Radiologistas

Saúde

Exposição à IA

Fonte dos dados: BLSPublicado: '26.08
Alto· relativa
BaixoQuatro faixas relativasMuito alto
Valor 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
Conjunto de dados de origem (transferência XLSX)
Fonte dos dados: AnthropicPublicado: '26.03
0.199
0.000Intervalo dos valores aqui apresentados0.745
Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
Conjunto de dados de origem
Fonte dos dados: ILOPublicado: '25
0.27
0.09Intervalo dos valores aqui apresentados0.70
Valor 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.
Conjunto de dados de origem

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

Ver 193 tarefas ocultas

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
Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks. 29-1069	0.00872.1
Diagnose or treat injuries, disorders, or diseases of the eye and eye structures including the cornea, sclera, conjunctiva, or eyelids. 29-1069	0.00862.0
Consult with patients following radiation treatments to provide information and assess outcomes or to recommend further consultation or treatments as appropriate. 29-1069	0.00781.8
Diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology. 29-1069	0.00751.8
Interpret images using computer-aided detection or diagnosis systems. 29-1069	0.00751.8
Provide ophthalmic consultation to other medical professionals. 29-1069	0.00701.6
Develop treatment plans based on patients' histories and goals, the nature and severity of disorders, and treatment risks and benefits. 29-1069	0.00701.6
Document patients' medical histories. 29-1069	0.00671.6
Conduct research and present scientific findings. 29-1069	0.00631.5
Document the performance, interpretation, or outcomes of all procedures performed. 29-1069	0.00581.4
Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities. 29-1069	0.00451.1
Interpret the results of neuroimaging studies such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans. 29-1069	0.00441.0
Review or transmit images and information using picture archiving or communications systems. 29-1069	0.00431.0
Communicate pathologic findings to surgeons or other physicians. 29-1069	0.00380.9
Identify the etiology, pathogenesis, morphological change, and clinical significance of diseases. 29-1069	0.00340.8
Refer patients to medical specialists, social services or other professionals as appropriate. 29-1069	0.00320.7
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians. 29-1069	0.00270.6
Confer with medical professionals regarding image-based diagnoses. 29-1069	0.00270.6
Document or review patients' histories. 29-1069	0.00270.6
Develop treatment plans based on diagnoses and on evaluation of factors such as age and general health, or procedural risks and costs. 29-1069	0.00260.6
Serve as an offsite teleradiologist for facilities that do not have on-site radiologists. 29-1069	0.00240.6
Diagnose or treat disorders of the musculoskeletal system. 29-1069	0.00240.6
Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments. 29-1069	0.00230.5
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound. 29-1069	0.00230.5
Interview patients to obtain information such as complaints, symptoms, medical histories, and family histories. 29-1069	0.00220.5
Develop or monitor procedures to ensure adequate quality control of images. 29-1069	0.00210.5
Develop comprehensive plans for immediate and long-term rehabilitation including therapeutic exercise; speech and occupational therapy; counseling; cognitive retraining; patient, family or caregiver education; or community reintegration. 29-1069	0.00200.5
Prepare preventive health reports including problem descriptions, analyses, alternative solutions, and recommendations. 29-1069	0.00170.4
Develop or implement plans and procedures for ophthalmologic services. 29-1069	0.00160.4
Develop or adopt new tests or instruments to improve diagnosis of diseases. 29-1069	0.00150.4
Design, implement, or evaluate health service delivery systems to improve the health of targeted populations. 29-1069	0.00150.4
Ver mais 31 tarefas ▾Ver menos ▴

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
Document the performance, interpretation, or outcomes of all procedures performed. O*NET Task ID 17248	0.5
Develop or monitor procedures to ensure adequate quality control of images. O*NET Task ID 17249	0.5
Coordinate radiological services with other medical activities. O*NET Task ID 17250	0.5
Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments. O*NET Task ID 17251	0.5
Communicate examination results or diagnostic information to referring physicians, patients, or families. O*NET Task ID 17252	0.5
Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement. O*NET Task ID 17253	0.5
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound. O*NET Task ID 17254	0.5
Advise other physicians of the clinical indications, limitations, assessments, or risks of diagnostic and therapeutic applications of radioactive materials. O*NET Task ID 22733	0.5
Calculate, measure, or prepare radioisotope dosages. O*NET Task ID 22734	0.5
Check and approve the quality of diagnostic images before patients are discharged. O*NET Task ID 22735	0.5
Compare nuclear medicine procedures with other types of procedures, such as computed tomography, ultrasonography, nuclear magnetic resonance imaging, and angiography. O*NET Task ID 22736	0.5
Direct nuclear medicine technologists or technicians regarding desired dosages, techniques, positions, and projections. O*NET Task ID 22737	0.5
Establish and enforce radiation protection standards for patients and staff. O*NET Task ID 22738	0.5
Formulate plans and procedures for nuclear medicine departments. O*NET Task ID 22739	0.5
Monitor handling of radioactive materials to ensure that established procedures are followed. O*NET Task ID 22740	0.5
Prescribe radionuclides and dosages to be administered to individual patients. O*NET Task ID 22741	0.5
Review procedure requests and patients' medical histories to determine applicability of procedures and radioisotopes to be used. O*NET Task ID 22742	0.5
Teach nuclear medicine, diagnostic radiology, or other specialties at graduate educational level. O*NET Task ID 22743	0.5
Test dosage evaluation instruments and survey meters to ensure they are operating properly. O*NET Task ID 22744	0.5
Ver mais 19 tarefas ▾Ver menos ▴

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

ILO

ILO occupational description

Specialist Medical Practitioners

Médicos especialistas

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

Specialist medical practitioners (medical doctors) diagnose, treat and prevent illness, disease, injury, and other physical and mental impairments in humans, using specialized testing, diagnostic, medical, surgical, physical and psychiatric techniques, through application of the principles and procedures of modern medicine. They specialize in certain disease categories, types of patient or methods of treatment and may conduct medical education and research in their chosen areas of specialization.

Tasks

(a) conducting physical examinations of patients and interviewing them and their families to determine their health status;
(b) considering medical information provided by a referring doctor or other health care provider;
(c) ordering specialized diagnostic tests to determine the nature of disorders or illnesses;
(d) prescribing, administering and monitoring patients' responses to treatments, medications, anaesthetics, psychotherapies, physical rehabilitation programmes and other preventive and curative measures;
(e) performing surgery of a general or specialized nature;
(f) managing complications before, during and after childbirth;
(g) recording patients' medical information and exchanging information with other health professionals to ensure the provision of comprehensive care;
(h) reporting births, deaths and notifiable diseases to government authorities to meet legal and professional requirements;
(i) providing information to patients and families and communities about preventive measures, treatment and care for specific ailments;
(j) performing autopsies to determine cause of death;
(k) conducting research into specific human disorders and illnesses and preventive or curative methods and disseminating the findings such as through scientific reports;
(l) planning and participating in programmes designed to prevent the occurrence and spread of specific diseases.

Example occupations

Anaesthetist · Cardiologist · Emergency medicine specialist · Gynaecologist · Obstetrician · Ophthalmologist · Paediatrician · Pathologist · Preventive medicine specialist · Psychiatrist · Radiation oncologist · Radiologist · Resident medical officer in specialist training · Specialist medical practitioner (public health) · Specialist physician (internal medicine) · Specialist physician (nuclear medicine) · Surgeon

Correspondência indireta — esta profissão está ligada ao grupo base ISCO por uma regra de recurso.

ISCO-08 2212

Sources: ILO ISCO-08 (CC BY 4.0) — details: Credits

KEIS'25

Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.

전문의사KNOW K000001133
Job outlook: 증가(19%) 현상유지(26%) 감소(53%)
Wages (10,000 KRW): lower(25%) 11.7K average(50%) 19.0K upper(25%) 20.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 75.4
minacross 461 KNOW occupationsmax
Details
Duties
- -소화나 호흡, 신장 등 인체 내부기관에 질병이 발생하거나 선·후천적 이상증상이 있는 환자를 진단한다.
- -환자의 질병, 장애에 대한 처방, 치료의 범위 및 방법을 결정하기 위하여 의료검사, 시험 및 진단을 통하여 얻은 자료를 분석하고 치료의 종류와 순서를 결정한다.
- -진단 및 치료를 위하여 내/외과적 기구 및 장비를 사용하고 처방된 치료와 건강상의 유의점을 환자에게 알려준다.
- -투약을 비롯한 각종 치료행위를 처방, 지시하고 환자들에게 식사, 질병예방 등에 관해 조언하며, 예방접종을 실시한다.
- -의학실험을 수행하고, 외과수술을 집도하며, 특수기술 및 장비를 이용하여 환자를 치료한다.
- -경우에 따라서는 환자를 위해 왕진을 하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기억력(100) · 판단과 의사결정(99) · 선택적 집중력(98) · 듣고 이해하기(97) · 가르치기(97)
Knowledge
의료(99) · 생물(96) · 심리(85) · 상담(85) · 영어(85)
Work environment
질병 혹은 감염 위험 노출(100) · 실수의 심각성(97) · 의사결정 가능성(95) · 건강 및 안전에 대한 책임(94) · 주말 및 공휴일 근무(94)
Related occupations
치과의사 · 일반의사 · 한의사
치과의사KNOW K000007472
Job outlook: 증가(13%) 현상유지(30%) 감소(57%)
Wages (10,000 KRW): lower(25%) 8.375K average(50%) 12.0K upper(25%) 18.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 76.5
minacross 461 KNOW occupationsmax
Details
Duties
- -치과전문의사는 구강악 안면외과, 치과보철과, 소아치과, 구강 병리과, 예방치과, 치과교정과, 치과보존과, 구강내과, 구강악 안면방사선과, 치주과 등 10개 과목으로 전문화하여 진단·치료하는 업무를 수행한다.
- -일반치과의사는 치아의 건강을 돌보고 치아 질환을 치료하는 일을 수행한다.
- -치아와 잇몸, 구강조직의 질병이나 상해 및 기능 이상을 진단하고 치료한다.
- -구강질환을 정밀하게 진단하기 위해서, X-ray 및 기타 의료기기를 이용한 병리검사를 지시한다.
- -회전공구, 수공구 등 치과기구를 사용하여 외과적 수술 및 약물치료를 한다.
- -치아를 청소하고, 홈을 때우며, 이를 뽑거나 심으며 의치로 대체하는 일도 수행한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
움직임 통제(100) · 정교한 동작(99) · 재정 관리(98) · 인적자원 관리(98) · 선택적 집중력(98)
Knowledge
의료(99) · 상담(85) · 인사(84) · 생물(81) · 경제와 회계(81)
Work environment
질병 혹은 감염 위험 노출(100) · 실수의 심각성(99) · 다른 사람과 신체적 접촉(99) · 사물, 도구, 조종 장치를 다루기 위해 손사용(97) · 의사결정 가능성(96)
Related occupations
전문의사 · 일반의사 · 한의사
일반의사KNOW K000007504
Job outlook: 증가(20%) 현상유지(37%) 감소(43%)
Wages (10,000 KRW): lower(25%) 7.675K average(50%) 10.0K upper(25%) 14.25K
minacross 461 KNOW occupationsmax
Job satisfaction: 75
minacross 461 KNOW occupationsmax
Details
Duties
- -청진기, 맥박기록기 등 간단한 의료기구를 사용하여 환자를 진찰한다.
- -환자의 증상에 따른 다양한 검사와 진단을 통해 치료방법 및 치료순서를 결정한다.
- -환자의 진단을 위하여 방사선사, 임상병리사 등의 의료기사에게 X-ray 촬영, 임상검사 등을 지시한다.
- -검사결과를 분석하여 환자의 상태를 진단하고 치료법을 설명하거나 약물을 처방한다.
- -전염병예방접종을 실시한다.
- -환자에게 식사, 위생, 질병예방 등에 관하여 조언한다.
- -병원이나 진료소에 직접 나올수 없는 환자를 위하여 왕진을 한다.
- -특정기관이나 복지시설, 학교 등에 고용되기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기억력(99) · 정교한 동작(94) · 시력(93) · 사람 파악(93) · 듣고 이해하기(92)
Knowledge
의료(99) · 생물(87) · 상담(85) · 철학과 신학(78) · 심리(77)
Work environment
질병 혹은 감염 위험 노출(100) · 건강 및 안전에 대한 책임(97) · 의사결정 권한(89) · 이미지/평판/재정에 미치는 영향력(83) · 사람들과 직접 접촉(77)
Related occupations
전문의사 · 치과의사 · 한의사
한의사KNOW K000007542
Job outlook: 증가(3%) 현상유지(43%) 감소(53%)
Wages (10,000 KRW): lower(25%) 8.0K average(50%) 8.5K upper(25%) 10.25K
minacross 461 KNOW occupationsmax
Job satisfaction: 80.1
minacross 461 KNOW occupationsmax
Details
Duties
- -환자의 상태를 망진(외관), 문진(대화), 문진(청각), 절진(진맥)를 통해서 진단한다.
- -질병의 종류와 성격을 고려하여 침, 뜸, 부항, 탕약, 수기요법 등의 치료법을 사용하여 치료한다.
- -환자에게 양생(스트레스조절)과 섭생(영양공급)에 대한 조언한다.
- -환자에게 한약재를 처방해준다.
- -환자의 척추나 경혈부위 등을 손이나 기계를 이용하여 치료하거나 추나기법, 민간요법 및 식이요법 등의 치료방법을 사용한다.
- -냉온팩을 이용한 찜질 및 다양한 기계를 사용한 물리치료를 지시한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
사람 파악(97) · 정교한 동작(96) · 듣고 이해하기(96) · 서비스 지향(96) · 기억력(95)
Knowledge
의료(99) · 상담(93) · 생물(89) · 심리(89) · 인사(85)
Work environment
이미지/평판/재정에 미치는 영향력(100) · 의사결정 가능성(100) · 의사결정 권한(99) · 질병 혹은 감염 위험 노출(99) · 건강 및 안전에 대한 책임(99)
Related occupations
전문의사 · 치과의사 · 일반의사

The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.

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]

Exposição à IA

Task-level exposure

Occupation information

ILO occupational description

ESCO occupational vocabulary

Alterações recentes que afetam esta ocupação