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Machine learning market was estimated to be over ~US$ 2.7 billion in 2019. It is anticipated to grow at a CAGR of 43.5% from 2019 to 2030.

A report, "Toxicology Services" has been recently published by Market Industry Reports (MIR). As per the published report, the global toxicology services market was estimated to be over US$ 7510 million in 2019. It is anticipated to grow at a CAGR of 9.7% from 2019 to 2030.Toxicology study involves safety assessment of pharmaceutical, chemical, agrochemical, and consumer products on living beings and the environment. Toxicological screening is highly important in the development of novel drug molecules and is used to examine substances having adverse effects on human health as well as the environment.

Tumor ablation is referred to as a minimally invasive technique that is commonly used in the treatment of tumors of the liver, kidney, bone, and lung among others. It can be used as a first-line treatment or in cases of failed chemotherapy or radiotherapy or for any non-surgical candidates. Tumor Ablation systems in general comprise a generator and a needlelike device that delivers the energy directly to the targeted tissue to cause acute cellular necrosis.

Hard surfaces throughout healthcare facilities, and public & private establishments can harbor dangerous pathogens for weeks. Surface disinfection procedures are carried out by employing chemical disinfectants that are used to sanitize these surfaces. Establishments for which application of surface disinfectants are necessary, include, food industry, pharmaceutical industry, laboratories, hospitals, pathology labs, doctors' practices, nursing homes, patient-related areas, and veterinary facilities, among others. Surface disinfection is carried out in accordance to a certain hygiene plan, which typically includes all surfaces a) are exposed to elevated contact with pathogenic materials and b) which are exposed to frequent skin contact (or contact surfaces). Surface disinfectants either inactivates or destroys microorganisms by interfering with the metabolism of the microbes or destroying the cell wall of the same. An ideal disinfectant would offer complete microbiological sterilization without harming humans while being inexpensive, and noncorrosive at the same time. However, most disinfectants can also, by nature, be potentially harmful (even toxic) to humans or animals.

Self-healing materials are the synthetically or artificially-created substances having in-built ability to repair damages with no external diagnosis or human intervention. The process of healing is supported by the materials added to it. Initially, the material will be dented, which will then detect the location of the damage made, and the repairing process is carried out through the chemical reaction the produces the material or recovering of the original bonds. The common types of materials used for self-healing include elastomers and polymers, though self-healing comprises other types of materials like ceramics, metals, and cementitious materials. The healing mechanisms may differ from the material’s intrinsic repair to the adding of repairing agent from the microscopic vessel.

Digital education is the education obtained or given using technology and with the help of ideal use of technological processes. It includes the application of all-inclusive practices and spectrums like virtual learning. Though digital learning and e-learning use internet and technology, both are mostly used interchangeably and are similar but not the same. Digital learning offer several benefits over the traditional methods of learning, including smarter learning by students, making students more accountable and self-motivated to learn multiple things, the tools included brings teachers and parents closer, significantly increases information sharing, enhances student’s employability using digital technology and tools, and increasing need to replace the older teaching methods.

Excerpts from Market Industry Reports (MIR) report titled "COVID-19 Diagnostics" predict the global COVID-19 diagnostics market to clock several billion by the end of the year 2020.

A report "Monocyte Activation Test (MAT)" has been recently published by Market Industry Reports (MIR). As per the published report, the global monocyte activation test market was estimated to be over US$ 6.63 million in 2018. It is anticipated to grow at a CAGR of 13.3% from 2019 to 2030.

A vaccine is a biological preparation that provides active acquired immunity to a particular disease. Vaccination is one of the most effective ways to prevent infections. A vaccine helps the body's immune system to recognize and fight pathogens like viruses or bacteria, which then keeps us safe from the diseases they cause. Vaccines are made using the disease-causing virus or bacteria, but in a form that will not harm the human body. Instead, the weakened, killed, or partial virus or bacteria prompts the human body's immune system to develop antibodies, or defenders, against the disease. Vaccines protect against more than 25 debilitating or life-threatening diseases, including measles, polio, tetanus, diphtheria, meningitis, influenza, tetanus, typhoid, and cervical cancer. Vaccines are generally prepared by five major technologies, i.e., conjugate vaccines, live attenuated vaccines, toxoid vaccines, inactivated and subunit vaccines, and recombinant vaccines.

Market Industry Reports (MIR) has published a new report titled "Ready To Eat Market - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2020–2030." According to the report, the global Ready To Eat (RTE) market accounted for over US$ 123.60 billion in 2019. It is anticipated to grow at a CAGR of 7.68% from 2020 to 2030.