Radiologistas
SaúdeExposição à IA
- Fonte dos dados: BLSPublicado: '26.08
Alto· relativa
BaixoQuatro faixas relativasMuito altoValor por grupo ocupacional
Escala, base e fonte
Quatro faixas relativas (Baixo / Moderado / Alto / Muito alto)
831 ocupações detalhadas da tabela de projeções de emprego do BLS. O valor é atribuído por código da National Employment Matrix (NEM), pelo que as ocupações que partilham um código NEM recebem a mesma banda
- Fonte dos dados: AnthropicPublicado: '26.03
0.199
0.000Intervalo dos valores aqui apresentados0.745Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
- Fonte dos dados: ILOPublicado: '25
0.27
0.09Intervalo dos valores aqui apresentados0.70Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Grupo de base CITP-08 — todas as ocupações com o mesmo código recebem este valor
Calculado por este site, não publicado pela OIT: das 1.012 ocupações que este site liga ao conjunto de dados da OIT, 74% atingem ou superam este valor.
Que tipo de valor esta fonte publica
A categoria de BLS é uma posição relativa, não um nível absoluto, e também não é uma medição de primeira mão: agrupa em quatro faixas as posições percentis da ocupação em vários estudos publicados. Não é uma previsão de emprego ou de salários, não é uma probabilidade de adoção e não distingue automação de aumento.
Task-level exposure
Apenas tarefas expostas| Task | Claude.aiRaw / share % |
|---|---|
Prepare comprehensive interpretive reports of findings.29-1069 | 0.065215.4 |
Educate patients about diagnoses, prognoses, or treatments.29-1069 | 0.044110.4 |
Analyze and interpret results from tests such as microbial or parasite tests, urine analyses, hormonal assays, fine needle aspirations (FNAs), and polymerase chain reactions (PCRs).29-1069 | 0.03879.1 |
Interpret diagnostic test results to make appropriate differential diagnoses.29-1069 | 0.03658.6 |
Educate patients about maintenance and promotion of healthy vision.29-1069 | 0.02766.5 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.29-1069 | 0.02355.5 |
Examine microscopic samples to identify diseases or other abnormalities.29-1069 | 0.02054.8 |
Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.29-1069 | 0.01954.6 |
Interpret imaging data and confer with other medical specialists to formulate diagnoses.29-1069 | 0.01052.5 |
Document examination results, treatment plans, and patients' outcomes.29-1069 | 0.00962.2 |
| Not observed on any surface — 193 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Engage in self-directed learning and continuing education activities. | —0 |
Conduct laboratory or clinical research on allergy or immunology topics. | —0 |
Provide allergy or immunology consultation or education to physicians or other health care providers. | —0 |
Prescribe medication such as antihistamines, antibiotics, and nasal, oral, topical, or inhaled glucocorticosteroids. | —0 |
Conduct physical examinations of patients. | —0 |
Order or perform diagnostic tests such as skin pricks and intradermal, patch, or delayed hypersensitivity tests. | —0 |
Coordinate the care of patients with other health care professionals or support staff. | —0 |
Assess the risks and benefits of therapies for allergic and immunologic disorders. | —0 |
Provide therapies, such as allergen immunotherapy and immunoglobin therapy, to treat immune conditions. | —0 |
Perform allergen provocation tests such as nasal, conjunctival, bronchial, oral, food, and medication challenges. | —0 |
Diagnose or treat allergic or immunologic conditions. | —0 |
Present research findings at national meetings or in peer-reviewed journals. | —0 |
Refer patients to other specialists, as needed. | —0 |
Record patients' health histories. | —0 |
Provide dermatologic consultation to other health professionals. | —0 |
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in dermatology. | —0 |
Evaluate patients to determine eligibility for cosmetic procedures such as liposuction, laser resurfacing, and microdermabrasion. | —0 |
Conduct or order diagnostic tests such as chest radiographs (x-rays), microbiologic tests, and endocrinologic tests. | —0 |
Recommend diagnostic tests based on patients' histories and physical examination findings. | —0 |
Provide therapies such as intralesional steroids, chemical peels, and comodo removal to treat age spots, sun damage, rough skin, discolored skin, or oily skin. | —0 |
Prescribe hormonal agents or topical treatments such as contraceptives, spironolactone, antiandrogens, oral corticosteroids, retinoids, benzoyl peroxide, and antibiotics. | —0 |
Perform skin surgery to improve appearance, make early diagnoses, or control diseases such as skin cancer. | —0 |
Perform incisional biopsies to diagnose melanoma. | —0 |
Diagnose and treat pigmented lesions such as common acquired nevi, congenital nevi, dysplastic nevi, Spitz nevi, blue nevi, and melanoma. | —0 |
Counsel patients on topics such as the need for annual dermatologic screenings, sun protection, skin cancer awareness, or skin and lymph node self-examinations. | —0 |
Conduct complete skin examinations. | —0 |
Diagnose and treat skin conditions such as acne, dandruff, athlete's foot, moles, psoriasis, and skin cancer. | —0 |
Provide liposuction treatment to patients. | —0 |
Instruct interns or residents in diagnosis and treatment of dermatological diseases. | —0 |
Conduct clinical or basic research. | —0 |
Provide dermabrasion or laser abrasion to treat atrophic scars, elevated scars, or other skin conditions. | —0 |
Participate in continuing education activities to maintain or enhance knowledge and skills. | —0 |
Direct, coordinate, or supervise the patient care activities of nursing or support staff. | —0 |
Write patient discharge summaries and send them to primary care physicians. | —0 |
Direct the operations of short stay or specialty units. | —0 |
Train or supervise medical students, residents, or other health professionals. | —0 |
Prescribe medications or treatment regimens to hospital inpatients. | —0 |
Order or interpret the results of tests such as laboratory tests and radiographs (x-rays). | —0 |
Attend inpatient consultations in areas of specialty. | —0 |
Conduct discharge planning and discharge patients. | —0 |
Diagnose, treat, or provide continuous care to hospital inpatients. | —0 |
Admit patients for hospital stays. | —0 |
Communicate with patients' primary care physicians upon admission, when treatment plans change, or at discharge to maintain continuity and quality of care. | —0 |
Participate in neuroscience research activities. | —0 |
Provide training to medical students or staff members. | —0 |
Participate in continuing education activities to maintain and expand competence. | —0 |
Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities. | —0 |
Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns. | —0 |
Refer patients to other health care practitioners as necessary. | —0 |
Advise other physicians on the treatment of neurological problems. | —0 |
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects. | —0 |
Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes. | —0 |
Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid. | —0 |
Order supportive care services such as physical therapy, specialized nursing care, and social services. | —0 |
Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans. | —0 |
Diagnose neurological conditions based on interpretation of examination findings, histories, or test results. | —0 |
Determine brain death using accepted tests and procedures. | —0 |
Communicate with other health care professionals regarding patients' conditions and care. | —0 |
Coordinate neurological services with other health care team activities. | —0 |
Perform or interpret the outcomes of procedures or diagnostic tests such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests. | —0 |
Identify and treat major neurological system diseases and disorders such as central nervous system infection, cranio spinal trauma, dementia, and stroke. | —0 |
Examine patients to obtain information about functional status of areas such as vision, physical strength, coordination, reflexes, sensations, language skills, cognitive abilities, and mental status. | —0 |
Prescribe or administer treatments such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation. | —0 |
Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics. | —0 |
Test dosage evaluation instruments and survey meters to ensure they are operating properly. | —0 |
Teach nuclear medicine, diagnostic radiology, or other specialties at graduate educational level. | —0 |
Provide advice on the selection of nuclear medicine supplies or equipment. | —0 |
Monitor cleanup of radioactive spills to ensure that proper procedures are followed and that decontamination activities are conducted. | —0 |
Monitor handling of radioactive materials to ensure that established procedures are followed. | —0 |
Formulate plans and procedures for nuclear medicine departments. | —0 |
Direct the safe management and disposal of radioactive substances. | —0 |
Establish and enforce radiation protection standards for patients and staff. | —0 |
Advise other physicians of the clinical indications, limitations, assessments, or risks of diagnostic and therapeutic applications of radioactive materials. | —0 |
Review procedure requests and patients' medical histories to determine applicability of procedures and radioisotopes to be used. | —0 |
Prescribe radionuclides and dosages to be administered to individual patients. | —0 |
Perform cardiovascular nuclear medicine procedures such as exercise testing and pharmacologic stress testing. | —0 |
Monitor quality control of radionuclide preparation, administration, or disposition ensuring that activities comply with applicable regulations and standards. | —0 |
Direct nuclear medicine technologists or technicians regarding desired dosages, techniques, positions, and projections. | —0 |
Interview and physically examine patients prior to testing. | —0 |
Determine appropriate tests or protocols based on patients' needs or conditions. | —0 |
Compare nuclear medicine procedures with other types of procedures such as computed tomography, ultrasonography, nuclear magnetic resonance imaging, and angiography. | —0 |
Calculate, measure, or prepare radioisotope dosages. | —0 |
Check and approve the quality of diagnostic images before patients are discharged. | —0 |
Administer radioisotopes to clinical patients or research subjects. | —0 |
Schedule examinations and staff activities. | —0 |
Conduct laboratory procedures, such as radioimmunoassay studies of blood or urine, using radionuclides. | —0 |
Consult with anesthesiologists regarding recommended dosages or combinations of sedative drugs. | —0 |
Refer patients for more specialized treatments when conditions exceed the experience, expertise, or scope of practice of practitioner. | —0 |
Instruct interns, residents, or others in ophthalmologic procedures and techniques. | —0 |
Conduct clinical or laboratory-based research in ophthalmology. | —0 |
Collaborate with multidisciplinary teams of health professionals to provide optimal patient care. | —0 |
Provide or direct the provision of postoperative care. | —0 |
Document or evaluate patients' medical histories. | —0 |
Prescribe corrective lenses such as glasses and contact lenses. | —0 |
Prescribe or administer topical or systemic medications to treat ophthalmic conditions and to manage pain. | —0 |
Perform, order, or interpret the results of diagnostic or clinical tests. | —0 |
Perform laser surgeries to alter, remove, reshape, or replace ocular tissue. | —0 |
Perform ophthalmic surgeries such as cataract, glaucoma, refractive, corneal, vitro-retinal, eye muscle, and oculoplastic surgeries. | —0 |
Prescribe ophthalmologic treatments or therapies such as chemotherapy, cryotherapy, and low vision therapy. | —0 |
Perform comprehensive examinations of the visual system to determine the nature or extent of ocular disorders. | —0 |
Review cases by analyzing autopsies, laboratory findings, or case investigation reports. | —0 |
Manage medical laboratories. | —0 |
Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in pathology. | —0 |
Educate physicians, students, and other personnel in medical laboratory professions such as medical technology, cytotechnology, and histotechnology. | —0 |
Plan and supervise the work of the pathology staff, residents or visiting pathologists. | —0 |
Write pathology reports summarizing analyses, results, and conclusions. | —0 |
Consult with physicians about ordering and interpreting tests or providing treatments. | —0 |
Testify in depositions or trials as an expert witness. | —0 |
Perform autopsies to determine causes of deaths. | —0 |
Obtain specimens by performing procedures such as biopsies and fine need aspirations (FNAs) of superficial nodules. | —0 |
Diagnose infections, such as Hepatitis B and Acquired Immune Deficiency Syndrome (AIDS), by conducting tests to detect the antibodies that patients' immune systems make to fight such infections. | —0 |
Conduct genetic analyses of deoxyribonucleic acid (DNA) or chromosomes to diagnose small biopsies and cell samples. | —0 |
Instruct interns and residents in the diagnosis and treatment of temporary or permanent physically disabling conditions. | —0 |
Conduct physical tests such as functional capacity evaluations to determine injured workers' capabilities to perform the physical demands of their jobs. | —0 |
Assess characteristics of patients' pain such as intensity, location, and duration using standardized clinical measures. | —0 |
Monitor effectiveness of pain management interventions such as medication and spinal injections. | —0 |
Examine patients to assess mobility, strength, communication, or cognition. | —0 |
Diagnose or treat performance-related conditions such as sports injuries or repetitive motion injuries. | —0 |
Prescribe physical therapy to relax the muscles and improve strength. | —0 |
Coordinate physical medicine and rehabilitation services with other medical activities. | —0 |
Consult or coordinate with other rehabilitative professionals including physical and occupational therapists, rehabilitation nurses, speech pathologists, neuropsychologists, behavioral psychologists, social workers, or medical technicians. | —0 |
Perform electrodiagnosis including electromyography, nerve conduction studies, or somatosensory evoked potentials of neuromuscular disorders or damage. | —0 |
Prescribe therapy services, such as electrotherapy, ultrasonography, heat or cold therapy, hydrotherapy, debridement, short-wave or microwave diathermy, and infrared or ultraviolet radiation, to enhance rehabilitation. | —0 |
Prescribe orthotic and prosthetic applications and adaptive equipment, such as wheelchairs, bracing, and communication devices, to maximize patient function and self-sufficiency. | —0 |
Provide inpatient or outpatient medical management of neuromuscular disorders, musculoskeletal trauma, acute and chronic pain, deformity or amputation, cardiac or pulmonary disease, or other disabling conditions. | —0 |
Teach or train medical staff regarding preventive medicine issues. | —0 |
Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members. | —0 |
Deliver presentations to lay or professional audiences. | —0 |
Evaluate the effectiveness of prescribed risk reduction measures or other interventions. | —0 |
Identify groups at risk for specific preventable diseases or injuries. | —0 |
Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks. | —0 |
Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations. | —0 |
Perform epidemiological investigations of acute and chronic diseases. | —0 |
Develop or implement interventions to address behavioral causes of diseases. | —0 |
Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine. | —0 |
Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve the community health. | —0 |
Implement protocols in areas such as drugs, resuscitation, emergencies, power failures, and infection control. | —0 |
Provide advice on types or quantities of radiology equipment needed to maintain facilities. | —0 |
Participate in research projects involving radiology. | —0 |
Participate in quality improvement activities including discussions of areas where risk of error is high. | —0 |
Supervise and teach residents or medical students. | —0 |
Schedule examinations and assign radiologic personnel. | —0 |
Participate in continuing education activities to maintain and develop expertise. | —0 |
Establish or enforce standards for protection of patients or personnel. | —0 |
Administer radiopaque substances by injection, orally, or as enemas to render internal structures and organs visible on x-ray films or fluoroscopic screens. | —0 |
Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding. | —0 |
Instruct radiologic staff in desired techniques, positions, or projections. | —0 |
Evaluate medical information to determine patients' risk factors, such as allergies to contrast agents, or to make decisions regarding the appropriateness of procedures. | —0 |
Coordinate radiological services with other medical activities. | —0 |
Treat malignant internal or external growths by exposure to radiation from radiographs (x-rays), high energy sources, or natural or synthetic radioisotopes. | —0 |
Develop treatment plans for radiology patients. | —0 |
Administer or maintain conscious sedation during and after procedures. | —0 |
Conduct physical examinations to inform decisions about appropriate procedures. | —0 |
Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, and nephrostomy catheter placement. | —0 |
Select and prepare medical equipment or medications to be taken to athletic competition sites. | —0 |
Provide coaches and therapists with assistance in selecting and fitting protective equipment. | —0 |
Advise against injured athletes returning to games or competition if resuming activity could lead to further injury. | —0 |
Observe and evaluate athletes' mental well-being. | —0 |
Participate in continuing education activities to improve and maintain knowledge and skills. | —0 |
Develop and prescribe exercise programs such as off-season conditioning regimens. | —0 |
Conduct research in the prevention or treatment of injuries or medical conditions related to sports and exercise. | —0 |
Advise athletes, trainers, or coaches to alter or cease sports practices that are potentially harmful. | —0 |
Attend games and competitions to provide evaluation and treatment of activity-related injuries or medical conditions. | —0 |
Record athletes' medical histories and perform physical examinations. | —0 |
Supervise the rehabilitation of injured athletes. | —0 |
Refer athletes for specialized consultation, physical therapy, or diagnostic testing. | —0 |
Record athletes' medical care information and maintain medical records. | —0 |
Inform coaches, trainers, or other interested parties regarding the medical conditions of athletes. | —0 |
Provide education and counseling on illness and injury prevention. | —0 |
Prescribe orthotics, prosthetics, and adaptive equipment. | —0 |
Prescribe medications for the treatment of athletic-related injuries. | —0 |
Order and interpret the results of laboratory tests and diagnostic imaging procedures. | —0 |
Inform athletes about nutrition, hydration, dietary supplements, or uses and possible consequences of medication. | —0 |
Evaluate and manage chronic pain conditions. | —0 |
Examine and evaluate athletes prior to participation in sports activities to determine level of physical fitness or predisposition to injuries. | —0 |
Develop and test procedures for dealing with emergencies during practices or competitions. | —0 |
Coordinate sports care activities with other experts including specialty physicians and surgeons, athletic trainers, physical therapists, or coaches. | —0 |
Advise coaches, trainers, or physical therapists on the proper use of exercises and other therapeutic techniques and alert them to potentially dangerous practices. | —0 |
Examine, evaluate and treat athletes who have been injured or who have medical problems such as exercise-induced asthma. | —0 |
Advise athletes on how substances, such as herbal remedies, could affect drug testing results. | —0 |
Teach or train medical and clinical staff. | —0 |
Provide urology consultation to physicians or other health care professionals. | —0 |
Refer patients to specialists when condition exceeds experience, expertise, or scope of practice. | —0 |
Direct the work of nurses, residents, or other staff to provide patient care. | —0 |
Treat urologic disorders using alternatives to traditional surgery such as extracorporeal shock wave lithotripsy, laparoscopy, and laser techniques. | —0 |
Treat lower urinary tract dysfunctions using equipment such as diathermy machines, catheters, cystoscopes, and radium emanation tubes. | —0 |
Prescribe or administer antibiotics, antiseptics, or compresses to treat infection or injury. | —0 |
Prescribe medications to treat patients with erectile dysfunction (ED), infertility, or ejaculation problems. | —0 |
Perform abdominal, pelvic, or retroperitoneal surgeries. | —0 |
Perform brachytherapy, cryotherapy, high intensity focused ultrasound (HIFU), or photodynamic therapy to treat prostate or other cancers. | —0 |
Order and interpret the results of diagnostic tests, such as prostate specific antigen (PSA) screening, to detect prostate cancer. | —0 |
Examine patients using equipment, such as radiograph (x-ray) machines and fluoroscopes, to determine the nature and extent of disorder or injury. | —0 |
Diagnose or treat diseases or disorders of genitourinary organs and tracts including erectile dysfunction (ED), infertility, incontinence, bladder cancer, prostate cancer, urethral stones, or premature ejaculation. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Participate in quality improvement activities including discussions of areas where risk of error is high.O*NET Task ID 17231 | 0.5 |
Participate in continuing education activities to maintain and develop expertise.O*NET Task ID 17234 | 0.5 |
Develop treatment plans for radiology patients.O*NET Task ID 17235 | 0.5 |
Establish or enforce standards for protection of patients or personnel.O*NET Task ID 17236 | 0.5 |
Review or transmit images and information using picture archiving or communications systems.O*NET Task ID 17239 | 0.5 |
Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding.O*NET Task ID 17241 | 0.5 |
Prepare comprehensive interpretive reports of findings.O*NET Task ID 17242 | 0.5 |
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.O*NET Task ID 17243 | 0.5 |
Confer with medical professionals regarding image-based diagnoses.O*NET Task ID 17245 | 0.5 |
Instruct radiologic staff in desired techniques, positions, or projections.O*NET Task ID 17246 | 0.5 |
Administer radioisotopes to clinical patients or research subjects.O*NET Task ID 22732 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
Alterações recentes que afetam esta ocupação
mar. de 2026: Brookings: radiology identified as theoretically well-suited for AI despite capability advances, actual adoption limited.
[Fonte: Brookings Institution]