Model: avsolatorio/all-MiniLM-L6-v2-MEDI-MTEB-triplet-randproj-trainableParams-GIST-512-best
Author: avsolatorio
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1943715, loss:GISTEmbedLoss, en, arxiv:1908.10084, arxiv:2402.16829, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: base_model: sentence-transformers/all-MiniLM-L6-v2
language: en
library_name: sentence-transformers
license: apache-2.0
metrics: cosine_accuracy
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1943715, loss:GISTEmbedLoss
widget: source_sentence: Using Emoticons To Reduce Dependency In Machine Learning Techniques For Sentiment Classification
sentences: N-Gram Based Text Categorization, Birth of the Dragon co-produce the film. Corey Yuen came on board to design the film's action sequences, which is set in 1965 in and around Oakland and San Francisco, about the actual fight between Shaolin Master Jack Man and the young Lee. Filming was previously scheduled to begin at the North Shore Studios in Vancouver, British Columbia on October 28, 2015. Principal photography on the film began on November 17, 2015, in the Metro Vancouver area. Filming would last through January 24, 2016. In North America, "Birth of the Dragon" was released on August 25, 2017, alongside "All Saints" and "Leap!", and was, gross motor skill performance in children with and without visual impairments - - research to practice ., source_sentence: when was the 30 round m16 magazine introduced
sentences: GoPro modes supported by the HERO4 Silver Edition are similar to those of the HERO3+ Black, due to the higher processing speed and thermal requirements of encoding 4K video (3840×2160), but it supports Wi-Fi, Bluetooth and contains the same Ambarella Inc. A9 system on a chip (SoC) as in the HERO4 Black. The HERO Session, released July 6, 2015, is 50% smaller and 40% lighter compared to other versions of the GoPro HERO4 camera. The HERO4 models maintain the H.264 video codec of previous versions and MP4 file formats. GoPro claims the mono microphone in both the Black and Silver Editions, M16 rifle had no issues." with his battalion's 350 M16s and 700 M4s. The M16 is a lightweight, 5.56 mm, air-cooled, gas-operated, magazine-fed assault rifle, with a rotating bolt. The M16's receivers are made of 7075 aluminum alloy, its barrel, bolt, and bolt carrier of steel, and its handguards, pistol grip, and buttstock of plastics. The M16A1 was especially lightweight at with a loaded 30-round magazine. This was significantly less than the M14 that it replaced at with a loaded 20-round magazine. It is also lighter when compared to the AKM's with a loaded 30-round magazine. The M16A2 weighs loaded with a, M16 rifle M16 rifle The M16 rifle, officially designated Rifle, Caliber 5.56 mm, M16, is a United States military adaptation of the ArmaLite AR-15 rifle. The original M16 was a 5.56mm automatic rifle with a 20-round magazine. In 1964, the M16 entered U.S. military service and the following year was deployed for jungle warfare operations during the Vietnam War. In 1969, the M16A1 replaced the M14 rifle to become the U.S. military's standard service rifle. The M16A1 improvements include a bolt-assist, chrome-plated bore and a 30-round magazine. In 1983, the U.S. Marine Corps adopted the M16A2 rifle and the U.S. Army adopted, source_sentence: when did us airways and american airlines merger
sentences: Mesa Airlines Freedom Airlines, and the CRJ and remaining ERJs were transferred to Mesa's United Express operation. However, following the America West Airlines merger later that year, the Mesa contract for America West Express was retained and expanded to include non-former America West Express routes. All US Airways Express flying was converted to American Eagle on October 17, 2015 when the merger between American and US Airways was completed. As the merger process between American Airlines and US Airways was progressing, Mesa Airlines began operating as American Eagle on November 6, 2014 with routes out of the American Airlines hubs at Dallas/Fort, Los Angeles Dodgers 1947, 1949, 1952, 1953, 1955, 1956) and the World Series in 1955. After moving to Los Angeles, the team won National League pennants in 1959, 1963, 1965, 1966, 1974, 1977, 1978, 1981, 1988, 2017, and 2018, with World Series championships in 1959, 1963, 1965, 1981 and 1988. In all, the Dodgers have appeared in 20 World Series: 9 in Brooklyn and 11 in Los Angeles. For most of the first half of the 20th century, no Major League Baseball team employed an African American player. Jackie Robinson became the first African American to play for a Major League Baseball team, American Airlines Group American Airlines Group American Airlines Group Inc. is an American publicly traded airline holding company headquartered in Fort Worth, Texas. It was formed December 9, 2013, in the merger of AMR Corporation, the parent company of American Airlines, and US Airways Group, the parent company of US Airways. The airline groups together form the largest airline in the world, with more than 6,700 daily flights to 350 locations in 56 countries worldwide, about $40 billion in operating revenue, over 100,000 employees, and plans to take delivery of 607 new aircraft, including 517 narrowbody aircraft and 90 widebody international aircraft. The, source_sentence: Hyperkalemia and ionized hypocalcemia during cardiac arrest and resuscitation: possible culprits for postcountershock arrhythmias?
sentences: Arjun Singh Punjab. He was awarded the Outstanding Parliamentarian Award in 2000. Arjun Singh was the Chief Minister of Madhya Pradesh when the deadly gas leak from the Union Carbide factory occurred. It is widely alleged that on the fateful night between 2 and 3 December 1984, when the gas leak occurred, Arjun Singh fled to his Kerwa Dam Palace (outside Bhopal) to save himself from deadly effects of leaked gas and was not available to manage the crisis or lead the administration. Subsequently, the Arjun Singh government's mishandling was criticized by the court in the verdict on Bhopal incident pronounced by, Outpatient quick diagnosis units (QDUs) have become an increasingly recognized alternative to hospitalization for the diagnosis of a number of potentially serious diseases. No study has prospectively evaluated the usefulness of QDU for the diagnosis of unexplained fever.We prospectively assessed patients referred to QDU due to fever of uncertain nature (FUN), defined as a temperature> 38 °C during at least 1 week and no diagnosis after a previous evaluation. We also evaluated consecutive patients with FUN who were hospitalized during the same period. QDU and hospital costs were analysed by micro-costing techniques.We evaluated 176 QDU patients and 168 controls. QDU patients were younger and required fewer investigations than controls. QDU patients had higher prevalence of viral infections (36% vs. 8%, P < 0·001) and lower prevalence of bacterial infections (6% vs. 46%, P < 0·001) and malignancies (2% vs. 14%, P < 0·001). While time-to-diagnosis of QDU patients was longer than length-of-stay of controls (25·82 vs.12·89 days, P < 0·001), 56% of QDU patients only required up to two visits. Cost per QDU patient was €644·59, while it was €4404·64 per hospitalized patient., Early countershock of ventricular fibrillation (VF) has been shown to improve immediate and long-term outcome of out-of-hospital cardiac arrest. However, studies indicate that countershock of prolonged VF most commonly results in asystole or a nonperfusing bradyarrhythmia (pulseless electrical activity [PEA]), which rarely respond to current therapy. The cause of these postcountershock rhythm disturbances is not well understood but may be related to electrical injury of the globally ischemic myocardium or to local metabolic abnormalities that impair impulse formation and cardiac contraction. The purpose of this study was to evaluate changes in serum potassium and free calcium homeostasis during cardiac arrest and advanced cardiac life support (ACLS) interventions.After sedation, intubation, anesthesia, and instrumentation, VF was induced in 13 dogs. After 7.5 minutes of VF, animals were immediately countershocked, standard closed-chest CPR was initiated, and epinephrine was administered (1 mg in repeated doses if necessary).Ten animals could not be resuscitated despite 20 minutes of ACLS interventions. In these animals, a progressive increase in serum potassium was observed from the onset of ACLS to the termination of resuscitation efforts (4.3+/-.6 to 6.0+/-.8 mEq/L, P<.01). A significant increase was observed within 10 minutes of beginning ACLS measures. This was accompanied by a decrease in ionized calcium concentration over the same period (4.95+/-.40 to 3.44 mg/dL, P<.01). The decrease in ionized calcium was significant within 5 minutes of ACLS interventions. Nine of these 10 animals had either postcountershock asystole or PEA at the termination of resuscitative efforts. The increase in potassium was not related to acidemia. Successfully resuscitated animals did not demonstrate these electrolyte changes., source_sentence: Does living in an urban environment confer advantages for childhood nutritional status?
sentences: Increasing evidence exists that hyperprolactinemia alters metabolic profile. The mechanism of this effect is unknown. We aimed to investigate the differences between the metabolic profile of patients with prolactinomas and nonfunctional pituitary adenomas and to evaluate the impact of other pituitary hormones on their metabolic profile.Our retrospective study included 86 consecutive patients with prolactinomas and nonfunctional adenomas (29 prolactinomas and 57 adenomas). Body mass index (BMI), blood pressure, serum prolactin, growth hormone (GH), insulin-like growth factor I (IGF-I), adrenocorticotropic hormone (ACTH), cortisol, urinary free cortisol, triiodothyronine (T3), thyroxine (T4), thyroid-stimulating hormone (TSH), dehydroepiandrosterone-sulfate (DHEA-S), testosterone in men, triglycerides, total cholesterol, HDL (high-density lipoprotein) cholesterol, LDL (Low-density lipoprotein) cholesterol, alanine-transaminase, aspartate-transaminase, fasting glucose, and C-reactive protein (CRP) were obtained for all patients. Regression analyses were performed on log-transformed data.After adjustment for age, gender, and tumor size, prolactinomas were associated with higher BMI (OR 5.61, 95%CI 1.70-9.51, p = 0.005), LDL cholesterol (OR 3.60, 95%CI 1.35-5.93, p = 0.015), DHEA-S (OR 1.97, 95%CI 1.23-3.72, p = 0.026), and lower GH levels (OR 0.43, 95%CI 0.03-0.84, p = 0.037). In a linear multivariate regression, the association between DHEA-S, GH, and prolactin remained significant even after adjustment for BMI. GH and IGF-I were associated with BMI and LDL cholesterol, but the association diminished after adjustment for serum prolactin., The purpose of this paper is to examine the relationship between childhood undernutrition and poverty in urban and rural areas.Anthropometric and socio-economic data from Multiple Indicator Cluster Surveys in Angola-Secured Territory (Angola ST), Central African Republic and Senegal were used in this analysis. The population considered in this study is children 0-59 months, whose records include complete anthropometric data on height, weight, age, gender, socio-economic level and urban or rural area of residence. In addition to simple urban/rural comparisons, the population was stratified using a wealth index based on living conditions and asset ownership to compare the prevalence, mean Z-score and odds ratios for stunting and wasting.In all cases, when using a simple urban/rural comparison, the prevalence of stunting was significantly higher in rural areas. However, when the urban and rural populations were stratified using a measure of wealth, the differences in prevalence of stunting and underweight in urban and rural areas of Angola ST, Central African Republic and Senegal disappeared. Poor children in these urban areas were just as likely to be stunted or underweight as poor children living in rural areas. The odds ratio of stunting in the poorest compared with the richest quintile was 3.4, 3.2 and 1.5 in Angola ST, Senegal and Central African Republic, respectively., To investigate artificial tears containing different preservatives for antimicrobial efficacy. Based on the challenge test outlined in the European Pharmacopoeia, products were tested in their original containers to see whether their component preservative had sufficient activity.Five brands of over-the-counter artificial tears each containing different preservatives (benzalkonium chloride/EDTA, parabens, chlorobutanol, silver chloride complex, and Purite-stabilized oxychloro complex) were inoculated with test microorganisms (Pseudomonas aeruginosa, Staphylococcus aureus, and Candida albicans). Changes in the microbial start concentration with time were followed by plating onto growth media to provide a measure of the preservative efficacy. In another test, artificial tears were applied to paper disks that were then placed onto agar growth media seeded with microorganisms. Zones of inhibition were measured after incubation.Only the brand of artificial tears containing benzalkonium chloride/EDTA satisfied the major criteria for antimicrobial preservation for all the test microorganisms. Only a benzalkonium chloride/EDTA-containing disk placed on agar seeded with S. aureus produced a zone of inhibition in the agar diffusion test.
model-index: name: all-MiniLM-L6-v2 trained on MEDI-MTEB triplets
results: task: type: triplet
name: Triplet
dataset: name: medi mteb dev
type: medi-mteb-dev
metrics: type: cosine_accuracy
value: 0.8439432919152663
name: Cosine Accuracy
verified: no
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Created: 2024-11-26 20:24:20