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1 CXR abnormalities had a peripheral (26/64, 41%) and lowe
2 CXR consolidation was associated with a higher case fata
3 CXR examinations of 1,682 (including 750 asymptomatic/he
4 CXR features, clinical and laboratory variables and CXR
5 CXR findings included infiltrates (46.07%), pleural effu
6 CXR grade at diagnosis predicts patients with short TTD.
7 CXR lung height estimates actual TLC and reflects pulmon
8 CXR scores can be effectively used in low-resource setti
9 CXR sensitivity in COVID-19 detection increases with tim
10 CXR severity, sensitivity, and specificity were determin
11 CXR showed prevalent manifestations of consolidations (5
12 CXR was compatible with TB in 30/41 (73.2%) asymptomatic
13 CXR was completed in 54 (80.6%) study participants, US i
14 CXR was performed in 107 patients.
15 CXR was useful during the first 3 years of follow-up eva
16 CXR-consolidation cases represent a group with an increa
17 CXR-LC lung cancer screening eligibility (previously def
18 CXR-LC, an open-source deep learning tool that estimates
19 CXR/MRI correctly detected 3 (1%) patients with distant
20 CXRs were categorized as abnormal (consolidation and/or
21 CXRs were interpretable in 3587 (85%) cases, of which 19
28 37 hospitalized COVID-19 patients with 290 CXRs were identified, 22 (59.5%) were admitted to the in
32 source to promote further innovation, 71 589 CXRs with adjoining echocardiographic labels have been m
36 study were;Topcon digital fundus camera 900 CXR and digital portable fundus cameras (Nidek-10 portab
37 viduals received a Xpert MTB/RIF assay and a CXR read by two groups of radiologists and the DL system
38 k factors by trained health personnel, and a CXR was taken that was interpreted using the standardize
40 were mechanically ventilated, and required a CXR were enrolled in this triple-blind, randomized prosp
44 ally diagnosed pneumonia cases with abnormal CXRs were more likely to have signs typically associated
46 In patients not intubated on the admission CXR, the PXS score predicted subsequent intubation or de
47 views, our framework is pre-trained on adult CXR datasets (N = 114,173), then fine-tuned or trained f
57 with TB symptoms with sputum microscopy and CXR would be cost-effective at a threshold ICER of $7,80
58 tures, clinical and laboratory variables and CXR abnormality indices extracted by a convolutional neu
59 VID-19 patients with RT-PCR confirmation and CXRs admitted across 4 hospitals evaluated between Janua
61 CO(m2012) risk criteria in intervention arm (CXR) smokers (n = 37,327) of the Prostate, Lung, Colorec
62 valuations were performed on the same day as CXR, immediately (0 to 2 days) after the COVID-19 diagno
63 s, aged 60 to 74 years, underwent a baseline CXR and sputum cytology examination and received five sc
65 T-PCR (91%, [CI: 81-96%]), abnormal baseline CXR (69%, [CI: 56-80%]) and positive initial RT-PCR with
78 ing the same threshold score for classifying CXR in every study, sensitivity and specificity varied f
79 PARTICIPANTS: This prognostic study compared CXR-LC estimates with CMS screening guidelines using pat
80 exposure, compatible symptoms, or compatible CXR) were defined by application of a consensus case def
82 eening approach was: 1.9% (59 of 3041) for d-CXR alone, 2.0% (62 of 3041) for symptoms alone and 2.3%
84 ntensive care unit (ICU) patients with daily CXRs should be aware of the variables influencing interp
89 volume status with portable, supine, digital CXRs may be improved by using objective cutoffs of vascu
91 An interpretation process categorized each CXR into 1 of 5 consolidation, other infiltrate, both co
94 on of Abnormalities in Chest X-rays) and EGD-CXR (Eye Gaze Data for Chest X-rays) to develop a collab
96 erformed state-of-the-art methods on the EGD-CXR and REFLACX datasets, achieving IoU scores of 0.41 [
101 rial CXR demonstrated increase in AUC (first CXR AUC=0.79, second CXR=0.87, p=0.02), and second CXR a
103 served in human-written reports and Flamingo-CXR reports, with 24.8% of in/outpatient cases containin
108 e the continued development of AI models for CXR, we release our collected labels for the publicly av
110 greater for PET/CT (C-index, 0.72) than for CXR/MRI (C-index, 0.55) (P = 0.001) and CCT/MRI (C-index
111 greater for PET/CT (C-index, 0.712) than for CXR/MRI (C-index, 0.675; P = 0.04) or CCT/MRI (C-index,
115 patients, 43.1% had a single CXR, 42.0% had CXR and chest CT, 6.7% had CXR and abdominal CT (without
116 le CXR, 42.0% had CXR and chest CT, 6.7% had CXR and abdominal CT (without chest CT), 5.5% had multip
129 tive LLMs, fine-tuned on synthetic and MIMIC-CXR radiology reports, greatly enhanced error detection
130 ods Chest radiography reports from the MIMIC-CXR and National Institutes of Health (NIH) data sets we
132 ; 34 813 [55%] female) included in the MIMIC-CXR database and fine-tuning it on the subset with progr
134 Here, we developed a deep learning model, CXR Lung-Risk, to predict the risk of lung disease morta
136 es based on chest x-ray + head and neck MRI (CXR/MRI) and chest CT + head and neck MRI (CHCT/MRI) wit
137 based on chest x-ray plus head and neck MRI (CXR/MRI) or chest CT plus head and neck MRI (CCT/MRI).
138 nal CT (without chest CT), 5.5% had multiple CXRs without CT, and 2.6% had chest CT alone in the emer
141 he preferred test in the setting of a normal CXR; and performance of computed-tomographic pulmonary a
143 CXRs were more likely than those with normal CXRs to have hypoxemia (45% vs 26%), crackles (69% vs 62
148 However, the similarity between features of CXR images of COVID-19 and pneumonia caused by other inf
150 e in 24.2% of screens, compared with 6.9% of CXRs; more than 95% of all positive LDCT screens were no
153 l provided additional independent reviews of CXRs with discordant interpretations at the primary read
154 the feasibility of computer-aided scoring of CXRs of SARS-CoV-2 lung disease severity using a deep le
155 city extent scoring) using random subsets of CXRs from the study, and we evaluated the networks using
161 from scratch, and subsequently evaluated on CXR datasets (N = 918) from three pediatric TB cohorts.
165 t a measure of pulmonary disease severity on CXRs (pulmonary x-ray severity (PXS) score), using weakl
166 erified COVID-19+ patients with at least one CXR or chest CT were compared with 254 age- and gender-m
167 omical/physiological confounders of DEcho or CXR examinations (<= 24 h apart), and (2) AI model-train
168 ed trials comparing CTLS versus either NS or CXR in a highly tobacco-exposed population were collecte
171 By running a set of systematic tests over CXR representations using public image datasets, we demo
172 hodology for the interpretation of pediatric CXRs has not been evaluated beyond its intended applicat
175 mpared in equal-sized screening populations, CXR-LC was more sensitive than CMS eligibility in the PL
179 ty of board certified radiologists preferred CXRs taken with the interface in 21 of 25 patients (p <
180 erall rates of visits with chest radiograph (CXR) examination in the pediatrics emergency room in sou
181 s, and overall visits with chest radiograph (CXR) examination rates in the pediatric emergency room i
184 btained included whether a chest radiograph (CXR) was obtained and if postextubation problems occurre
185 ART) initiation with W4SS, chest radiograph (CXR), urine lipoarabinomannan (LAM) test, and sputum Xpe
188 The relationships between chest radiographs (CXR) and corresponding pathology were investigated in 43
191 he appearance of portable chest radiographs (CXRs) may be affected by changes in ventilation, particu
193 scenarios: performance of chest radiography (CXR) as the first radiation-associated procedure; use of
196 een employed to interpret chest radiography (CXR) to screen and triage people for pulmonary tuberculo
198 y (LDCT; n = 26,722) with chest radiography (CXR; n = 26,732) for lung cancer detection, to examine i
200 ndard TB assessments, including chest X-ray (CXR) and sputum Xpert Ultra testing, followed by Nationa
201 T and a detailed description of chest x-ray (CXR) appearances in relation to the disease time course
203 based on minimal parameters and chest X-ray (CXR) image data that predicts the survival of adult SARS
205 ties for testing lagged behind, chest X-ray (CXR) imaging became more relevant in the early diagnosis
209 l ventilation (MV) and portable chest X-ray (CXR) measurements of lung length (LL) and severity of ai
211 ous cell carcinoma (HNSCC) than chest x-ray (CXR) plus head and neck MRI or chest CT (CCT) plus head
213 transthoracic ultrasound (US), chest X-ray (CXR), and computed tomography (CT) were performed respec
223 table, anteroposterior, supine chest X-rays (CXRs) in distinguishing hydrostatic pulmonary edema (HPE
226 , of which European ones primarily recommend CXR/MRI, whereas U.S. guidelines preferably point to CHC
227 anic contaminants on cation exchange resins (CXRs) will enable application of these resins for the re
228 ee chest radiologists independently reviewed CXRs without clinical information and recorded the cardi
230 th at TLC, using plain chest roentgenograms (CXRs), in 25 patients (11 males and 14 females) before L
231 sson regression using all 290 MBrixia scored CXRs, a higher MBrixia score was associated with a highe
232 increase in AUC (first CXR AUC=0.79, second CXR=0.87, p=0.02), and second CXR approached the accurac
233 C=0.79, second CXR=0.87, p=0.02), and second CXR approached the accuracy of CT (AUC=0.92, p=0.11).
234 COVID-19 sensitivity of first CXR, second CXR, and CT was 73%, 83%, and 88%, whereas specificity w
237 19 detection increases with time, and serial CXRs of COVID-19+ patients has accuracy approaching that
239 e with 11 inputs, in both the PLCO data set (CXR-LC AUC of 0.755 vs. PLCO(M2012) AUC of 0.751) and th
243 f 9905 enrolled patients, 43.1% had a single CXR, 42.0% had CXR and chest CT, 6.7% had CXR and abdomi
244 Although CXR had excellent specificity, CXR screening alone would still miss many cases of sarco
245 9-6.0), significantly higher than subjective CXR interpretations with and without clinical data (p <.
247 We prospectively obtained and evaluated such CXRs in 33 supine, mechanically ventilated intensive-car
249 han or equal to 20 years; 2) portable supine CXR; 3) examination in emergency departments or ICUs; an
250 Each patient received two portable, supine CXRs on different MV breaths within 5 min of one another
251 ry edema is difficult using portable, supine CXRs, but readily assessed radiologic signs may contribu
253 s cancers, which was significantly more than CXR/MRI (3 patients, 1%) and CHCT/MRI (6 patients, 2%).
263 describe the time course and severity of the CXR findings of COVID-19 and correlate these with real t
269 dy evaluates the effect of synchronizing the CXR film exposure with ventilation on the appearance of
270 ble insight about the subtle patterns in the CXRs, which can improve the accuracy in the reading of C
271 Despite this detailed evaluation of the CXRs, the mean accuracy of the radiologists' clinical di
273 h of admission by an investigator blinded to CXR results, and the final diagnoses were established by
275 pplying the AI tool, Thoracic Care Suite, to CXR of patients with COVID-19 pneumonia allows us to ant
276 ulmonary disease severity scores assigned to CXRs in the internal and external test sets (r=0.86 (95%
283 s (57.4%) where CMS eligibility was unknown, CXR-LC eligible patients had a 5-fold higher rate of lun
284 irection of change in PXS score in follow-up CXRs agreed with radiologist assessment (rho=0.74 (95%CI
285 92 internal test set patients with follow-up CXRs, PXS score change was compared to radiologist asses
286 its effectiveness and generalizability using CXR TB compatibility, expert reading, microbiological co
288 creening was limited in an institution where CXR is conducted routinely and which serves a population
289 disease (log-rank test, P < 0.001), whereas CXR/MRI and CCT/MRI were unable to distinguish between t
290 ds of both severity and sensitivity) whereas CXR specificity decreased over time (from 83% to 70%, p=
292 lassification improvement when compared with CXR/MRI (0.184, P = 0.03) but not CCT/MRI (0.094%, P = 0
297 l, approximately 14 750 hospital visits with CXR were prevented annually per 100 000 population aged
299 had diaphragm length measurements made with CXRs, using films made within a year before their presur
300 phragm lengths were similar in subjects with CXRs made before LVRS and within 1 yr before evaluation.