The largest database of trusted experimental protocols

Nitromethane

Nitromethane is a versatile organic compound with diverse applications in research and industry.
This colorless, volatile liquid is widely used as a solvent, fuel additive, and chemical intermediate.
Nitromethane exhibits unique physical and chemical properties, making it a valuable tool for scientists and researchers studying combustion, energy storage, and synthetic organic chemistry.
Its high energy density and low boiling point make it particularly useful in propellant and explosive formulations.
Researchers leveraging Nitromethane in their studies should optimize their protocols to ensure reproducible and accurate results.
PubCompare.ai, an AI-driven platform, can help locate the best Nitromethane research protocols from literature, preprints, and patents, and provide AI-driven comparisons to streamline the research process.
With PubCompare.ai, researchers can discover the power of Nitromethane and elevate their scientific discoveries.

Most cited protocols related to «Nitromethane»

Because NHANES participants are recruited through a multistage probability sample, it is necessary to account for this complex design to estimate variances properly and to produce unbiased, nationally representative statistics. Robust estimation may be accomplished by applying survey sample weights to each participant’s data and using Taylor series linearization to produce variance estimates. We used this estimation approach as implemented in the DESCRIPT subroutine of SUDAAN version 11.0.0 (Research Triangle Institute, Research Triangle Park, NC) called from the SAS statistical software application version 9.4 (SAS Institute, Cary, NC), as well as the SURVEYREG and SURVEYMEANS subroutines of SAS 9.4. Sample-weighted linear regression models stratified by tobacco use were fit to data from NHANES survey cycles 2007 – 2008, 2009 – 2010, and 2011 – 2012, where the dependent variable was blood nitromethane concentration (ng/L). Because the distribution of measurements was strongly right-skewed, which could have adversely affected hypothesis testing, the blood nitromethane concentration data was transformed with the natural log for regression analysis. We report slopes from these models along with their 95 percent confidence intervals and p-values. In addition, to facilitate interpretability, we report the slopes transformed to represent the absolute change in biomarker concentration ΔY associated with a unit-increase in the predictor ΔX , as adapted from Rodríguez-Barranco, et al., 201716 (link): ΔY=[exp(ΔXβ)1]GM[Y] , where GM[Y] is the sample-weighted geometric mean of biomarker concentration. The tabulated regression results in Table 3 assume ΔX=1 , so that ΔY represents the absolute change associated with a unit-increase in the predictor. The 95 percent confidence interval is: 95%CIΔY=[exp[ΔX(β±1.96se[β])]1]GM[Y] , where se[β] is the sample-weighted standard error of the slope. Both ΔY and its 95%CI are calculated at GM[Y] , which is reported in the caption accompanying the tabulated regression results. Since this geometric mean is treated as a fixed quantity, the width of the 95%CI may be slightly underestimated. In addition, at values different from the geometric mean, the value of ΔY and the width of its 95%CI will vary, owing to the log transformation of the dependent variable. Statistical significance was set to α ≤ 0.05.
Sample-weighted regression models were stratified by combusted tobacco use, and the following variables were included as predictors: sex, age, race/ethnicity, poverty income ratio (PIR; ratio of self-reported family income to the U.S. Census poverty threshold), and fasting time (time elapsed since participant last ate or drank anything other than water and the time of specimen collection). Information for these potential confounders was self-reported. Age [year] was categorized into the following ranges: 12 – 19, 20 – 39, 40 – 59, and ≥60. Poverty level was determined by whether the ratio of a family’s income to poverty (INDFMPIR) was greater or less than the poverty threshold, which is represented by the ratio equaling unity.13 In addition, body mass index (BMI) from measurements at the physical examination was included as a predictor. Since standard definitions for underweight (BMI < 18.5 kg/m2), healthy weight (18.5 ≤ BMI < 25), and overweight/obese (BMI ≥ 25) apply to adults ≥20 y, participants younger than 20 y were classified based on their BMI percentile for their sex and age: below the 5th percentile (underweight), between the 5th and 85th percentile (healthy weight), and above the 85th percentile (overweight/obese).17 NHANES cycle was also included as a predictor.
Food consumption information was collected from participants using structured questionnaires administered by trained interviewers who used intensive elicitation techniques to translate a participant’s recollection of the type and amount of food consumed to a standardized numerical encoding and food mass. Dietary exposure was explored by assessing the mass NHANES participants consumed within each USDA (US Department of Agriculture) food group for the 24-hour period (midnight to midnight) preceding the in-person dietary recall interview conducted as part of the physical examination. Data for the 24-hour recall period are contained in the publicly available NHANES Individual Foods – First Day file (NHANES dataset: DR1IFF), which provides a record describing each food, water, or beverage consumed by the participant, including the mass reported consumed and eight-digit USDA food code. Standardized hierarchical food groups can be identified from the USDA code, where the first digit represents one of nine major food groups, and each subsequent digit represents subgroups of increasing specificity.18 (link) The mass consumed in each food group was summed so that each participant was represented by a single record describing their dietary intake for the previous 24 hours. Each participant’s dietary intake was first apportioned over nine food groups: milk products; meat/poultry; eggs; legumes/nuts/seeds; grain products; fruits; vegetables; fats/oils/salad dressings; and sugars/sweets/beverages. In addition, we distinguished three subgroups: cured meats, luncheon meats and hot dogs, and tap water. The cured meats food group was constructed using the search term “cured” in the USDA What We Eat In America search tool and selecting all food codes referring to meats.19 The luncheon meat and hot dog food group was constructed by searching the term “luncheon” and selecting all meat food codes and searching “hot dog.” The tap water food group was constructed by searching “tap water.” To avoid double counting, the mass consumed in each subgroup was subtracted from the mass consumed in their respective food group. The USDA food codes and logic for apportioning dietary intake are detailed in Supplemental Table S1.
Serum cotinine was used as a continuous predictor to represent tobacco smoke exposure for both exclusive combusted tobacco users and non-users of tobacco products. Cotinine is a highly specific metabolite of nicotine, the primary addictive agent in tobacco and tobacco smoke, and is thereby present in the blood serum of tobacco smokers. Likewise, since tobacco smoke exposure among non-users of tobacco products is attributable to inhalation of secondhand tobacco smoke (SHS), this exposure can be quantified with serum cotinine. In addition, to provide an alternative representation of tobacco smoke exposure, we ran a regression model where exposure among exclusive smokers was represented by the self-reported average number of cigarettes smoked per day (CPD) over the five days preceding the NHANES physical exam. This CPD regression model was sample-weighted, unstratified, and comprised the same predictors as in the stratified models, except that exposure was classified as ≤0.05 ng/mL serum cotinine (non-exposed to tobacco smoke); >0.05 – ≤10 ng/mL (presumptively exposed to second-hand tobacco smoke); 1 – 10 cigarettes per day (CPD; 0.5 pack), 11 – 20 (1 pack), and >20 (>1 pack), where the reference category was non-exposed participants. The non-exposed category was defined at ≤0.05 ng/mL serum cotinine, which was its LOD in the 1999 – 2000 NHANES cycle, and although this improved in 2001 to 0.015 ng/mL, we use 0.05 ng/mL to permit historical comparison of serum cotinine results.20 (link) The analytic dataset for the CPD model comprised the same participants as in the stratified models, but excluded participants who could not be assigned to a CPD category (N=266), leaving 6,464 participants.
Publication 2019
Heating at temperatures above 300 °C was carried out in a custom-made resistive furnace, using a Eurotherm 2408 temperature controller. Where applicable, percentage molar yields are calculated assuming the ideal formula of C6N9H3 for melon. Crystalline melem (1)39 (link), crystalline melon (10)4 (link), amorphous melem65 (link), amorphous melon18 (link), tri(diethylamino)heptazine (3)66 , potassium cyamelurate (6)67 (link), cyameluric acid (7)68 , tri(p-tolyl)heptazine (8)69 (link), tri(p-benzoic acid)heptazine (9)69 (link) and potassium melonate38 (5) were synthesized following literature methods and their characterizations are consistent with those previously reported.
Heptazine triphthalimide (4) was prepared following the literature method65 (link), except that unreacted melem was not removed by Soxhlet extraction with nitromethane because of safety concerns.
Cyameluric trichloride was prepared following an adapted procedure70 . Potassium cyamelurate (24.4 g) was refluxed in a mixture of PCl5 (6.81 g) and POCl3 (10 ml) until gas evolution has ceased. Unreacted PCl5 and POCl3 were boiled or sublimed off by heating under vacuum. The yellow product was not purified from the side product KCl as it is easier to remove in the subsequent syntheses. Yield 34.1 g (molar yield not provided as residual KCl was not removed). Characterization with FTIR is consistent with literature70 .
Tri(ethylamino)heptazine (2) was synthesized by mixing under argon a solution of cyameluric trichloride (1.386 g) in tetrahydrofuran (THF, 20 ml, anhydrous) and ethylamine in THF (8.5 ml, 2 M L−1), and then refluxed for 2 h. The solvent and unreacted ethylamine were evaporated off and the resulting solid was re-dispersed in water, refluxed for 1 h, isolated by filtration, and then washed repeatedly with water and dried. The product was further purified by recrystallization from hot glacial acetic acid. Yield: 933 mg (62%). 1H NMR (DMSO): δ=2.50 (CH2), 1.07 ppm (CH3). FTIR: 3,222, 3,080, 3,029, 2,971, 2,933, 1,641, 1,571, 1,494, 1,433, 1,398, 1,373, 1,346, 1,308, 1,286, 1,178, 1,144, 1,100, 1,069 and 797 cm−1.
Transition and lanthanum metal complexes of melonate were prepared by mixing stoichiometric amounts of potassium melonate and the metal salt, both as aqueous solutions (20 mM). The metal salts employed are: (5a) AgNO3, (5b) CeCl3·6H2O, (5c) Co(NO3)2·6H2O, (5d) Cr(NO3)3·9H2O, (5e) Cu(AcO)2·H2O, (5f) Fe(NO3)2·nH2O, (5g) La(NO3)3·6H2O, (5h) Mn(AcO)2·4H2O, (5i) Nd2(SO4)3, (5j) Ni(NO3)2·6H2O, (5k) (NH3)4Pt(NO3)2, (5l) Tb(NO3)3 and (5m) Zn(AcO)2·2H2O. The complex precipitated immediately upon mixing the metal salt and the ligand. The complex was isolated by filtration, washed with copious amounts of water, and then dried at 60 °C in a vacuum oven. Product yields were above 90% to quantitative. Characterizations are shown in Supplementary Figs 6–8.
Amorphous melon with the cyanamide functionalization was prepared following the original synthesis of potassium melonate38 , except that the water-insoluble solid was collected. In detail, melon (800 mg) was thoroughly ground with KSCN (1.6 g, dried at 140 °C in vacuum) and loaded in an alumina boat. In a tube furnace, this mixture was heated under argon to 400 °C at 30 °C min−1 ramp for 1 h, and then to 500 °C at 30 °C min−1 ramp for 30 min. The resulting yellow mass was suspended in water and the insoluble product was isolated by centrifugation, washed with copious amount of water and dried at 60 °C in a vacuum oven. Yield from 800 mg melon is 350–450 mg (35–45% assuming the formula C7N10H1.4K0.6, see elemental analyses in Supplementary Table 4).
As post-synthetic annealing may lead to a significant improvement in the photocatalytic activity of melon, we prepared another control sample to verify that the large outperformance of KSCN-treated melon is not attributed to this heating step. Melon in a ceramic boat was heated under argon to 400 °C at 30 °C min−1 ramp for 1 h, and then 500 °C at 30 °C min−1 ramp for 30 min. This sample is denoted as ‘amorphous melon (extra heating step)' in Fig. 1a.
Full text: Click here
Publication 2016
In a round‐bottomed flask equipped with a reflux condenser, a solution of trans‐chalcone (50 mg, 4.8 mm) and nitromethane (5 equiv, 24 mm) was stirred in either methanol, ethanol, 2propanol, ethyl acetate, acetone, or acetonitrile solvents (50 mL). In the case of nitromethane as both solvent and reagent, trans‐chalcone (50 mg, 4.8 mm) was directly dissolved in nitromethane (50 mL). To these solutions Amberlyst A21 or Amberlite IRA67 (50 mg) catalyst was added. After stirring the reaction mixture at 30–70 °C temperature for 24 h, conversions were determined by HPLC.
Full text: Click here
Publication 2017
Acetone acetonitrile amberlite amberlyst A21 Chalcone Ethanol ethyl acetate High-Performance Liquid Chromatographies Methanol nitromethane Solvents
Based on NHANES questionnaire data on recent tobacco use (NHANES dataset: SMQRTU), NHANES participants were excluded from analysis if they reported using smokeless tobacco or nicotine replacement therapy, as indicated by responding “yes” to question SMQ680 (tobacco or nicotine use within 5 days prior to NHANES physical examination) and “yes” to at least one of SMQ690D – SMQ690F (smokeless tobacco and nicotine delivery products). These participants were excluded because smokeless tobacco and nicotine replacement therapy are alternative sources of nicotine (and hence its metabolite cotinine), but whose use does not involve combustion. The remaining participants were then identified as exclusive users of combusted tobacco products (named “exclusive combusted tobacco users” or “exclusive smokers” in this report) if they responded “yes” to SMQ680 and “yes” to at least one of SMQ690A – SMQ690C (cigarettes, pipes, cigars). Participants were identified as non-users of tobacco products if they answered “no” to SMQ680 or were both missing a response to SMQ680 and had serum cotinine ≤10 ng/mL. The serum cotinine threshold of >10 ng/mL has been identified as consistent with active use of combusted tobacco products, and was used to stratify self-identified exclusive smokers and non-users in statistical analyses reported herein.15 (link) Participants were excluded from analysis for use of smokeless tobacco and nicotine replacement therapy (N=244), for missing serum cotinine data (N=3), or for missing data for other variables used in regression models (N=1,023). This attrition left 6,730 study participants eligible for statistical analysis.
Publication 2019
Cotinine Nicotine Obstetric Delivery Physical Examination piperazine-N,N'-bis(2-ethanesulfonic acid) Serum Smokeless Therapy, Hormone Replacement Tobacco Products Tobacco Use Disorder Tooth Attrition
The reagents and solvents
were procured and used without any further purification. All reactions
were performed in oven-dried glassware. Epoxide (2R,3S)-3-(N-Boc-amino)-1-oxirane-4-phenylbutane
(CAS no. 98760-08-8) was purchased from GLR Innovation (New Delhi,
India), and aromatic amines were purchased from AVRA Synthesis Pvt.
Ltd. (Hyderabad, India). Nitromethane (AR grade) was purchased from
Spectrochem (Mumbai, India), and ethanol (absolute) was purchased
from Changshu Hongsheng Fine Chemical Co., Ltd. (Jiangsu, China).
The reactions were carried out in a “Start Synth Microwave
Synthesis Labstation” microwave for organic synthesis. The
melting point of the isolated compounds was measured in a “BUCHI
Labortechnik AG CH-9230”. The progress of reactions was examined
by using thin-layer chromatography (TLC). Nuclear magnetic resonance
(NMR) spectra were obtained using a JEOL ECX-400P NMR spectrometer.
Chemical shifts were given in parts per million (ppm) downfield from
an internal standard, tetramethylsilane (TMS). The molecular weight
of all newly synthesized compounds was recorded at a high-resolution
Biosystems Q-Star Elite time-of-flight electrospray mass spectrometer.
Publication 2020
Amines Anabolism Epoxy Compounds Ethanol Microwaves n-butylbenzene nitromethane Oxide, Ethylene tetramethylsilane Thin Layer Chromatography

Most recents protocols related to «Nitromethane»

Crude enzyme reaction: A total of 1 mL system containing 12 mM p-nitrobenzaldehyde, 48 mM nitromethane, crude enzyme and solvent water, was reacted at 30 °C in a metal bath for 10 min. 10 μL of the reaction solution was taken and diluted 50 times with isopropanol and filtered through 0.25 μm organic filter membranes. HPLC was used for analysis.
Pure enzyme reaction: A total of 1 mL system containing 12 mM p-nitrobenzaldehyde, 48 mM nitromethane, 0.3 mg/mL pure enzyme and solvent water, was reacted at 30 °C in a metal bath for 10 min. 10 μL of the reaction solution was taken and diluted 50 times with isopropanol and filtered through 0.25 μm organic filter membranes. HPLC was used for analysis, and the yield was calculated using formula: Yield(\% )=product/substrateint×100%
Full text: Click here
Publication 2024
The optimum temperature was determined as follows. Equal amounts of purified wild-type and variants were taken, and the substrate concentration was set at 12 mM for p-nitrobenzaldehyde and 48 mM for nitromethane. Reactions were carried out at 20 °C, 30 °C, 40 °C, 50 °C, 60 °C, and 70 °C.
To determine the thermal stability of wild-type at different temperatures, equal amounts of purified WT were placed in water baths at temperatures of 30 °C, 40 °C, 50 °C, and 60 °C. At regular intervals, enzyme samples were taken for reaction, with the initial enzyme activity set at 100%.
To determine the thermal stability of wild-type and different variants at 60 °C, equal amounts of purified wild-type and variants were incubated at 60 °C. At regular intervals, enzyme samples were taken for reaction, with the initial enzyme activity set at 100%.
The optimum pH was determined as follows. Equal amounts of purified wild-type and variant were taken, and the substrate concentration was set at 12 mM for p-nitrobenzaldehyde and 48 mM for nitromethane. Experiments were conducted at a temperature of 40 °C in different buffer solutions at pH 6, 7, 7.5, 8, 8.5, and 9.
The kinetic parameters of wild-type enzyme and variants were determined by measuring the reaction rate with different concentrations of p-nitrobenzaldehyde from 3 to 18 mM used for the reaction, while the concentration of nitromethane was set as excess at 1 M. The purified enzyme was added at a final concentration of 0.3 mg/mL and reactions were carried out at 40 °C and 750 rpm for 5 min. The reaction rates of LmrR at different substrate p-nitrobenzaldehyde concentrations were determined. The kinetics parameters were determined using the Michaelis−Menten equation.
Full text: Click here
Publication 2024
Tert-butyl ((S)-1-((R)-oxiran-2-yl)-2-phenylethyl)carbamate (epoxide) (1.9 mmol), anilines (1.9 mmol), nitromethane (5 mL) were taken in a round-bottomed flask and microwave heated to 80°C (300 W) for 20 minutes. Afterwards, nitromethane was removed on a rotary evaporator, and the obtained material was recrystallized from ethyl acetate and hexane in 1:9 ratio to isolate BOC-protected intermediates. In the next step, deprotection was carried out by treating the BOC-protected intermediates with 15% trifluoroacetic acid (TFA) solution in dichloromethane (1.5 mL of TFA, dissolved in 10 mL of dichloromethane) at room temperature for 3–4 hrs. Excess TFA present in the reaction flask was washed with dichloromethane and removed under reduced pressure. The obtained crude product was extracted from ethyl acetate (15 mL x 3) and alkaline water (1N KOH) at a pH range of 8–9. The obtained ethyl acetate layer was removed on a rotary evaporator that afforded the listed compounds (i.e., LTC 1026, 1027, 1028, 1029, 1031, 1032, 1034, 1041, 1042, and 1043). The chemical composition of all newly synthesized compounds was confirmed by NMR (1H & 13C) and mass spectrometry.
Full text: Click here
Publication 2024
To a solution of quaternary ammonium salt (0.001 mmol, 1 mol%) in mesitylene (1.0 mL) was added nitromethane (2.0 equiv.) and base (0.1 equiv.). After stirring for 5 min, the corresponding N-Boc trifluoromethyl ketimine (0.1 mmol) was added. The reaction was monitored by TLC until it was completed, and the residue was purified by flash silica gel column chromatography to give trifluoromethyl β-nitroamines.
Full text: Click here
Publication 2024
Method
as for [FeL2][BF4]2, using bpp (50 mg, 0.24 mmol), Fe[CF3SO3]2 (42 mg, 0.12 mmol), and acetonitrile
(5 cm3). The crude material is hygroscopic and must be
recrystallized from dried solvent, but its single crystals are more
stable under ambient conditions. Yellow prisms were obtained by diffusion
of diethyl ether vapor into a solution of the complex in nitromethane,
containing the drying agent triethyl orthoformate. Yield 76 mg, 82%.
Found C, 37.2; H, 2.34; N, 17.6%. Calcd for C24H18F6FeN10O6S2 C, 37.1;
H, 2.34; N, 18.0%. Full characterization of other salts of [Fe(bpp)2]2+ can be found in ref (31 (link)).
Full text: Click here
Publication 2024

Top products related to «Nitromethane»

Sourced in France
Nitromethane is a colorless, volatile, and flammable organic compound. It is a solvent with a characteristic pungent odor. Nitromethane has a chemical formula of CH3NO2 and is commonly used as a laboratory reagent and in various industrial applications.
Sourced in Belgium, United States
Nitromethane is a colorless, volatile organic compound with the chemical formula CH3NO2. It is a polar solvent used in various industrial and laboratory applications. Nitromethane serves as a fuel additive, a propellant, and a chemical intermediate in the production of other compounds. It has a relatively high boiling point and can be used as a solvent or reagent in organic synthesis.
Sourced in United States, Germany, United Kingdom, China, Italy, Sao Tome and Principe, France, Macao, India, Canada, Switzerland, Japan, Australia, Spain, Poland, Belgium, Brazil, Czechia, Portugal, Austria, Denmark, Israel, Sweden, Ireland, Hungary, Mexico, Netherlands, Singapore, Indonesia, Slovakia, Cameroon, Norway, Thailand, Chile, Finland, Malaysia, Latvia, New Zealand, Hong Kong, Pakistan, Uruguay, Bangladesh
DMSO is a versatile organic solvent commonly used in laboratory settings. It has a high boiling point, low viscosity, and the ability to dissolve a wide range of polar and non-polar compounds. DMSO's core function is as a solvent, allowing for the effective dissolution and handling of various chemical substances during research and experimentation.
Sourced in Germany, United States, United Kingdom, Italy, India, France, China, Australia, Spain, Canada, Switzerland, Japan, Brazil, Poland, Sao Tome and Principe, Singapore, Chile, Malaysia, Belgium, Macao, Mexico, Ireland, Sweden, Indonesia, Pakistan, Romania, Czechia, Denmark, Hungary, Egypt, Israel, Portugal, Taiwan, Province of China, Austria, Thailand
Ethanol is a clear, colorless liquid chemical compound commonly used in laboratory settings. It is a key component in various scientific applications, serving as a solvent, disinfectant, and fuel source. Ethanol has a molecular formula of C2H6O and a range of industrial and research uses.
Sourced in Germany, United States, India, Japan, Switzerland
Silica gel 60 F254 is a type of silica gel thin-layer chromatography (TLC) plate. It is a planar solid support material used for the separation and identification of chemical compounds. The silica gel 60 F254 plate contains a fluorescent indicator that allows for the visualization of separated compounds under ultraviolet (UV) light.
Sourced in United States, Germany, United Kingdom, India, Italy, Spain, France, Canada, Switzerland, China, Australia, Brazil, Poland, Ireland, Sao Tome and Principe, Chile, Japan, Belgium, Portugal, Netherlands, Macao, Singapore, Sweden, Czechia, Cameroon, Austria, Pakistan, Indonesia, Israel, Malaysia, Norway, Mexico, Hungary, New Zealand, Argentina
Chloroform is a colorless, volatile liquid with a characteristic sweet odor. It is a commonly used solvent in a variety of laboratory applications, including extraction, purification, and sample preparation processes. Chloroform has a high density and is immiscible with water, making it a useful solvent for a range of organic compounds.
The Redisep 40 g column is a piece of lab equipment designed for chromatographic separation. It is a column with a 40 gram capacity for purification of various compounds.
Sourced in United States, Germany, United Kingdom, Canada, China
The LS6500 is a fully automated, multi-purpose flow cytometer designed for a wide range of applications in clinical diagnostics and research laboratories. It features advanced technology for precise cell analysis and sorting, delivering accurate and reliable results.
Sourced in United Kingdom
2-Deoxystreptamine dihydrobromide is a chemical compound used in research laboratories. It is a synthetic derivative of the natural product 2-deoxystreptamine. The compound is typically used as a research tool in various scientific investigations, but its specific applications and intended uses are not provided in this factual description.
Sourced in United Kingdom
Nitromethane (CH3NO2) is a colorless, flammable liquid chemical compound. It has a molecular formula of CH3NO2 and a molar mass of 61.04 g/mol. Nitromethane is a polar, aprotic solvent that can be used as a laboratory reagent and in various industrial applications.

More about "Nitromethane"

Nitromethane, CH3NO2, DMSO, Ethanol, Silica gel 60 F254, Chloroform, Redisep 40 g column, LS6500, 2-Deoxystreptamine dihydrobromide, solvent, fuel additive, chemical intermediate, propellant, explosive, combustion, energy storage, synthetic organic chemistry, PubCompare.ai, research protocols, literature, preprints, patents, AI-driven comparisons, reproducibility, accuracy