Defect Detection for Metal Shaft Surfaces Based on an Improved YOLOv5 Algorithm and Transfer Learning.

To address the problem of low efficiency for manual detection in the defect detection field for metal shafts, we propose a deep learning defect detection method based on the improved YOLOv5 algorithm. First, we add a Convolutional Block Attention Module (CBAM) mechanism layer to the last layer of the backbone network to improve the feature extraction capability. Second, the neck network introduces the Bi-directional Feature Pyramid Network (BiFPN) module to replace the original Path-Aggregation Network (PAN) structure and enhance the multi-scale feature fusion. Finally, we use transfer learning to pre-train the model and improve the generalization ability of the model. The experimental results show that the method achieves an average accuracy of 93.6% mAP and a detection speed of 16.7 FPS for defect detection on the dataset, which can identify metal shaft surface defects quickly and accurately, and is of reference significance for practical industrial applications.

[A study of the clinical classification of 3638 cases of mushroom poisoning].

OBJECTIVE: To study the clinical classification and characteristics as well as prognosis of mushroom poisoning. METHODS: We retrospectively analyzed 191 papers published domestically for 3466 cases of mushroom poisoning from 1995 to 2004 and studied the Xinqiao Hospital data of 172 cases of mushroom poisoning treated from 1980 through 2004. We made a retrospective investigation and clinical classification of all the 3638 cases of mushroom poisoning. RESULTS: Among the 3638 patients, clinical manifestations as gastroenteritis were found in 571, all of them were cured. The most common symptoms were those of acute renal failure being found in 1450 cases; 1414 were cases (97.5%) and 36 died (2.5%). Symptoms of toxic hepatitis were found in 1010 cases, 841 were cases (83.3%) and 169 died (16.7%). Psychoneurological disorder was manifested in 214 cases; 197 were cases (92.1%) and 17 died (7.9%). Erythrolysis was found in 73 cases; 71 were cases (97.3%) and 2 died (2.7%). The therapeutic effect and prognosis of mushroom poisoning with different clinical manifestation varied very significantly (P < 0.001). Of the 320 cases clinically unclassified, multiple organ dysfunction syndrome was found in 222 cases; 98 were cases (44.1%) and 124 died (55.9%). Definite classification could not be made in 98 cases; 90 were cases (91.8%) and 8 died (8.2%). CONCLUSIONS: The clinical classification of mushroom poisoning was usually of four types as described in the textbooks or special articles, but it should be of five types according to the analysis of the data of the present study, i.e. gastroenteritis type, acute renal failure type, toxic hepatitis type, psychoneurological disorder type and erythrolysis type. It is not clear whether there is a mixed type or not. Further investigation is needed in this respect.

Study on acid-base disturbance in patients with post-traumatic multiple organ dysfunction syndrome.

OBJECTIVE: To investigate the classification and incidence of acid-base disturbance (ABD) in the patients with post-traumatic multiple organ dysfunction syndrome (MODS). METHODS: A total of 119 patients with MODS were examined with arterial blood gas analysis and serum electrolytes detection for 675 times in this study. RESULTS: Different types of ABD existed in 647 times out of 675 times (95.9%) of blood-gas analyses. There were 270 times (41.7%) of simple ABD, 271 times (41.9%) of double ABD and 106 times (16.4%) of triple ABD. Among which, 404 times (62.4%) were in respiratory alkalosis (RAL), 332 times (51.3%) in metabolic acidosis (MA), 227 times (35.1%) in metabolic alkalosis (MAL) and 167 times (25.8%) in respiratory acidosis (RA). In this study, 79 cases (66.4%) out of 119 cases with MODS died from these kinds of ABD. CONCLUSIONS: It suggests that in the early stage of MODS, RAL with or without hypoxemia may exist, and later on, MA or even triple ABD may occur. In order to detect and correct the primary disorders as early as possible, it is important to keep the balance of hydrolyte. The treatment of primary diseases is also important. Disorders of acid-base balance were corrected according to pH standard values, anion gap (AG) and the potential [HCO(3)(-)] were also calculated simultaneously. When pH was more than 7.50 or lower than 7.20, it is necessary to give drugs of acidity or alkalinity to the patients with ABD to maintain pH value within a normal range.