluated. The results of the analysis indicated that momentary sampling at intervals distributed throughout the session generates more accurate records of session content than single longer samples taken from the session, unless those single samples comprise a major part of the session, and that sampling representativeness remains high even when only one event in ten is sampled, if sampled events are uniformly distributed throughout the session.

Aphasia↗
PubMed1990

Procedure codes: potential modifiers of diagnosis-related groups.

Proposals to make complexity-of-illness adjustments to the diagnosis-related group system have relied on secondary diagnosis codes and additional clinical information obtained from the hospital record. Another potential mechanism for modifying diagnosis-related groups involves the use of non-operating room procedure codes. The use of these codes has the advantage of reliably identifying costly subgroups of patients and thus the potential to provide for fairer compensation to hospitals caring for the sickest patients. There are a number of disadvantages, however, and therefore the criteria with which to evaluate procedures as potential modifiers are suggested.

Abstracting and Indexing↗
PubMed1993

European study of the certification and coding of causes of death of six clinical case histories of diabetic patients. EURODIAB Subarea C Study Group.

This study was designed to investigate the large differences in diabetes mortality rates in Europe. In each of the participating countries (France, Germany, The Netherlands, Northern Ireland-UK, Republic of Ireland, Romania, Scotland-UK, Switzerland) a random sample of certifying physicians was asked to certify the causes of death of six case histories which described the deaths of diabetic patients; the responses from an average of 220 physicians per country were analysed. These registered causes were then coded nationally and the underlying cause was compared with that following a central recoding. Overall 28% of the physicians surveyed recorded diabetes on the death certificate as the underlying cause of death--France was 25% below this overall average and Germany 21% above. The national coding of diabetes as the underlying cause of death differed from the central recoding with a comparative undercoding of almost 40% in Romania, 30% in Northern Ireland and 25% in Switzerland; in contrast, there was an overcoding of diabetes by 80% in The Netherlands and 60% in the Republic of Ireland. After adjusting for central recoding, in part an adjustment for certification habits, the national coding from this simulation study was able to explain 35% of the variation in the diabetes mortality rates. With such differences in the coding of diabetes, the currently published mortality rates for diabetes are not directly comparable between European countries; some suggestions are made for the reduction of the intercountry differences in the collection and analysis of mortality data for diabetes.

Abstracting and Indexing↗
PubMed1990

DSM-III-R diagnosis and code types of the diagnostic inventory of personality and symptoms in an adolescent clinical population.

The relationships of high-point code types of the Diagnostic Inventory of Personality and Symptoms (DIPS) to the Diagnostic and statistical manual III-R (DSM-III-R; American Psychiatric Association, 1987) were explored for adolescent patients (N = 263). Twelve DIPS code types that relate code types to Axis I diagnoses are prepared. The three DIPS personality disorder cluster scales and the eight combinations thereof are presented as well. Six of the personality disorder cluster scale code types that relate to DSM-III-R Axis II categories are identified. Finally, a narrative summation of each of the code types is given.

Adolescent↗
PubMed1994

The impact of HIV infection on society's perception of clinical trials.

All international codes of research ethics and virtually all national legislation and regulation in the field of research involving human subjects project an attitude of protectionism. Written with the aim of avoiding a repetition of atrocities like those committed by the Nazi physician-researchers, calamities like the thalidomide experience, or ethical violations like those of the Tuskegee syphilis study, their dominant concerns are the protection of individuals from injury and from exploitation. In recent years, however, society's perception of clinical research has shifted dramatically. Now, largely as a consequence of the efforts of the AIDS activists, clinical research is widely perceived as benign and beneficial. Although this shift in attitude has resulted in some important improvements in research policies and practices, this new perception is just as wrong-headed as was the earlier excessive protectionism. It is necessary to maintain a balanced perspective; our policies should encourage the conduct of ethical research while maintaining the vigilance necessary to safeguard the rights and welfare of the subjects.

Biomedical Research↗
PubMed1992

Short-term memory and verbal learning with auditory phonological coding defect: a neuropsychological case study.

A patient is described with a rarely reported linguistic syndrome: he could repeat words but not nonwords. The patient produced semantic paraphasias in repetition and could read both words and nonwords flawlessly. His basic difficulties were localized in auditory phonological coding, identifying a clinical picture called "phonemic deafness." Short-term memory and verbal learning results suggested that a standard, selective short-term memory defect can be induced by auditory phonological coding deficits as well as by "pure" short-term memory capacity limitation and other phonological deficits. Findings also provided evidence that lexical-semantic code can allow normal verbal learning.

Adult↗
PubMed1995

Coding systems and controlled vocabularies for hospital information systems.

Modern healthcare information systems are requested to support an increasing interaction among professionals (inside and across the borders of the hospital) and a growing integration of specialised tasks (provision of care, reimbursement, document retrieval, optimisation of resource use, clinical audit, etc.). Coding systems were conceived and optimised independently for various specific purposes. They are now facing each other and thus conflicting into this new environment; the solution will be in a more application-independent representation of concepts. Developments are going towards three complementary directions: (i) to separate different functions about the management of terms and concepts, and thus to produce more specialised software components; (ii) to develop a new class of software which is able to manage terminological diversity without imposing uniformity; and (iii) to enhance reusability of concepts, and facilitate a spontaneous convergence among controlled vocabularies.

Artificial Intelligence↗
PubMed1999

Prognostic variables of papillary and follicular thyroid carcinoma patients with lymph node metastases and without distant metastases.

From 1977 through 1995, 1,013 thyroid carcinoma patients received treatment and were followed up at Chang Gung Medical Center in Taiwan. To evaluate the prognostic variables of papillary and follicular thyroid carcinomas with limited lymph node metastases, a retrospective review of these patients was performed. Of these patients, 910 had papillary or follicular thyroid carcinoma, and 119 patients were categorized as clinical stage 2 with limited neck lymph node metastases only at the time of diagnosis. The patients were categorized into two groups as no recurrence and local recurrence or distant metastasis at the end of 1997. After the operations, radioactive iodide (131I) treatments were performed in 114 patients and external radiotherapy for neck region or distant metastases in 18 patients. The median follow-up period of these patients was 5.4 years. Clinical variables were coded in our computer for statistical analysis. After the treatments, 93 patients remained disease-free; 10 were in stage 2; 5 in stage 3; and 11 aggravated to stage 4. Of the clinical variables, age, post-operative first 1311 uptake scans, and 1-month post-operative thyroglobulin levels revealed statistically significant differences between the group which improved and the group which did not. During the follow-up period, five patients died; three patients died of thyroid cancer and two died of intercurrent diseases. Patients with papillary thyroid carcinoma revealed a higher percentage of lymph node metastases. Although limited lymph node metastases did not influence survival rate, patients with poor prognostic factors need more aggressive treatment to avoid progression of the cancer.

Adenocarcinoma, Follicular↗