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Mini-Neptune

A mini-Neptune, also known as a , is a class of intermediate in size between and , typically possessing radii of 1.6 to 4 times Earth's and masses ranging from about 2 to 20 Earth masses, with a composition featuring a rocky or icy core enveloped by a thick - and helium-dominated atmosphere. Unlike any planet in our solar system, mini-Neptunes represent a distinct planetary regime, often classified separately from super-Earths due to their gaseous envelopes that contribute to lower overall densities, sometimes as low as one-third of Earth's. Exoplanets in the size range between super-Earths and mini-Neptunes comprise over half of the known exoplanets with measured sizes, with mini-Neptunes being a common subtype detected primarily through the transit method by surveys like NASA's Kepler and TESS missions. Mini-Neptunes likely form through the accretion of solid materials into a , followed by the capture of a substantial gaseous , potentially including water-rich ices that form deep subsurface oceans beneath their atmospheres. Their atmospheres, studied via transmission , often reveal , haze layers, and elevated levels of heavy elements—up to hundreds of times the abundance—making them key targets for understanding planetary diversity and atmospheric retention. Recent observations suggest that some mini-Neptunes may evolve by losing their outer s over time due to stellar radiation, potentially transitioning into super-Earths or even chthonian planets with exposed rocky surfaces. Notable examples include , a warm mini-Neptune about 2.6 times Earth's radius orbiting a star 48 light-years away, whose hazy, metal-rich atmosphere has been probed by the to reveal possible steam or hydrogen layers. Another well-studied case is HAT-P-11b, a Neptune-sized world with detected and low atmospheric in its hydrogen-rich atmosphere. More recently, TOI 4633 c, a mini-Neptune in a system with a 272-day orbit akin to Earth's, highlights their potential for temperate conditions despite their gaseous nature. Ongoing research with telescopes like Cheops and JWST continues to uncover warm mini-Neptunes, such as those in the TOI 833 and TOI 177 systems, expanding our knowledge of their potential and evolutionary paths. As of 2025, JWST observations continue to reveal denser atmospheres in mini-Neptunes, challenging prior models of their composition.

Definition and Classification

Definition

Mini-Neptunes are a class of exoplanets with radii typically ranging from 1.7 to 3.9 times that of Earth (R_\Earth), featuring thick hydrogen-helium atmospheres that envelop a rocky or icy core and distinguish them from smaller, predominantly rocky super-Earths. These gaseous envelopes, often comprising several percent of the planet's mass, result in overall low densities that decrease with increasing radius, reflecting the growing influence of the volatile layer. The "mini-Neptune" emerged in research following NASA's Kepler mission, around 2013, to categorize these worlds as scaled-down analogs to ice giants like , filling the gap between terrestrial planets and larger gas giants. This classification highlights their transitional nature in size and composition within the observed population. Alternative terms for mini-Neptunes include sub-Neptunes, gas dwarfs, and transitional planets, emphasizing their gaseous characteristics or intermediate status. The radius boundary separating mini-Neptunes from super-Earths is often placed at approximately 1.6–2.0 R_\Earth. Mini-Neptunes exhibit densities typically in the range of 0.5–2.5 g/cm³, attributable to their substantial hydrogen-helium envelopes overlying denser interiors.

Distinction from Other Planets

Mini-Neptunes are distinguished from other types primarily by the radius valley, a pronounced gap in the distribution of planetary radii around approximately 1.75 times Earth's radius (R⊕), which separates these gaseous worlds from smaller, rocky super-Earths with iron or silicate-dominated cores. This bimodal distribution, identified through analysis of Kepler mission data, highlights mini-Neptunes as planets typically exceeding 2 R⊕, where substantial hydrogen-helium envelopes contribute to their inflated sizes, in contrast to super-Earths below the valley that lack such thick gaseous layers. The valley's location underscores a compositional transition, with mini-Neptunes exhibiting lower bulk densities due to volatile-rich atmospheres, while super-Earths maintain higher densities from minimal volatile content. In terms of mass-radius relationships, mini-Neptunes occupy a where increasing mass does not proportionally increase as sharply as in denser super-Earths, reflecting their envelope-dominated structures and resulting in densities often below 2 g/cm³—lower than Neptune's 1.638 g/cm³ owing to proportionally thicker gaseous layers relative to . This relationship, derived from and observations, positions mini-Neptunes as intermediate between terrestrial planets and gas giants, with their lower densities serving as a key metric for . Atmospheric thickness emerges as a hallmark differentiator, enabling mini-Neptunes to retain extended envelopes that super-Earths cannot sustain under similar . Some mini-Neptunes may overlap with ocean worlds if or other volatiles constitute a significant fraction of their mass, potentially hosting deep liquid layers beneath hazy atmospheres, though such compositions remain compositionally distinct from purely rocky super-Earths. They differ from hot Jupiters by their smaller sizes, generally under 4 R⊕, and cooler equilibrium temperatures due to wider orbital separations, avoiding the extreme and seen in the hotter, more massive gas giants. The for these planets evolved in the with Kepler observations revealing the radius valley, prompting a shift from broadly lumping them as "super-Earths" to recognizing mini-Neptunes as a separate category characterized by gaseous envelopes rather than rocky interiors. This reclassification, based on the statistical scarcity of planets in the 1.5–2 R⊕ range, emphasized the role of atmospheric retention in defining planetary types beyond mere size.

Physical Characteristics

Size and Mass

Mini-Neptunes are characterized by radii typically spanning 1.7 to 3.9 radii (R_\oplus), with the of confirmed examples clustering between 2 and 3 R_\oplus as revealed by transit surveys from the Kepler and (TESS) missions. This range distinguishes them from smaller super-Earths and larger ice giants like , which has a radius of approximately 3.9 R_\oplus. The empirical distribution arises from precise photometric measurements of thousands of transiting exoplanets, enabling statistical analyses of their size demographics. Masses of mini-Neptunes generally fall between 2 and 20 masses (M_\oplus), with estimates derived from follow-up observations or transit timing variations in multi-planet systems. These measurements are challenging due to the small signals induced by low-mass planets, but they confirm a population dominated by worlds several times more massive than yet substantially less massive than (17 M_\oplus). The resulting bulk densities are often low, linking to the dominance of extended gaseous envelopes over cores. Observational data indicate a bimodal distribution in exoplanet radii, with a pronounced gap or "radius valley" around 1.5–2.0 R_\oplus separating super-Earths from mini-Neptunes, whose peak occurrence is near 2.4 R_\oplus. Beyond 3 R_\oplus, mini-Neptunes significantly outnumber full Neptune-sized planets in occurrence rates among short-period systems detected by Kepler and TESS. For gaseous planets like mini-Neptunes, the mass-radius relation approximates M \propto R^3 under the assumption of constant density, though atmospheric opacity and compression effects flatten this scaling for larger radii, yielding radii larger than expected for pure rock-ice compositions at given masses.

Composition and Atmosphere

Mini-Neptunes are characterized by a dominant hydrogen-helium (H/He) that constitutes 10–50% of their total mass, overlying a or icy composed primarily of silicates, metals, and water ice. This gaseous arises from the accretion of primordial gas during formation, with the mass typically ranging from 1 to 10 masses, providing the gravitational binding necessary to retain the atmosphere. The H/He dominates the outer layers, contributing to the planets' low mean densities compared to rocky worlds, though the exact fraction varies with formation location and disk conditions. The atmospheres of mini-Neptunes feature extended H/He envelopes with temperatures ranging from 200 for temperate examples to 1000 for hotter, closer-in orbits, influenced by stellar insolation and internal heat. These envelopes often include hazy layers formed by photochemical reactions, such as hydrocarbon hazes in carbon-rich environments, which scatter light and result in flat transmission spectra observed during transits. For instance, the b exhibits spectral flattening attributed to particles, masking deeper molecular features in the . Key volatiles in mini-Neptune atmospheres include (H₂O), (NH₃), and (CH₄), which can condense into clouds or exist as vapors depending on and . Atmospheric metallicity, defined as the abundance of elements heavier than relative to values, can reach up to 100 times solar levels in models fitting observations, enhancing the presence of these volatiles and influencing cloud formation. Spectroscopic observations, particularly from the (JWST), reveal absorption features from H₂O and CH₄ in the transmission spectra of mini-Neptunes, providing evidence for their volatile-rich envelopes. For K2-18 b, JWST data show tentative detections of CH₄ at levels around 4% and CO₂ near 0.1% in high-metallicity scenarios, alongside , confirming the dominance of H/He with trace heavier molecules. These signatures are often subdued by hazes but remain detectable in clearer atmospheric windows.

Internal Structure

Theoretical models of mini-Neptune interiors typically adopt a layered structure consisting of a central rocky or icy core, an overlying mantle of high-pressure ices, and an outer hydrogen-helium (H/He) envelope. The core is composed primarily of iron and silicates, with masses ranging from 1 to 10 Earth masses (M⊕), providing the gravitational foundation for retaining the envelope. The mantle, rich in volatiles like water, ammonia, and methane, exists under extreme conditions where materials transition into high-pressure ice phases, such as ice VII or superionic ice XVIII. This structure is modeled using equations of state (EOS) tailored to each layer, with the H/He envelope often approximated as polytropic to capture its compressibility. Phase transitions play a critical role in these models, particularly at pressures exceeding 1 Mbar, where may dissociate into atomic or metallic forms, and can form supercritical fluids or exotic phases like . In the deep mantle, high-pressure ices can melt into supercritical states, blurring boundaries between , , and gas phases, which affects heat transport and overall planetary radius. For the H/He envelope, the is frequently described by the polytropic relation for adiabatic compression: P = K \rho^{\gamma} where P is , \rho is , K is a constant, and \gamma (typically 1.0–2.0 for convective envelopes) reflects the adiabatic index; more advanced , such as those from simulations, account for at megabar pressures. These transitions contribute to ' low densities by allowing extended, diffuse envelopes. Mini-Neptunes exhibit structural , ranging from "pure" gas dwarfs dominated by thick H/He envelopes (up to 20% of total ) to hybrid ocean planets featuring atmospheres over deep mantles. In gas dwarf models, the envelope dominates the radius, while ocean variants may have thinner H/He layers atop supercritical oceans, with fractions up to 50% by . This variability arises from differences in core , envelope opacity, and thermal , leading to distinct interior profiles without altering the fundamental layered .

Formation and Evolution

Formation Mechanisms

Mini-Neptunes are thought to form primarily through the core accretion model, in which solid cores composed largely of and accumulate in the outer regions of protoplanetary disks beyond the . These cores grow rapidly to masses of approximately 5–10 masses (M⊕) by accreting planetesimals and pebbles, enabling the subsequent runaway accretion of a hydrogen-helium (H/He) envelope before the disk gas disperses. This process favors the development of extended gaseous atmospheres, distinguishing mini-Neptunes from smaller super-Earths that retain thinner envelopes or none at all. Disk plays a crucial role in explaining the prevalence of mini-Neptunes at short orbital periods (0.1–1 ), as they likely originate beyond the (~2–5 ) where ices are abundant and then migrate inward due to gravitational interactions with the disk gas. Migration halts through mechanisms such as disk torques or capture, resulting in the observed population of close-in planets. Simulations indicate that this inward drift occurs efficiently in disks with low viscosity, allowing cores to accrete significant H/He envelopes during . Pebble accretion enhances the efficiency of core growth by enabling the rapid accumulation of centimeter- to meter-sized particles in turbulent protoplanetary disks, leading to diverse core compositions enriched in water and volatiles for mini-Neptunes formed beyond the snow line. This mechanism operates at rates of about 10⁻⁶ M⊕ per year in low- to intermediate-mass disks, particularly those with higher metallicity, and supports the formation of water-rich cores that promote substantial atmospheric retention. In contrast to planetesimal accretion, pebble flux provides a steady supply of solids, facilitating the buildup of the necessary core masses within the disk's lifetime of a few million years. Recent models as of 2025 suggest that super-Earths and mini-Neptunes may form from distinct rings of planetesimals and pebbles, with mini-Neptunes arising beyond the water snowline via pebble accretion, explaining the radius valley between the two classes. The predicted occurrence rates of mini-Neptunes are higher around metal-rich stars ([Fe/H] > 0), where enhanced solid abundances in the disk promote faster core growth and envelope accretion, with frequencies increasing by a factor of up to 10 from subsolar to supersolar metallicities for short-period Neptune-sized planets. This metallicity dependence aligns with observations from surveys like LAMOST, which detect such planets preferentially in metal-rich hosts. However, the abundance of close-in mini-Neptunes challenges traditional models of Solar System formation, as our system lacks such planets despite similar disk conditions, suggesting variations in disk viscosity, migration efficiency, or envelope retention that prevented their assembly or survival.

Atmospheric Evolution and Loss

The atmospheric evolution of mini-Neptunes is profoundly influenced by hydrodynamic escape, a process driven primarily by (EUV) and radiation from the host star, which heats the upper atmosphere and induces the outflow of and envelopes. This escape mechanism is particularly effective for close-in planets, where high incident flux leads to the expansion and loss of volatile envelopes, potentially transforming mini-Neptunes into denser super-Earths. The rate of mass loss in these energy-limited regimes scales approximately as \dot{M} \propto \frac{F_{\mathrm{XUV}} R^3}{GM}, where F_{\mathrm{XUV}} is the XUV flux, R is the planetary radius, M is the mass, and G is the ; more detailed hydrodynamic simulations yield refined scalings such as \dot{M} \propto (F_{\mathrm{XUV}})^{0.78} R^{1.1} / M^{0.5}. Photoevaporation models illustrate how this loss sculpts planetary structures, with outcomes depending on the core mass and level. Planets with core masses below approximately 5–10 masses often lose their entire H/He envelopes under intense , leaving behind rocky or water-rich remnants, while higher-mass cores (10–20 masses) may retain tenuous envelopes of 1–5% of total mass if is moderate. These models, incorporating and XUV-driven escape, predict that envelope retention is favored for larger cores due to deeper gravitational wells, but prolonged erodes even substantial atmospheres over time. The bulk of atmospheric loss occurs on short timescales, primarily within the first 100 million years after formation, when young stars emit elevated and UV flux—up to 100–1000 times the present solar value—fueling vigorous hydrodynamic outflows. After this active phase, mass loss rates decline sharply as stellar activity wanes, allowing surviving envelopes to cool and contract. This early dominance of XUV-driven explains the observed scarcity of planets in the radius range around 1.6 radii, marking a transition where photoevaporation efficiently strips envelopes from lower-mass mini-Neptunes.

Detection and Observation

Discovery Methods

Mini-Neptunes are primarily discovered through transit photometry, a technique that detects the periodic decrease in stellar brightness caused by a planet passing across the face of its host star. The depth of this dip in the light curve directly yields the planet's radius relative to the star's, enabling identification of planets with sizes between approximately 2 and 4 Earth radii. Space telescopes like Kepler and TESS have driven the majority of these detections, with transit photometry responsible for the majority of confirmed mini-Neptunes due to their favorable geometry for short-period orbits. Radial velocity measurements complement transit data by constraining planetary masses through the detection of Doppler shifts in the host star's spectral lines, induced by the planet's gravitational tug. For mini-Neptunes, which typically have masses of 5–20 Earth masses, the resulting stellar velocity semi-amplitudes are small, often below 5 m/s, presenting significant challenges for ground-based spectrographs due to instrumental noise and stellar activity. In systems with multiple planets, transit timing variations (TTV) offer an alternative method to infer masses without relying on , by analyzing deviations in predicted times caused by gravitational perturbations from neighboring planets. This technique has proven particularly useful for mini-Neptunes in compact multi-planet configurations, where interactions amplify timing shifts into detectable signals on the order of minutes to hours. Kepler observations reveal that 30–50% of Sun-like stars host at least one mini-Neptune with orbital periods between 1 and 100 days, highlighting their prevalence among close-in populations after correcting for observational biases. Follow-up transmission spectroscopy can briefly probe atmospheric compositions, though detailed characterization remains limited for most candidates.

Notable Observations and Missions

The , operational from 2009 to 2018, revolutionized the study of mini-Neptunes by discovering thousands of small exoplanets through the method, with precise measurements from the California-Kepler Survey revealing a bimodal distribution in radii that highlighted the prevalence of mini-Neptunes around 2-4 radii. NASA's (TESS), launched in 2018 and ongoing, has built on Kepler's legacy by targeting brighter host stars, facilitating easier follow-up observations and atmospheric characterization of mini-Neptunes; for instance, detections between 2023 and 2025 include the TOI-2096 system, featuring a mini-Neptune candidate orbiting a nearby mid-M dwarf. The (JWST), operational since 2021, has provided groundbreaking spectroscopic data on mini-Neptune atmospheres, with observations from 2023 of detecting (CH₄) and (CO₂) at levels around 1% each, suggesting a hydrogen-rich envelope and informing models of atmospheric composition. ESA's Cheops mission, launched in 2019 and ongoing as of 2025, has contributed to the characterization of mini-Neptunes through precise photometry, including studies of warm mini-Neptunes in systems like TOI-833 and TOI-177, aiding in density measurements and atmospheric escape investigations. Ground-based instruments such as HARPS and have complemented space missions by measuring masses of mini-Neptunes, enabling density determinations; notable 2025 updates include follow-up on TOI-283 b, a mini-Neptune transiting a bright K-type star at 82 parsecs, yielding a of approximately 6.5 masses and reinforcing studies of these worlds around cooler hosts.

Examples

Hycean Worlds and Candidates

Hycean worlds represent a subclass of mini-Neptunes characterized by water-rich interiors supporting global water oceans beneath hydrogen-dominated atmospheres. These planets combine elements of hydrogen-rich envelopes, akin to those on gas giants, with extensive water layers that could enable habitable conditions under the right and temperatures. The concept was introduced to describe worlds where the hydrogen atmosphere provides sufficient to maintain oceans on the surface, distinguishing them from purely gaseous mini-Neptunes. A prominent candidate is K2-18 b, a mini-Neptune with a radius of approximately 2.6 R_{\oplus} and mass of 8.6 M_{\oplus}, orbiting a cool M-dwarf star at a distance that places it within the . Observations from the (JWST) in 2023 revealed and in its atmosphere, consistent with a hydrogen-rich envelope over a water ocean, while the absence of further supports a Hycean composition. Subsequent JWST data from 2025 tentatively detected dimethyl sulfide (DMS), a potential gas produced primarily by on , though this detection remains controversial and requires confirmation. Another candidate is TOI-270 d, with a radius of about 2.1 R_{\oplus}, identified through JWST transmission spectroscopy as potentially hosting a global beneath a hydrogen-helium atmosphere enriched in , , and . This absence of in its suggests dissolution into an underlying , aligning with Hycean characteristics. considerations for such worlds include stellar levels that avoid effects and depths that maintain liquid water stability under the , potentially allowing for diverse geochemical environments. Distinguishing Hycean worlds from pure gas dwarfs poses significant challenges, primarily through spectroscopic analysis of atmospheric compositions. Key indicators include elevated signals and depleted , which suggest an interface, but degeneracies arise from overlapping features in hydrogen-rich envelopes; for instance, models must differentiate shallow -topped atmospheres from deeper gaseous layers using mid-infrared observations to pressure-temperature profiles. Advanced retrieval techniques on JWST data are essential to resolve these ambiguities and confirm presence.

Other Notable Mini-Neptunes

exemplifies an early example of a mini-Neptune in a compact multi-planet system orbiting the Sun-like star , discovered by NASA's Kepler mission. With a of 2.61 ± 0.13 radii and a mass of 2.0 ± 0.6 Earth masses derived from transit timing variations (TTVs), it demonstrates the low-density composition typical of these worlds, featuring a substantial hydrogen-helium envelope. Orbiting at 0.25 AU with a period of 46.7 days, Kepler-11f resides in a tightly packed configuration with five inner siblings, all transiting within 500 hours of each other, highlighting the dynamical stability of such systems. A more recent discovery, TOI-283 b, announced in 2025, represents a mini-Neptune orbiting a bright K-type approximately 269 light-years away, detected via transits from the (TESS). It has a radius of 2.34 radii—about 0.6 times that of —and a mass of 6.54 masses, confirmed through measurements with the ESPRESSO spectrograph, yielding a of 3.1 g/cm³ indicative of a thick gaseous atmosphere. With an of 17.6 days, TOI-283 b receives significant stellar yet retains its envelope, as evidenced by its equilibrium temperature of around 800 K. In a challenging environment, TOI-4633 c, validated in 2024 through efforts with TESS data, orbits one of two Sun-like stars separated by about 1.2 , posing a puzzle for planet formation models due to the disruptive gravitational influences in such systems. This has a of 3.2 ± 0.2 radii and an of 272 days around its host, placing it in the despite its gaseous nature likely precluding surface habitability. The planet's retention of a hydrogen-rich envelope under moderate irradiation underscores the resilience of mini-Neptunes, even in dynamically complex architectures. Many well-studied mini-Neptunes, including those with short orbital periods of 3–10 days, exhibit retention despite intense stellar , as modeled in evolutionary simulations incorporating and atmospheric mass loss. These properties highlight their role as archetypes of gas dwarfs, bridging super-Earths and full Neptunes in populations.

Comparisons and Implications

Radius Valley

The radius valley denotes a pronounced depletion in the occurrence rate of exoplanets with radii between approximately 1.5 and 2.0 radii (R_\oplus), demarcating the boundary between super-Earths (typically \lesssim 1.5 R_\oplus) and mini-Neptunes (\gtrsim 2 R_\oplus). This gap arises in the radius distribution of close-in planets (orbital periods \lesssim 100 days) and reflects a fundamental dichotomy in planetary architectures. Statistical analyses of Kepler mission data reveal that planets in this radius range are 3–5 times less common than those in the adjacent super-Earth and mini-Neptune populations, based on precise radius measurements for over 900 confirmed planets. This depletion has been independently verified using (TESS) observations, with recent studies from 2023 to 2025 confirming a valley location around 1.6–1.9 R_\oplus and a depth of roughly 45% (indicating the minimum occurrence rate is about half the peak values) across a sample of thousands of candidates, particularly around low-mass stars. The primary theoretical explanation attributes the radius valley to photoevaporation, in which and radiation from the host star erodes the hydrogen-helium atmospheres of sub-Neptune-mass planets (\sim 3–$10 M_\oplus) during the early phase, transforming them into stripped rocky super-Earths while sparing more massive planets with deeper gravitational wells. An alternative paradigm posits a primordial origin through disk-driven formation dynamics, where the dissipation of the halts gas accretion onto cores below a critical mass threshold (\sim 2–$5 M_\oplus), preventing the formation of intermediate-radius planets altogether and imprinting the gap during the assembly phase. This bimodal distribution implies the emergence of two discrete planetary classes during formation and evolution, with super-Earths representing failed mini-Neptunes or purely rocky outcomes. The valley's depth is formally derived from occurrence rate histograms via the metric D = 1 - \frac{f_\text{valley}}{(f_\text{small} + f_\text{large})/2}, where f_\text{valley}, f_\text{small}, and f_\text{large} denote the normalized occurrence rates in the valley bin (\sim 1.5–$2.0 R_\oplus) and the flanking super-Earth (\sim 1–$1.5 R_\oplus) and mini-Neptune (\sim 2–$3 R_\oplus) bins, respectively; values of D \approx 0.7–$0.8$ align with Kepler observations, underscoring the gap's prominence.

Habitability Potential

Mini-Neptunes face significant challenges to due to their thick hydrogen-helium (H/He) atmospheres, which can block a substantial portion of incoming stellar , limiting availability for potential surface or subsurface processes. These envelopes often create high internal pressures that inhibit the formation of stable liquid water surfaces, rendering traditional surface unlikely for gas-rich variants. Additionally, the deep atmospheric layers may trap heat inefficiently or lead to extreme temperature gradients, further complicating conditions suitable for life as known on . Despite these obstacles, certain mini-Neptunes offer opportunities for through Hycean configurations, where a hydrogen-rich atmosphere overlies a global subsurface , potentially maintaining liquid water under high-pressure conditions. In such worlds, biosignatures like (DMS), produced by marine on , could accumulate in the atmosphere and become detectable in transmission spectra, providing indirect evidence of . Recent JWST observations have hinted at such biomarker possibilities in temperate sub-Neptunes, though interpretations remain tentative. Key factors influencing habitability include placement within the (HZ), typically spanning 0.5–2 for G-type stars, where mini-Neptunes could receive sufficient insolation for ocean stability without total atmospheric stripping. Volatiles in their atmospheres, such as and H/He mixtures, can enhance effects, potentially extending the outer HZ boundary and sustaining temperate conditions beneath the envelope. Studies from 2024–2025 highlight that mini-Neptunes are more likely to retain substantial water inventories compared to super-Earths, owing to their higher masses and gravities that resist hydrodynamic escape during atmospheric evolution. This retention contrasts with super-Earths, which often lose volatiles more readily, positioning mini-Neptunes as prime candidates for water-rich interiors despite envelope loss scenarios. These insights underscore the diverse pathways for long-term in sub-Neptune populations.

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