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PubMed1991

Deep--deeper--deepest? Encoding strategies and the recognition of human faces.

Various encoding strategies that supposedly promote deeper processing of human faces (e.g., character judgments) have led to better recognition than more shallow processing tasks (judging the width of the nose). However, does deeper processing actually lead to an improvement in recognition, or, conversely, does shallow processing lead to a deterioration in performance when compared with naturally employed encoding strategies? Three experiments systematically compared a total of 8 different encoding strategies manipulating depth of processing, amount of elaboration, and self-generation of judgmental categories. All strategies that required a scanning of the whole face were basically equivalent but no better than natural strategy controls. The consistently worst groups were the ones that rated faces along preselected physical dimensions. This can be explained by subjects' lesser task involvement as revealed by manipulation checks.

Attention↗

PubMed1990

The pineal complex in Roman high avoidance and Roman low avoidance rats.

Previous studies have shown that the pineal gland of Roman high avoidance (RHA/Verh) rats is larger than that of Roman low avoidance rats (RLA/Verh). In the present study measurement of enzyme activities (serotonin-N-acetyl-transferase, hydroxyindole-O-methyltransferase) revealed that pineals of RHA/Verh rats are twice as active in melatonin production than pineals of RLA/Verh rats. Indoleamine content was also higher in RHA/Verh rats, whereas noradrenaline content was the same in both lines. When values were expressed per mg protein, these differences disappeared except for N-acetyl-serotonin and noradrenaline which were higher or lower in RHA/Verh rats, respectively. Both lines had higher serum levels of melatonin during the dark phase than during the light phase. However, RHA/Verh rats had increased serum levels as compared to RLA/Verh rats during both day and night. Morphometric analysis of the deep and superficial part of the pineal complex revealed, that the volumes of both parts are enlarged in RHA/Verh rats. Electron microscopic studies of pineals collected during day- and nighttime showed higher numbers of synaptic ribbons per unit area in pineals of RHA/Verh rats. In pineals collected during June synaptic ribbons displayed a day/night rhythm in RHA/Verh rats only, whereas in glands of both lines collected during November no daily changes were found. These results show that closely related but divergently selected rat lines may differ in pineal ultrastructure and pineal function.

Acetylserotonin O-Methyltransferase↗

PubMed2006

Patient safety in the office-based setting.

LEARNING OBJECTIVES: After studying this article, the participant should be able to: 1. Discern the importance of the physician's office administrative capacity. 2. Recognize the necessity of a system for quality assessment. 3. Assess which procedures are safe in the office-based setting. 4. Know the basic steps to properly evaluate patients for office-based plastic surgery. BACKGROUND: At least 44,000 Americans die annually as a result of preventable medical errors. Medical mistakes are the eighth leading cause of death in the United States, costing between $54.6 billion and $79 billion, or 6 percent of total annual national health care expenditures. Office-based procedures comprise a 10-fold increase in risk for serious injury or death as compared with an ambulatory surgical facility. METHODS: This article reviews the literature on office-based patient safety issues. It places special emphasis on the statements and advisories published by the American Society of Plastic Surgeons' convened Task Force on Patient Safety in Office-Based Settings. This article stresses areas of increased patient safety concern, such as deep vein thrombosis prophylaxis and liposuction surgery. RESULTS: The article divides patient safety in health care delivery into three broad categories. First, patient safety starts with emphasis at the administrative level. The physician or independent governing body must develop a system of quality assessment that functions to minimize preventable errors and report outcomes and errors. Second, the clinical aspects of patient safety require that the physician evaluate whether the procedure(s) and the patient are proper for the office setting. Finally, this article gives special attention to liposuction, the most frequently performed office-based plastic surgery procedure. CONCLUSIONS: Patient safety must be every physician's highest priority, as reflected in the Hippocratic Oath: primum non nocere ("first, do no harm"). In the office setting, this priority requires both administrative and clinical emphasis. The physician who gives the healing touch of quality care must always have patient safety as the foremost priority.

Ambulatory Surgical Procedures↗

PubMed2006

Microelectrode recording can be a good adjunct in magnetic resonance image-directed subthalamic nucleus deep brain stimulation for parkinsonism.

BACKGROUND: The contribution of MER to improving bilateral STN-DBS is debatable. To resolve the controversy and elucidate the role of MER in DBS, we compared the outcome of bilateral STN-DBS surgery with and without MER in parkinsonian patients. METHODS: From February 2002 to November 2002, the first 7 of 13 consecutive parkinsonian patients received STN-DBS without MER (group A), and the last 6 received STN-DBS with MER (group B). Pre- and postoperative assessments included scoring of UPDRS with video taping, and MR images. RESULTS: The mean Hoehn and Yahr stage was 3.6 in group A and 4.0 in group B. The mean follow-up was 7.4 months for group A and 5.3 months for group B. The mean coordinates of the tip of the permanent electrode relative to the mid-commissural point were x = 8.1 mm, y = 4.3 mm, and z = 5.9 mm for group A and x = 10.6 mm, y = 4.1 mm, and z = 6.9 mm for group B. When levodopa was withdrawn from group A for 12 hours at follow-up, the postoperative UPDRS total score improved by 27.6% (P = .01) and the motor score by 25.4% (P = .02); their LEDD decreased by 17.5% (P = .03). In group B, the postoperative UPDRS total score improved by 49.3% (P = .00002) and the motor score by 45.2% (P = .0004); LEDD decreased by 48.5% (P = .01). CONCLUSIONS: Although STN-DBS is a promising surgical modality for advanced parkinsonian patients, there is an inevitable learning curve associated with adopting this new procedure. Intraoperative MER is an effective way to ensure correct electrode placement in the STN. With the assistance of intraoperative MER, the outcome of STN-DBS can be improved significantly.

Aged↗

PubMed2002

Modulation of the lexical-semantic network by auditory semantic priming: an event-related functional MRI study.

The current event-related fMRI study specifies the neuroanatomical correlates of semantic priming and differences in semantic relation types using an auditory primed lexical decision task (LDT). Word pairs consisted of different relation types, associations (key-chain), pure categorical relations (cow-dog), and unrelated words (table-window), as well as word-pseudoword (way-tinne) and pseudoword-pseudoword (ahurn-döva) pairs. The factor lexical status, i.e., the processing of words compared to pseudowords, was associated with activation in the middle temporal gyri and the left striatum. The factor relatedness, i.e., the contrast between unrelated and related target words, was associated with increased activation of the left inferior frontal gyrus, the deep frontal operculum bilaterally, and the middle frontal gyri. A direct contrast between the two semantic relation types indicated that the processing of purely categorical compared to associative information recruits the right precuneus, the isthmus gyrus cinguli, and the cuneus, suggesting more effortful processing of the former information type. The present data show that the factors lexical status, semantic relatedness, and type of semantic relation in a primed LDT modulate the hemodynamic response in cerebral areas that subserve auditory word recognition and subsequent lexical-semantic processing.

Adult↗

PubMed2002

The medial pain system: neural representations of the motivational aspect of pain.

In this article, we propose that the pathways mediating the motivational aspect of pain originate in laminae VII and VIII of the spinal cord, and in the deep layers of the spinal trigeminal complex, and projections from these areas reach three central structures where pain motivation is represented, the ventrolateral quadrant of the periaqueductal gray, posterior hypothalamic nucleus, and intralaminar thalamic nuclei. A final representation of the motivational aspect of pain is located within the anterior cingulate cortex, and this representation receives inputs from the intralaminar nuclei. Outputs from these representations reach premotor structures located in the medulla, striatum, and cingulate premotor cortex. We discuss pathways and structures that provide inputs to these representations, including those involved in producing involuntary (innate) and instrumental responses which occur in response to the recognition of stimuli associated with footshock and other nociceptive stimuli.

Animals↗

PubMed2000

Bilateral deep brain stimulation of the subthalamic nucleus in Parkinson's disease.

Deep brain stimulation (DBS) of the subthalamic nucleus (STN) is rapidly becoming the preferred surgical choice for the treatment of advanced Parkinson's disease (PD). We report initial results in 15 patients after 12 months and in nine patients evaluated between 30 and 36 months postoperatively. Our experience confirms the robust antiparkinsonian effect of DBS of the STN in advanced PD. The severity of "off" episodes, as assessed by the Unified Parkinson Disease Rating Scale (UPDRS), was drastically reduced by 74% at 12 months, and dyskinesia scores (Dyskinesia Rating Scale) decreased. The levodopa daily dose was reduced by 55% at 12 months. A double-blind assessment to determine the effect of stimulation performed in nine patients at 3 months in the "off" medication condition was very significant (p<0.05). Nine patients have been followed for 3 years with maintained efficacy in the UPDRS "off" score and the dyskinesia score. The experience of other groups using a similar technique is reviewed. The overall assessment indicates a high antiparkinsonian effect of DBS of the STN even in advanced patients. The existence of a learning curve for this procedure should be taken into account when initial results are evaluated.

Electric Stimulation Therapy↗

PubMed2003

What becomes an icon most?

Some brands become icons. Think of Nike, Apple, Harley-Davidson: They're the brands every marketer regards with awe. But they are not built according to the principles of conventional marketing, says Harvard Business School marketing professor Douglas Holt. Iconic brands beat the competition not just by delivering innovative benefits, services, or technologies but by forging a deep connection with the culture. A brand becomes an icon when it offers a compelling myth, a story that can help people resolve tensions in their lives. The deepest source of tension in modern society is the disparity between national ideology and the average citizen's reality. When ideologies shift, myths become even more important, and in America, the most potent myths are depictions of rebels. Mountain Dew has long offered a rebel myth in ads showing exciting, vital men who are far from the ideological model of success. Loyal customers drink the beverage to consume the myth. But Mountain Dew's greatest achievement is that it has retained its iconic power by creating fresh rebel myths to suit the tensions of each era: first the hillbilly, who stood in stark contrast to the organization man of the 1950s and 1960s; then the redneck, who rebelled against the investment bankers and consultants of the 1970s and 1980s; and most recently the slacker, who rejects the values and behaviors that, for the past decade, have marked the successful executive. Holt says marketers can learn from Mountain Dew and other iconic brands if they are willing to move beyond conventional brand management and acquire knowledge and skills they may not have. They must learn to target national contradictions instead of just consumer segments, create myths that make sense of confusing societal changes, and speak with a rebel's voice.

Advertising↗

PubMed2004

The neurofibromatoses: hereditary predisposition to multiple peripheral nerve tumors.

Neurosurgeons must be aware of the neuro-fibromatoses because they frequently present with nervous system tumors. Such patients develop numerous peripheral nerve sheath tumors; fortunately, only a few of these tumors are symptomatic or malignant. The tumor burden in individual patients can be remarkable, however, producing significant morbidity and requiring extensive or repeated care by a skilled neurosurgeon. Because it is impossible to predict which of the deep neurofibromas will undergo malignant transformation, it behooves clinicians and patients to be aware of any change in symptoms or growth of tumors, because early resection of MPNST offers the only chance for cure. Neurosurgical professionals should be familiar with the diagnostic criteria of the neurofibromatoses, because the patient who presents with an initial neurofibroma or schwannoma immediately falls into a category in which those disorders must be ruled out. In this regard, a family history of nerve sheath tumors is revealing and should prompt referral for a clinical genetics evaluation. Cutaneous manifestations of NFI can confirm the diagnosis at initial presentation. Missing the initial presentation of a patient with NF2 can lead to marked morbidity, such as deafness,because surveillance for subsequent tumors was inadequate. Tumorigenesis in all neurofibromatoses involves loss of tumor suppressor genes. These disorders illustrate that the two-hit loss of tumor suppressor gene model, which applies best for NF2, is oversimplified. As with most cancers,a theory of multistep progressive acquisition of genetic changes that promote unregulated grow this emerging in schwannomatosis. In addition, the hyperpigmentation and learning disability of NF 1 highlight that loss of one copy of the gene is sufficient to cause nontumoral manifestations of the disorder. Genetic counseling and testing have an important role in the diagnosis of NFI and NF2 as well as in the management of all the neurofibromatoses.

Genetic Predisposition to Disease↗

PubMed1983

Diabetic glomerulopathy. Structural characteristics of the early and advanced stages.

Studies of the glomerular structure in diabetes mellitus have helped to elucidate the basis for some functional abnormalities. The decline in glomerular filtration occurring in many long-term diabetics is a functional disorder of great clinical importance. Quantitative structural studies of the glomeruli in diabetics at different stages of disease are necessary to learn about the development of structural changes leading to the end-stage kidney disease. Preliminary results of a study of glomeruli from long-term diabetics with clinical nephropathy are compared with those obtained in control subjects and in diabetics within the first 5 yr of disease. In the long-term diabetics the peripheral basement membrane thickness was doubled. On the average, mesangial regions occupied nearly 60% of the total tuft volume as compared with 33% in the early stages. A marked accumulation of basement membrane material in the mesengial regions had taken place so that 85% of the total basement membrane material of the tufts (i.e., peripheral basement membrane in the capillary walls plus mesangial basement membrane-like material) was localized within the mesangial regions. In the early stages equal amounts were found at these two different sites. The distribution of the lesions within the kidney is under investigation in a light microscopic study of autopsy material from long-term diabetics with varying degrees of glomerulopathy. The severity of the diabetic glomerulopathy was quantitated separately within the superficial and the deep cortical zones. The results showed that there was no tendency toward increased severity in the deep glomeruli.(ABSTRACT TRUNCATED AT 250 WORDS)

Adult↗

PubMed1981

The treatment of unstable fractures of the tibia and fibula with flexible medullary wires. A review of two hundred and thirty-five fractures.

A retrospective study was done of the treatment of closed and open unstable fractures of the tibia and fibula with flexible intramedullary wires in 223 patients with 235 fractures. The surgical procedure is relatively atraumatic to the tibia, can be learned easily by the surgeon, and does not require complicated or expensive instrumentation. The flexible intramedullary wires permit stabilization of the fractures in a functional position. External support by a long cast in the initial phase of treatment is necessary, but full weight-bearing is usually allowed during the third to fourth week. This has proved to be a beneficial method of treatment for bilateral fracture of the tibia and fibula and for combined femoral and ipsilateral tibiofibular fractures. Of the 235 fractures, fifty-seven (24.3 per cent) were closed and 178 (75.7 per cent) were open. Primary healing of soft tissue and bone occurred in fifty-three (92.9 per cent) of the closed fractures and in 117 (65.7 per cent) of the open fractures. The complication rate in closed fractures was 7.1 per cent, primarily due to delayed bone union. There was a 34.3 per cent complication rate in the open fractures, of which thirty-one (17.4 per cent) showed delayed soft-tissue healing, ten (5.6 per cent) had delayed bone union, and eight (4.4 per cent) resulted in deep infection with osteomyelitis. There were eight non-unions in the open, uninfected fractures, five of which healed after bone-grafting. Flexible intramedullary wiring of the tibia should be considered as an alternate method of treatment in the presence of an unstable fracture.

Adolescent↗

PubMed1981

Neuropsychological approaches to the study of reading.

This paper describes four syndromes of acquired dyslexia (that is, reading deficits in previously literate adults who have suffered neurological damage); deep dyslexia, surface dyslexia, phonological dyslexia and letter-by-letter reading. The format of the description inquires whether reading performance in each syndrome is (1) sensitive to dimensions of words (such as word length or part of speech), (2) affected by experimental manipulations (such as exposure duration), and (3) relevant to theorectical issues (such as the nature of codes for word recognition in reading). The four patterns of reading impairment seem to relate in an orderly way to these dimensions, manipulations and issues drawn from the literature on normal word recognition and production. Such orderly relationships, it is claimed, favour the position that neuropsychological observations are germane to conceptions of normal reading.

Brain Damage, Chronic↗

PubMedDate not supplied

A review of the neurotoxicity risk of selected hydrocarbon fuels.

Over 1.3 million civilian and military personnel are occupationally exposed to hydrocarbon fuels, emphasizing gasoline, jet fuel, diesel fuel, or kerosene. These exposures may occur acutely or chronically to raw fuel, vapor, aerosol, or fuel combustion exhaust by dermal, respiratory inhalation, or oral ingestion routes, and commonly occur concurrently with exposure to other chemicals and stressors. Hydrocarbon fuels are complex mixtures of 150-260+ aliphatic and aromatic hydrocarbon compounds containing varying concentrations of potential neurotoxicants including benzene, n-hexane, toluene, xylenes, naphthalene, and certain n-C9-C12 fractions (n-propylbenzene, trimethylbenzene isomers). Due to their natural petroleum base, the chemical composition of different hydrocarbon fuels is not defined, and the fuels are classified according to broad performance criteria such as flash and boiling points, complicating toxicological comparisons. While hydrocarbon fuel exposures occur typically at concentrations below permissible exposure limits for their constituent chemicals, it is unknown whether additive or synergistic interactions may result in unpredicted neurotoxicity. The inclusion of up to six performance additives in existing fuel formulations presents additional neurotoxicity challenge. Additionally, exposures to hydrocarbon fuels, typically with minimal respiratory or dermal protection, range from weekly fueling of personal automobiles to waist-deep immersion of personnel in raw fuel during maintenance of aircraft fuel tanks. Occupational exposures may occur on a near daily basis for from several months to over 20 yr. A number of published studies have reported acute or persisting neurotoxic effects from acute, subchronic, or chronic exposure of humans or animals to hydrocarbon fuels, or to certain constituent chemicals of these fuels. This review summarizes human and animal studies of hydrocarbon fuel-induced neurotoxicity and neurobehavioral consequences. It is hoped that this review will support ongoing attempts to review and possibly revise exposure standards for hydrocarbon fuels.

Animals↗

PubMed2001

Occupational exposures to blood in a dental teaching environment: results of a ten-year surveillance study.

Evaluation of occupational exposures can assist with practice modifications, redesign of equipment, and targeted educational efforts. The data presented in this report has been collected as part of a ten-year surveillance program of occupational exposures to blood or other potentially infectious materials in a large dental teaching institution. From 1987 to 1997, a total of 504 percutaneous/non-intact skin and mucous membrane exposures were documented. Of these, 494 (98 percent) were percutaneous, and 10 (2 percent) were mucosal, each involving a splash to the eye of the dental care worker (DCW). Among the 504 exposures, 414 (82.1 percent) occurred among dental students, 60 (11.9 percent) among staff, and 30 (6 percent) among faculty. One hundred ninety-one (37.9 percent) exposures were superficial (no bleeding), 260 (51.6 percent) were moderate (some bleeding), and 53 (10.5 percent) were deep (heavy bleeding). Regarding the circumstances of exposure, 279 (54.5 percent) of the injuries occurred post-operatively (after the use of the device), and most were related to instrument clean-up; 210 (41.0 percent) occurred intra-operatively (during the use of the device); and 23 (4.5 percent) occurred when a DCW collided with a sharp object in the dental operatory (eight cases involved more than one circumstance). The overall exposure rate for the college was 2.46+/-0.11 SD per 10,000 patient visits. The average rate for the student population was 4.02+/-0.20 SD per 100 person-years, with the highest rates being observed among junior year students. The observed rates of occupational exposures to blood and body fluids in this report are consistent with published reports from several other educational settings. Dental teaching institutions are faced with the unique challenge of protecting the student and patient populations against bloodborne infections. Educational efforts must go beyond mere teaching of universal precautions and should include the introduction of safer products and clinical procedures that can minimize the risks associated with the hands-on aspects of the students' learning process.

Blood-Borne Pathogens↗

PubMed2003

Swimming ability and behaviour of post-larvae of a temperate marine fish re-entrained in the pelagic environment.

The degree to which behaviour, vertical movement and horizontal transport, in relation to local hydrodynamics, may facilitate secondary dispersal in the water column was studied in post-larval Sillaginodes punctata in Port Phillip Bay, Australia. S. punctata were captured in shallow seagrass beds and released at the surface in three depth zones (1.5, 3 and 7 m) off-shore at each of two sites to mimic the re-entrainment of fish. The behaviour, depth and position of S. punctata were recorded through time. The direction and speed of local currents were described using an S4 current meter and the movement of drogues. Regardless of site, fish immediately oriented toward the bottom, and into the current after release. In shallow water (1.5 m), 86% of fish swam to the bottom within 2 min of release. At one site, the net horizontal displacement of fish was largely unrelated to the speed and direction of local currents; at a second site, fish could not maintain their position against the current, and the net horizontal displacement was related to the speed and direction of currents. In the intermediate depth zone, wide variability in depths of individual fish through time led to an average depth reached by fish that was between the shallow and deep zones. Based on daily increments in the otoliths, however, this variability was not related significantly to the time since entry of fish into Port Phillip Bay. In the deepest depth zone, 81% of fish remained within 1 m of the surface and their horizontal displacement was significantly related to the direction and speed of currents. Secondary dispersal of post-larval fish in the water column may be facilitated by the behaviour and vertical movements of fish, but only if fish reach deeper water, where their displacement (direction and distance) closely resembles local hydrodynamic regimes. In shallow water, fish behaviour and vertical migration actually reduce the potential for secondary dispersal.

Adaptation, Physiological↗

PubMed2005

Inactivation of the brachium conjunctivum prevents extinction of classically conditioned eyeblinks.

It is well established that the intermediate cerebellum is involved in the acquisition of classically conditioned eyeblink responses (CRs). Recent studies that inactivated the interposed nuclei (IN) demonstrated that blocking the intermediate cerebellum also interrupts CR extinction. Is this extinction deficit related to interrupting the information flow to efferent targets of the IN? To address this question, we inactivated axons of IN neurons in the brachium conjunctivum (BC). This treatment blocked the output of the intermediate cerebellum without directly affecting neurons in the deep cerebellar nuclei. Rabbits were trained in a delay classical conditioning paradigm, using a tone as the conditioned stimulus (CS) and a corneal air puff as the unconditioned stimulus (US). Then, the BC was microinjected with a sodium channel blocker, tetrodotoxin, during 4 extinction sessions in which rabbits were presented only with the CS. Tests performed after the 4-day injection period revealed that CRs did not extinguish in BC inactivation sessions but extinguished at a normal rate in the absence of the drug. CRs were then re-acquired. These data show that the normal flow of information along axons of cerebellar nuclear cells is required for CR extinction.

Animals↗

PubMed1996

Does induced recovery from amnesia represent a disinhibition effect?

Induced recovery from amnesia appears similar to disinhibition effects obtained when response strength is weakened in various ways. Therefore, the possibility that reexposure to the amnestic treatment acts as a "disinhibitor" is problematic for a retrieval interpretation of recovery following amnesia. Two experiments examined the question of whether or not hypothermia treatment (i.e., deep body cooling) acts as a disinhibitor for an extinguished fear response in Sprague-Dawley rats. The results of Experiment 1 indicate that deep body cooling did not significantly disinhibit a passive-avoidance response that had previously been extinguished with a 4-min nonreinforced exposure to the shock chamber of the apparatus. Experiment 2 further examined this negative effect by using a modified passive-avoidance procedure and lengthening the extinction session from 4 to 12 min. Similar to Experiment 1, the results of the second experiment also suggested that if the subject's body temperatures were reduced prior to the retention test, no disinhibitory effect of fear conditioning was manifested. These findings support the notion that memory retrieval (i.e., the contextual cue explanation) is the basis for the alleviation of amnesia by reexposure to the amnestic agent.

Amnesia↗

PubMed2025

Q RadFusion: Hybrid Quantum Classical Radiogenomic Framework for Breast Cancer Diagnosis.

BACKGROUND AND PURPOSE: Breast cancer remains the most common cancer in women worldwide, with early and accurate diagnosis critical for patient survival. Radiogenomics integrates imaging phenotypes with genomic profiles, offering a pathway to precision diagnostics. However, existing classical machine learning models often struggle with the high dimensionality and heterogeneity of multimodal data, leading to issues in calibration and reproducibility. This study presents Q RadFusion, a hybrid quantum-classical framework designed to enhance breast cancer diagnosis by fusing mammography and genomics data. METHODS: Q RadFusion was implemented on two publicly available datasets: CBIS-DDSM (2,600 curated mammography cases, TCIA) and TCGA-BRCA (1,000 genomic profiles, GDC). Imaging preprocessing included bias-field correction, segmentation, and harmonization, while genomic data underwent normalization and imputation. Feature selection was performed using the Quantum Approximate Optimization Algorithm (QAOA), and features were mapped into a quantum Hilbert space using Variational Quantum Circuits (VQC). For multimodal fusion, ResNet encoded mammography features, and a Transformer encoded genomic features. Patient-level and site-held-out splits were used for evaluation. RESULTS: Q RadFusion achieved an AUC of 0.96 and accuracy of 94%, outperforming baselines including CNN-LSTM, ResNet + XGBoost, and multimodal Transformers. Ablation studies confirmed the contribution of quantum components, with optimal performance observed at circuit depth, qubits, and QAOA layers. The model also demonstrated improved calibration and ~ 80% fewer parameters compared to deep fusion networks. CONCLUSION: Q RadFusion demonstrates that hybrid quantum-classical radiogenomic integration can deliver accurate, reproducible, and clinically meaningful diagnostic support for breast cancer, with strong potential for future clinical translation.

Breast Cancer↗