A Machine Learning‐Based Approach to Clinopyroxene Thermobarometry: Model Optimization and Distribution for Use in Earth Sciences

Magma Decompression Rate Calculations With EMBER: A User‐Friendly Software to Model Diffusion of H 2 O, CO 2 , and S in Melt Embayments

(2021) Guillaume Georgeais et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Machine learning thermobarometry and chemometry using amphibole and clinopyroxene: a window into the roots of an arc volcano (Mount Liamuiga, Saint Kitts)

(2021) Oliver Higgins et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

An Experimental Study of Trace Element Partitioning between Peridotite Minerals and Alkaline Basaltic Melts at 1250°C and 1 GPa: Crystal and Melt Composition Impacts on Partition Coefficients

(2021) Shuai Ma et al.   JOURNAL OF PETROLOGY

Tree aggregation for random forest class probability estimation

(2020) Andrew J. Sage et al.   Statistical Analysis and Data Mining

The effect of fluorine on clinopyroxene/melt trace-element partitioning

(2020) Charles D. Beard et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Melt inclusion vapour bubbles: the hidden reservoir for major and volatile elements

(2020) Swetha Venugopal et al.   Scientific Reports

Machine Learning Thermo‐Barometry: Application to Clinopyroxene‐Bearing Magmas

(2020) M. Petrelli et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Hyperparameters and tuning strategies for random forest

(2019) Philipp Probst et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Formation and dynamics of magma reservoirs

(2019) R. S. J. Sparks et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Clinopyroxene–liquid equilibria and geothermobarometry in natural and experimental tholeiites: the 2014–2015 Holuhraun eruption, Iceland

(2019) David A Neave et al.   JOURNAL OF PETROLOGY

Clinopyroxene/melt trace element partitioning in sodic alkaline magmas

(2019) Charles D Beard et al.   JOURNAL OF PETROLOGY

Amphibole growth from a primitive alkaline basalt at 0.8 GPa: Time-dependent compositional evolution, growth rate and competition with clinopyroxene

(2019) Barbara Bonechi et al.   LITHOS

Clinopyroxene growth rates at high pressure: constraints on magma recharge of the deep reservoir of the Campi Flegrei Volcanic District (south Italy)

(2019) B. Bonechi et al.   BULLETIN OF VOLCANOLOGY

Experimental Parametrization of Magma Mixing: Application to the ad 1530 Eruption of La Soufrière, Guadeloupe (Lesser Antilles)

(2018) M Pichavant et al.   JOURNAL OF PETROLOGY

Experimentally Derived Intermediate to Silica-rich Arc Magmas by Fractional and Equilibrium Crystallization at 1·0 GPa: an Evaluation of Phase Relationships, Compositions, Liquid Lines of Descent and Oxygen Fugacity

(2018) Peter Ulmer et al.   JOURNAL OF PETROLOGY

Volatile contents of primitive bubble-bearing melt inclusions from Klyuchevskoy volcano, Kamchatka: Comparison of volatile contents determined by mass-balance versus experimental homogenization

(2018) Lowell R. Moore et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Evidence for the presence of carbonate melt during the formation of cumulates in the Colli Albani Volcanic District, Italy

(2018) Cliff S.J. Shaw   LITHOS

Igneous Rock Associations 22. Experimental Petrology: Methods, Examples, and Applications

(2018) Cliff S.J. Shaw   GEOSCIENCE CANADA

Error sources in single-clinopyroxene thermobarometry and a mantle geotherm for the Novinka kimberlite, Yakutia

(2016) Luca Ziberna et al.   AMERICAN MINERALOGIST

Amphibole thermometers and barometers for igneous systems and some implications for eruption mechanisms of felsic magmas at arc volcanoes

(2016) Keith Putirka   AMERICAN MINERALOGIST

Mt. Etna plumbing system revealed by combined textural, compositional, and thermobarometric studies in clinopyroxenes

(2016) P. P. Giacomoni et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

The Effect of H2O and Pressure on Multiple Saturation and Liquid Lines of Descent in Basalt from the Shatsky Rise

(2016) Anika Husen et al.   JOURNAL OF PETROLOGY

Extensive, water-rich magma reservoir beneath southern Montserrat

(2016) M. Edmonds et al.   LITHOS

Trace element partitioning between clinopyroxene and trachy-phonolitic melts: A case study from the Campanian Ignimbrite (Campi Flegrei, Italy)

(2016) S. Mollo et al.   LITHOS

An H2O–CO2 mixed fluid saturation model compatible with rhyolite-MELTS

(2015) Mark S. Ghiorso et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Differentiation Conditions of a Basaltic Magma from Santorini, and its Bearing on the Production of Andesite in Arc Settings

(2015) Joan Andújar et al.   JOURNAL OF PETROLOGY

Experimental Evidence for Polybaric Differentiation of Primitive Arc Basalt beneath St. Vincent, Lesser Antilles

(2015) E. Melekhova et al.   JOURNAL OF PETROLOGY

Experimental petrology of peridotites, including effects of water and carbon on melting in the Earth’s upper mantle

(2015) David H. Green   PHYSICS AND CHEMISTRY OF MINERALS

Experimental study into the petrogenesis of crystal-rich basaltic to andesitic magmas at Arenal volcano

(2014) F. Parat et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Fractional crystallization of primitive, hydrous arc magmas: an experimental study at 0.7 GPa

(2014) Rohit H. Nandedkar et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

An experimental study of trace element partitioning between augite and Fe-rich basalts

(2014) Nick Dygert et al.   GEOCHIMICA ET COSMOCHIMICA ACTA

Tree-Based Ensemble Multi-Task Learning Method for Classification and Regression

(2014) Jaak SIMM et al.   IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS

A new test for equilibrium based on clinopyroxene–melt pairs: Clues on the solidification temperatures of Etnean alkaline melts at post-eruptive conditions

(2013) Silvio Mollo et al.   CHEMICAL GEOLOGY

Storage conditions of Bezymianny Volcano parental magmas: results of phase equilibria experiments at 100 and 700 MPa

(2013) Renat R. Almeev et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Petrological cannibalism: the chemical and textural consequences of incremental magma body growth

(2013) Kathy Cashman et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Clinopyroxene–liquid thermometers and barometers specific to alkaline differentiated magmas

(2013) M. Masotta et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Post-entrapment modification of volatiles and oxygen fugacity in olivine-hosted melt inclusions

(2013) Claire E. Bucholz et al.   EARTH AND PLANETARY SCIENCE LETTERS

Olivine thermometry and source constraints for mantle fragments in the Navajo Volcanic Field, Colorado Plateau, southwest United States: Implications for the mantle wedge

(2013) Douglas Smith   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Trachyte Phase Relations and Implication for Magma Storage Conditions in the Chaine des Puys (French Massif Central)

(2013) C. Martel et al.   JOURNAL OF PETROLOGY

Cell assemblies for reproducible multi-anvil experiments (the COMPRES assemblies)

(2012) K. D. Leinenweber et al.   AMERICAN MINERALOGIST

Phase relations and liquid lines of descent of an iron-rich peralkaline phonolitic melt: an experimental study

(2012) Christopher Giehl et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Amphibole stability in primitive arc magmas: effects of temperature, H2O content, and oxygen fugacity

(2012) Michael J. Krawczynski et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Experimental Constraints on Parameters Controlling the Difference in the Eruptive Dynamics of Phonolitic Magmas: the Case of Tenerife (Canary Islands)

(2012) Joan Andújar et al.   JOURNAL OF PETROLOGY

Using amphibole crystals to reconstruct magma storage temperatures and pressures for the post-caldera collapse volcanism at Okataina volcano

(2012) Phil Shane et al.   LITHOS

Origin of crystal-poor, differentiated magmas: insights from thermal gradient experiments

(2011) Matteo Masotta et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Calcic amphiboles in calc-alkaline and alkaline magmas: thermobarometric and chemometric empirical equations valid up to 1,130°C and 2.2 GPa

(2011) Filippo Ridolfi et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Deep structure of the central Lesser Antilles Island Arc: Relevance for the formation of continental crust

(2011) H. Kopp et al.   EARTH AND PLANETARY SCIENCE LETTERS

Thermodynamic Model for the Effect of Post-entrapment Crystallization on the H2O-CO2 Systematics of Vapor-saturated, Silicate Melt Inclusions

(2011) M. Steele-Macinnis et al.   JOURNAL OF PETROLOGY

Effect of oxygen fugacity and water on phase equilibria of a hydrous tholeiitic basalt

(2010) Sandrin T. Feig et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Dependence of clinopyroxene composition on cooling rate in basaltic magmas: Implications for thermobarometry

(2010) Silvio Mollo et al.   LITHOS

Solubility of H2O and CO2 in ultrapotassic melts at 1200 and 1250  C and pressure from 50 to 500 MPa

(2009) H. Behrens et al.   AMERICAN MINERALOGIST

Magma storage conditions of the last eruption of Teide volcano (Canary Islands, Spain)

(2009) J. Andújar et al.   BULLETIN OF VOLCANOLOGY

Clinopyroxene/liquid trace element partitioning in natural trachyte–trachyphonolite systems: insights from Campi Flegrei (southern Italy)

(2009) Lorenzo Fedele et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Differentiation and crystallization conditions of basalts from the Kerguelen large igneous province: an experimental study

(2009) Marcus Freise et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Stability and chemical equilibrium of amphibole in calc-alkaline magmas: an overview, new thermobarometric formulations and application to subduction-related volcanoes

(2009) Filippo Ridolfi et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Experimental constraints on evolution of leucite-basanite magma at 1 and 10-4GPa: implications for parental compositions of Roman high-potassium magmas

(2009) Aida Maria Conte et al.   EUROPEAN JOURNAL OF MINERALOGY

Carbonate assimilation in magmas: A reappraisal based on experimental petrology

(2009) Silvio Mollo et al.   LITHOS

Crystallization of quartz dioritic magmas at 2 and 1 kbar: experimental results

(2009) Anna Pietranik et al.   MINERALOGY AND PETROLOGY

Thermometers and Barometers for Volcanic Systems

(2009) K. D. Putirka   Reviews in Mineralogy & Geochemistry

Experimental constraints on pre-eruptive conditions of phonolitic magma from the caldera-forming El Abrigo eruption, Tenerife (Canary Islands)

(2008) J. Andújar et al.   CHEMICAL GEOLOGY

Igneous garnet and amphibole fractionation in the roots of island arcs: experimental constraints on andesitic liquids

(2008) Raquel Alonso-Perez et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Library of Experimental Phase Relations (LEPR): A database and Web portal for experimental magmatic phase equilibria data

(2008) M. M. Hirschmann et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Crustal structure along the southern Central American volcanic front

(2008) Laura MacKenzie et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Mantle melting beneath the Tibetan Plateau: Experimental constraints on ultrapotassic magmatism

(2008) Eva S. Holbig et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Phase Relations and Liquid Lines of Descent in Hydrous Ferrobasalt--Implications for the Skaergaard Intrusion and Columbia River Flood Basalts

(2008) R. E. Botcharnikov et al.   JOURNAL OF PETROLOGY

The Composition of Near-solidus Partial Melts of Fertile Peridotite at 1 and 1·5 GPa: Implications for the Petrogenesis of MORB

(2008) Trevor J. Falloon et al.   JOURNAL OF PETROLOGY

The magmatic feeding system of El Reventador volcano (Sub-Andean zone, Ecuador) constrained by texture, mineralogy and thermobarometry of the 2002 erupted products

(2008) Filippo Ridolfi et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Experimental constraints on the differentiation process and pre-eruptive conditions in the magmatic system of Phlegraean Fields (Naples, Italy)

(2007) Alessandro Fabbrizio et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Magma–carbonate interaction: An experimental study on ultrapotassic rocks from Alban Hills (Central Italy)

(2007) Carmela Freda et al.   LITHOS