<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ojmh
   </journal-id>
   <journal-title-group>
    <journal-title>
     Open Journal of Modern Hydrology
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2163-0461
   </issn>
   <issn publication-format="print">
    2163-0496
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ojmh.2025.152004
   </article-id>
   <article-id pub-id-type="publisher-id">
    ojmh-140803
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Earth 
     </subject>
     <subject>
       Environmental Sciences
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    The Coincidence of Nitrate Migration and Salinization Processes Led by Soil Moisture Enhancement in the Hula Valley
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Moshe
      </surname>
      <given-names>
       Gophen
      </given-names>
     </name>
    </contrib>
   </contrib-group> 
   <aff id="affnull">
    <addr-line>
     aMigal-Galilee Scientific Research Institute, Kiryat Shmone, Israel
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     14
    </day> 
    <month>
     02
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    15
   </volume> 
   <issue>
    02
   </issue>
   <fpage>
    45
   </fpage>
   <lpage>
    64
   </lpage>
   <history>
    <date date-type="received">
     <day>
      22,
     </day>
     <month>
      November
     </month>
     <year>
      2024
     </year>
    </date>
    <date date-type="published">
     <day>
      22,
     </day>
     <month>
      November
     </month>
     <year>
      2024
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      22,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    The drainage of the Hula wetlands and old Lake Hula was completed in 1957. Agricultural development replaced the natural ecosystem land use with agricultural cultivation. The Hula pre-drainage anaerobic conditions were replaced by organic matter oxidation and Sulfur and Nitrate carbonate enrichments. The ecosystem structure of highly diversified fauna and flora was devastated. During the post-drainage period, enhancement of accumulated carbonates and Gypsum (CaSO
    <sub>4</sub>) and organic matter oxidation created soil salinization and nitrate accumulation. Ammonia was oxidized to nitrate, and its accumulation was concerned to Kinneret water quality protection managers. Evaluation of long-term (1994-2024) study through monitoring program of the temporal and seasonal distributional pattern of Nitrate, Sulfate, pH, Alkalinity, and Electrical Conductivity within the Peat soil drained and pore-waters indicates soil moisture as the dominant impact factor which controls two geochemically independent coincide processes, nitrate migration and soil salinization.
   </abstract>
   <kwd-group> 
    <kwd>
     Hula Valley
    </kwd> 
    <kwd>
      Nitrate
    </kwd> 
    <kwd>
      Salinization
    </kwd> 
    <kwd>
      Peat Soil Moisture
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>The Hula Valley and Lake Kinneret are located in northern Israel’s Syrian-African Great Rift Valley. Lake Kinneret is the only natural freshwater lake in Israel. Until 2010, an average of 336 mcm (336 million cubic meters) of water was pumped annually from the lake, supplied mostly for domestic usage and partly for agricultural irrigation. The water quality of Lake Kinneret is therefore a national concern, and pollutant migration from the Hula Valley is prominent. More than 95% of Israel’s natural water resources are utilized. The total national water supply is 2.11 bcm (2.11 billion cubic meters), of which 0.55 bcm comes from the Kinneret–Jordan water system and 0.7 bcm comes from desalinization. The area of the Kinneret drainage basin is 2730 km<sup>2</sup> and is located mostly to the north of the lake, of which the total Hula Valley is about 200 km<sup>2</sup>. Three major headwater rivers (Hatzbani, Banyas, and Dan) flow from the Hermon Mountain region in the northern part of the Kinneret drainage basin. These rivers join and form the Jordan River. Before the Hula drainage, the Jordan crossed the valley through three branches (tributaries) flowing into the old Lake Hula. From Lake Hula, at an altitude of 61 - 68 masl (m above mean sea level), the Jordan River flows downstream into Lake Kinneret (Mean WL 211 mbsl) for a distance of approximately 15 km. The altitude difference between top Hermon (2814 masl) and Kinneret WL (mean 211 mbsl) along a spatial distance of 70 km resulted in a mean slope of 4.3% creating a rather strong erosive force. The Jordan River contributes approximately 63% of the Kinneret water budget and more than 50% of the total external nutrient inputs. Before the drainage of the Hula Valley (1957), the land was covered by Lake Hula (1.5 m mean depth; 13 km<sup>2</sup> water surface) and 3500 ha of swamps. The swampy area was totally covered by water in the winter and partly covered in the summer. To the north of the swamps was an area (3200 ha) where water table levels were high in winter, thus making agricultural cultivation impossible. During the summer, when underground water levels declined, this 3200-ha land surface was efficiently cultivated.</p>
   <p>In the 1950s, the Hula Valley landscape underwent significant modifications. The anthropogenic intervention was carried out by drainage of the Hula swampy wetlands and old lake (1957). The land use was converted into agricultural development. Forty years later, as a result of cultivation difficulties, a reclamation project was implemented, the Hula Project (HP) resuming presently 30 years of existence. The Hula Project (HP) territory (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>) is part of the total Hula Valley which is the northern section of the Syrian-African Great Rift Valley. HP is bordered between 70 - 61 MASL altitudes and 33˚06'12'' North and 35˚36'33'' latitude coordinates. Several developments and concerns were initiated as a result of organic matter oxidation. Frequent outbreaks of subsurface unsecured fire; Soil surface subsidence deteriorating the hydrological system; Nitrogen mineralization has led to the accumulation of weakly bound nitrates, increasing the risk of leaching into Lake Kinneret and deteriorating its water quality. Additionally, the Intrusion of soluble Gypsum into the Peat organic matter has contributed to increased levels of sulfate and calcium, enhancing soil salinization. A hypothesis was considered by the late principal Hula Peat soil scientist, Dr. I. Levin (D. Levanon, personal communication): there is a linkage between nitrate enhancement in Peat and its drained water and soil salinization process. The present study examines this 50-year-old assumption about the Ecological linkage between nitrate migration and soil salinization in the Hula Valley. As well as long-term records of the dynamics of Alkalinity (ALK), Electrical Conductivity (EC), Nitrate (NO<sub>3</sub>), and Sulfate (SO<sub>4</sub>) concentration <xref ref-type="bibr" rid="scirp.140803-1">
     [1]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-3">
     [3]
    </xref> in the Peat soil drained and porewaters water in relation with soil moisture were investigated. Soil moisture was investigated. The dynamics of the chemical composition of water sampled in Canal Z (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>), which transporting drained water from the central Peat soil block in the Hula Valley conveyed into Lake Agmon Hula (LAH) (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>) were evaluated. The migration of nutrients in Peat soil, including Nitrogen, Phosphorus, Carbonates, Sulfates, and others, occurs hypsometrically, directed downwards and horizontally (spatially). This process continues continuously, representing seasonal fluctuations. A significant portion of those nutrients are deeply buried. A portion of the nutrients within the shallow (0 - 6 m) layers are exported horizontally in a north-south direction. Routine monitoring of Hydrological and soil moisture conditions was not documented in previous geological investigations in the Hula Valley. Nonetheless, the monitoring program of quantitative and qualitative qualities of surface waters was routinely recorded over the long term.</p>
   <fig id="fig1" position="float">
    <label>Figure 1</label>
    <caption>
     <title>Figure 1. Geographic outline chart map of the Hula Project territory: Major ecosystem compartments and sampling stations are arrowed; black dots are borehole drill locations for the underground water (GWT) sampling.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId16.jpeg?20250225022522" />
   </fig>
  </sec><sec id="s2">
   <title>2. Material and Methods</title>
   <sec id="s2_1">
    <title>2.1. Sampling Methodology</title>
    <p>Study Site (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>):</p>
    <p>The Hula Project (HP) territory (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>) is part of the total Hula Valley which is the northern section of the Syrian-African Great Rift Valley. HP is bordered between 70 - 61 MASL altitudes and 33˚06'12'' North and 35˚36'33'' latitude coordinates.</p>
    <p>Sampling Stations (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>):</p>
    <p>The 14 borehole drilling locations for the underground water sampling were selected as optimal presentation of soil types in the Hula Valley.</p>
    <p>The four water sampling stations represent the minimum required for optimal presentation of different surface water types in the Hula Valley. Technical difficulties prevented sampling during winter floods and a few cases of extremely low GWT during the summer of the drought season.</p>
    <p>1) Underground (GWT) waters were sampled in the 14 boreholes.</p>
    <p>2) The entrance of Canal Z into Lake Agmon-Hula (LAH). Canal Z conveys drained water from the Central block of Peat Soil.</p>
   </sec>
   <sec id="s2_2">
    <title>2.2. Sampling Methodology</title>
    <p>Sampling was carried out weekly at: 1) the entrance of Canal Z (Canal 101) into Lake Agmon-Hula (LAH) Station 57; 2) Reconstructed Jordan, Station 48; 3) the outlet of Lake Agmon effluents Station 49 and 4) Hula East Station 73 (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>). Analyzed parameters were: Electrical Conductivity (EC) (mS), NO<sub>3</sub> (ppm), SO<sub>4</sub> (ppm), Alkalinity (ALK) (as ppmCaCO<sub>3</sub>), pH and discharge (10<sup>3</sup> m<sup>3</sup>/hour). Canal Z conveys drained water from the Central block of Peat Soil within the Hula Project territory (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>). The data obtained from the Hula Project Monitor Program (1994-2024): Migal-Galilee Scientific Research Institute, Jewish National Fund and Israel Water Authority <xref ref-type="bibr" rid="scirp.140803-4">
      [4]
     </xref>-<xref ref-type="bibr" rid="scirp.140803-8">
      [8]
     </xref>.</p>
   </sec>
   <sec id="s2_3">
    <title>2.3. Chemistry</title>
    <p>The following parameters were analyzed as instructed in Standard Methods APHA 2023:</p>
    <p>Electrical Conductivity (EC)(mS), NO<sub>3</sub> (ppm), SO<sub>4</sub> (ppm), Alkalinity (ALK) (as ppm CaCO<sub>3</sub>), pH and discharge (10<sup>3</sup> m<sup>3</sup>/hour).</p>
    <p>Electrical Conductivity (EC) was measured by a Conductivity meter in-situ in the Ground Water Table and experimentally in sampled waters.</p>
    <p>Nitrate analysis was carried out using the Cadmium Reduction (NED) method on a Millipore-filtered sample. The analysis of ammonia was done using the Indophenol Method, which is based on the formation of a blue color resulting from the reaction between phenol and hypochlorite in the presence of ammonia (APHA 2023).</p>
    <p>The data obtained from the Hula Project Monitor Program (1994-2024): Migal-Galilee Scientific Research Institute, Jewish National Fund and Israel Water Authority <xref ref-type="bibr" rid="scirp.140803-4">
      [4]
     </xref>-<xref ref-type="bibr" rid="scirp.140803-8">
      [8]
     </xref>.</p>
   </sec>
   <sec id="s2_4">
    <title>2.4. Statistical Methods</title>
    <p>Statistical evaluation included the following methods: Quadratic and Linear Regressions (w/CI 95%) and scatter plots. Quadratic and linear regressions (w/CI 95%) are used for modelling linear relationships or with variable distribution with a parabolic best-fit curve, as most likely relevant to the analyses presented in this paper.</p>
   </sec>
   <sec id="s2_5">
    <title>2.5. PCA Analysis</title>
    <p>PCA Analysis is a dimensionality reduction technique for exploratory data analysis of a multivariate Gaussian distribution. The vectors shown and the separated Biplot presentation are used to visualize the data preprocessing. The data is linearly transformed into a new coordinate system such that the directions (principal components) capturing the largest variation in the data can be identified. PCA is used when variables are correlated with each other, and it is desirable to reduce their number to an independent set. The first principal component can equivalently be defined as a direction that maximizes the variance of the projected data. PCA defines a new orthogonal coordinate system that optimally describes variance in a single dataset.</p>
    <p>The statistical evaluation was carried out using the software STATA 17.0-Standard Edition for Statistics and Data Science.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Results</title>
   <sec id="s3_1">
    <title>3.1. Seasonal Fluctuations</title>
    <p>The seasonal (monthly) distribution (Quadratic Regression, w/CI95%) of NO<sub>3</sub>, Alkalinity and SO<sub>4</sub> concentrations, pH, and Electrical Conductivity in Canal Z averaged for 1994-2024 are given in <xref ref-type="fig" rid="figFigures 2-6">
      Figures 2-6
     </xref>.</p>
    <p>Results given in <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref> indicate that rainfall impacts soil moisture, enhancing the migration of NO<sub>3</sub> within the peat soil habitat, which is high from December to March and lower later.</p>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>Figure 2. Seasonal (monthly) changes (1994-2024) of NO<sub>3</sub> concentration (ppm): Quadratic regression plot (Linear Regression parameters are given).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId17.jpeg?20250225022539" />
    </fig>
    <p>Results given in <xref ref-type="fig" rid="fig3">
      Figure 3
     </xref> indicate that similar to the NO<sub>3</sub> pattern of seasonal changes, the EC level in the Peat soil drained waters is rainfall and consequently soil moisture dependent: Increase during September-April and decline later.</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>Figure 3. Seasonal (monthly) changes (1994-2024) of Electrical Conductivity (EC): Quadratic regression plot (Linear Regression parameters are given).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId18.jpeg?20250225022539" />
    </fig>
    <p>Results given in <xref ref-type="fig" rid="fig4">
      Figure 4
     </xref> indicate that similar to NO<sub>3</sub> and EC pattern of seasonal changes, the ALK level in the Peat soil drained waters is rainfall and consequently soil moisture dependent: Increase during Winter and decline during Summer.</p>
    <p>The seasonal fluctuations of NO<sub>3</sub>, EC and Alkalinity are dependent on rainfall and consequently soil moisture changes pattern.</p>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>Figure 4. Seasonal (monthly) changes (1994-2024) of Alkalinity (ALK) (ppm CaCO<sub>3</sub>, Quadratic regression plot.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId19.jpeg?20250225022539" />
    </fig>
    <p>Results shown in <xref ref-type="fig" rid="fig5">
      Figure 5
     </xref> indicate that, unlike seasonal fluctuation of NO<sub>3</sub>, EC and Alkalinity, the amplitude of seasonal pH fluctuations is rather stable.</p>
    <p>Seasonal Rainfall and Peat soil moisture induce seasonal fluctuations whilst pH changes are minor. Seasonality of nitrates and carbonate (ALK) drifted by drained waters from the peat soil, consequently enhancing EC elevation (salinization), which is a seasonal case process.</p>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>Figure 5. Seasonal (monthly) changes (1994-2024) of pH, Quadratic regression plot.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId20.jpeg?20250225022539" />
    </fig>
    <p>Results given in <xref ref-type="fig" rid="fig6">
      Figure 6
     </xref> indicate the similarity of SO<sub>4</sub> to NO<sub>3</sub>, ALK and EC patterns of seasonal changes. The proof of the dependence of SO<sub>4</sub> to NO<sub>3</sub>, ALK and EC distribution in rainfall and soil moisture distribution in the Peat soil-drained waters is getting stronger. The seasonal fluctuations of NO<sub>3</sub>, EC, Sulfate and Alkalinity in the Peat soil-drained water are dependent on rainfall and consequently soil moisture pattern of changes.</p>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>Figure 6. Seasonal (monthly) changes (1994-2024) of Sulfate (SO<sub>4</sub>) (ppm), Quadratic regression plot.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId21.jpeg?20250225022540" />
    </fig>
   </sec>
   <sec id="s3_2">
    <title>3.2. Temporal Fluctuations</title>
    <p>The Temporal, annual averages (1994-2024) distribution of EC, NO<sub>3</sub> concentration, pH, Alkalinity, and SO<sub>4</sub> concentrations in Canal Z averaged for 1994-2024 are given in <xref ref-type="fig" rid="figFigures 7-9">
      Figures 7-9
     </xref>.</p>
    <p>Results given in <xref ref-type="fig" rid="fig7">
      Figure 7
     </xref> confirm that during 1994-2024, unlike EC, temporal changes of NO<sub>3</sub> (ppm)are minor.</p>
    <fig id="fig7" position="float">
     <label>Figure 7</label>
     <caption>
      <title>Figure 7. Quadratic regression plot of temporal fluctuations of EC (upper) and NO<sub>3</sub> (lower) during 1994-2024.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId22.jpeg?20250225022542" />
    </fig>
    <p>Results given in <xref ref-type="fig" rid="fig8">
      Figure 8
     </xref> confirm minor temporal fluctuations of pH and a distinct decline of ALK during 1994-2002 and a slight increase later.</p>
    <fig id="fig8" position="float">
     <label>Figure 8</label>
     <caption>
      <title>Figure 8. Quadratic regression plot of temporal fluctuations of pH (upper) and ALK (lower) during 1994-2024.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId23.jpeg?20250225022542" />
    </fig>
    <p>Results confirm the similarity between seasonal and temporal patterns of distribution of pH, EC, ALK and SO<sub>4</sub> parameters: winter elevation and summer decline. The temporal distribution of NO<sub>3</sub> is exceptionally different.</p>
    <fig id="fig9" position="float">
     <label>Figure 9</label>
     <caption>
      <title>Figure 9. Quadratic regression plot of temporal fluctuations of Sulfate (SO<sub>4</sub>); t) from 1994-2024.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId24.jpeg?20250225022542" />
    </fig>
    <p>Results given in <xref ref-type="fig" rid="figFigures 2-6">
      Figures 2-6
     </xref> indicate that seasonal distribution patterns of EC, ALK, SO<sub>4</sub> and NO<sub>3</sub> are similar: high in winter and summer decline. The pattern of temporal distribution of EC, pH, ALK, and SO<sub>4</sub> (<xref ref-type="fig" rid="figFigures 7-9">
      Figures 7-9
     </xref>) are also similar: decline during 1994-2010. Two distributional pattern exceptions were documented: seasonal pH and temporal NO<sub>3</sub>. Soil moisture seasonality, characterized by high levels in winter and declines in summer, significantly impacts changes in the concentration of parameters (EC, pH, Alkalinity, and SO<sub>4</sub>) in drained waters, and this relationship is therefore confirmed. The temporal pattern of NO<sub>3</sub> changes represents stability due to its high availability resulting from the high Ksp of Ca(NO<sub>3</sub>)<sub>2</sub> in comparison with much lower Ksp of SO<sub>4</sub> carbonate (Gypsum). The similarity of temporal and seasonal changes of EC, pH, SO<sub>4</sub> and ALK confirm a similar response of migration capacity to soil moisture.</p>
   </sec>
   <sec id="s3_3">
    <title>3.3. Interactions between EC, NO<sub>3</sub>, and ALK Parameters</title>
    <p>The interactive relations between NO<sub>3</sub> and EC, EC and Alkalinity and NO<sub>3</sub> and Alkalinity are plotted as Linear regressions and presented in <xref ref-type="fig" rid="figFigures 10-12">
      Figures 10-12
     </xref>.</p>
    <p>The significant relationship between NO<sub>3</sub> and EC parameters in the Peat soil drained water is clearly shown in <xref ref-type="fig" rid="fig10">
      Figure 10
     </xref>.</p>
    <p>The significant relationship between EC and ALK parameters in the Peat soil drained water is clearly shown in <xref ref-type="fig" rid="fig11">
      Figure 11
     </xref>.</p>
    <p>The significant relationship between NO<sub>3</sub> and ALK parameters in the Peat soil drained water is clearly shown in <xref ref-type="fig" rid="fig12">
      Figure 12
     </xref>.</p>
    <p>Soil moisture is dependent on two water sources: Rainfall and irrigation. Quantitative Irrigation data is not available and rainfall capacity as averaged (1994-2024) for 3 stations in the Hula Valley is given in <xref ref-type="fig" rid="fig13">
      Figure 13
     </xref>.</p>
    <fig id="fig10" position="float">
     <label>Figure 10</label>
     <caption>
      <title>Figure 10. Linear regression between the monthly mean distribution of NO<sub>3</sub> (ppm) and EC (mS) during 1994-2024.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId25.jpeg?20250225022544" />
    </fig>
    <fig id="fig11" position="float">
     <label>Figure 11</label>
     <caption>
      <title>Figure 11. Linear regression between the monthly mean distribution of EC (mS) and ALK (ppm CaCO<sub>3</sub>) during 1994-2024.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId26.jpeg?20250225022544" />
    </fig>
    <fig id="fig12" position="float">
     <label>Figure 12</label>
     <caption>
      <title>Figure 12. Linear regression between the monthly mean distribution of NO<sub>3</sub> (ppm) and ALK (ppm CaCO<sub>3</sub>) during 1994-2024 <xref ref-type="bibr" rid="scirp.140803-3">
        [3]
       </xref>-<xref ref-type="bibr" rid="scirp.140803-8">
        [8]
       </xref>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId27.jpeg?20250225022543" />
    </fig>
    <p>The sub-tropical climate conditions of 4 winter wet months (12-1-3) and 8 dry summer months (4 - 11) are presented in <xref ref-type="fig" rid="fig13">
      Figure 13
     </xref>.</p>
    <fig id="fig13" position="float">
     <label>Figure 13</label>
     <caption>
      <title>Figure 13. Monthly Rainfall (mm), average (1994-2024) of Gadash, Kfar Blum and Dafna meteorological Stations in the Hula Valley.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId28.jpeg?20250225022543" />
    </fig>
   </sec>
   <sec id="s3_4">
    <title>3.4. Climate Change (Rainfall) and Ground Water Table Relations</title>
    <p>Statistical evaluation (Linear Regression) of rainfall records (2002-2017) in three stations (Gadash, Kfar Blum, Dafna) located in the Hula Valley has indicated significant similarity between each other with the following range of parameters: r<sup>2</sup> = 0.847 − 0.5145; p = &lt;0.0001 − 0.0018. The statistical relations (Linear Regression (w/95%CI) between mean (3 stations) annual rainfall and the depth (annual mean) of Ground Water Table (GWT) and the temporal changes of rainfall capacity are given in <xref ref-type="fig" rid="fig14">
      Figure 14
     </xref> and <xref ref-type="fig" rid="fig15">
      Figure 15
     </xref>.</p>
    <p>Results given in <xref ref-type="fig" rid="fig14">
      Figure 14
     </xref> indicate a positive relation between rainfall and GWT: The higher the rain, the higher is the GWT and consequently soil moisture.</p>
    <fig id="fig14" position="float">
     <label>Figure 14</label>
     <caption>
      <title>Figure 14. The statistical relations (Linear Regression (w/95%CI) between mean (3 stations) annual rainfall and the depth (annual mean) of Ground Water Table (GWT). Parameters of Linear regression (r<sup>2</sup>, p) are presented.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId29.jpeg?20250225022544" />
    </fig>
    <fig id="fig15" position="float">
     <label>Figure 15</label>
     <caption>
      <title>Figure 15. Linear Regression (w/95%CL) between temporal (2002-2017) changes of Ground Water Table (GWT) depth (m below surface) and years. Regression parameters (r<sup>2</sup>, p) are presented.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId30.jpeg?20250225022544" />
    </fig>
    <p>Considering <xref ref-type="fig" rid="fig14">
      Figure 14
     </xref>, the temporal decline of rainfall was associated with a lowering trend of GWT.</p>
    <p>Results presented in <xref ref-type="fig" rid="figFigures 14-16">
      Figures 14-16
     </xref> indicate the impact of climate change on soil moisture, GWT and consequently on the dynamics of nutrient migration in the Hula Valley.</p>
   </sec>
   <sec id="s3_5">
    <title>3.5. Principal Component Analysis (PCA)</title>
    <fig id="fig16" position="float">
     <label>Figure 16</label>
     <caption>
      <title>Figure 16. Graphical layout of PCA analysis/Biplot presentation of environmental variable combinations, NO<sub>3</sub>, NH<sub>4</sub>, Ground Water Table (total valley annual means, 1994-2024) and Annual rain (mean, Dafna).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1630341-rId31.jpeg?20250225022546" />
    </fig>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.140803-"></xref>Table 1. Principle component (Eigenvector) and explained variance by components.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="33.34%"><p style="text-align:center">Variables</p></td> 
       <td class="custom-bottom-td acenter" width="33.33%"><p style="text-align:center">dim1</p></td> 
       <td class="custom-bottom-td acenter" width="33.33%"><p style="text-align:center">dim2</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="33.34%"><p style="text-align:center">EC (mS)</p></td> 
       <td class="custom-top-td acenter" width="33.33%"><p style="text-align:center">1.2315</p></td> 
       <td class="custom-top-td acenter" width="33.33%"><p style="text-align:center">−0.6198</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="33.34%"><p style="text-align:center">Annual Rain(mm)</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">0.4241</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">1.7379</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="33.34%"><p style="text-align:center">GWT (MBS)</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">0.6983</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">1.5201</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="33.34%"><p style="text-align:center">NO<sub>3</sub> (ppm)</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">1.6780</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">−0.0806</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="33.34%"><p style="text-align:center">NH<sub>4</sub> (ppm)</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">1.5417</p></td> 
       <td class="acenter" width="33.33%"><p style="text-align:center">−0.5839</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>Coordinates 1 and 2 and total, Explained variance by component 1 = 0.4535, Explained variance by component 2 = 0.3063, Total explained variance = 0.7598.</p>
    <p>Principle components (Eigenvector): NO<sub>3</sub>, NH<sub>4</sub> and EC are negatively (inversely) correlated with Dimension 2 and all other relations are positive. (<xref ref-type="table" rid="table1">
      Table 1
     </xref>)</p>
   </sec>
  </sec><sec id="s4">
   <title>4. Discussion</title>
   <p>The Hula Valley ecosystem during the post-drainage period created environmental obstacles: efficient agricultural management without Kinneret water quality deterioration. The newly created ecosystem required a relevant management program suitable for the maintenance of agriculture, tourism and Kinneret water quality protection. The factors of nitrate migration and soil salinization are critical. Awareness of the following contradicted interests involvement within such a complicated ecosystem were: Nature protectors against natural ecosystem devastation; Agro-economical demands, such as fertilization or irrigation water allocation by the farmer’s land owners; prevention of pollutants leaking into Lake Kinneret by water managers; Touristic optional attractions for recreational designers. Therefore, the relationship between NO<sub>3</sub> migration and soil salinization, typical Hula Valley compartments, deserves a thorough consideration. The enhancement of soil moisture, which was one of the conclusions of the Hula Reclamation Project, was successfully implemented. Nevertheless, salinization was enhanced as well, and NO<sub>3</sub> migration continued intensively.</p>
   <p>Not very many Peat soil studies in the Hula Valley were carried out before drainage <xref ref-type="bibr" rid="scirp.140803-9">
     [9]
    </xref> <xref ref-type="bibr" rid="scirp.140803-10">
     [10]
    </xref>. Shortly after the Hula drainage, intensive investigations of the Peat soil texture, other edaphic features, Peat drained and porewaters and environmental impact consequences were carried out <xref ref-type="bibr" rid="scirp.140803-11">
     [11]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-16">
     [16]
    </xref>. These studies documented Gypsum accumulation and dissolution resulting in SO<sub>4</sub>, and Ca common components of Peat soil composition. Over a period of 40 years after drainage, the oxidation processes in Peat organic matter resulted in the production of nitrates in the peat soil, accompanied by sulfate (SO<sub>4</sub>) in both the soil’s porewater and drained waters <xref ref-type="bibr" rid="scirp.140803-15">
     [15]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-17">
     [17]
    </xref>. During 1994-2024, the implementation of the Hula reclamation project (HP) <xref ref-type="bibr" rid="scirp.140803-18">
     [18]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-20">
     [20]
    </xref> of the Peat land was carried out. A major part of the renovated hydrological management was due to the upper (5 - 7 m below surface) Peat soil layers implementing an increase in soil moisture and elevation of the Ground Water Table (GWT). Temporal and seasonal peat soil moisture enhancement, accompanied by GWT elevation, enriched NO<sub>3</sub>, SO<sub>4</sub>, and ALK, and increased EC in the drained water.</p>
   <p>Calcium Carbonate (source of alkalinity) and Calcium Sulfate (Gypsum, source of Sulfate) in the Peat soil were formed as common components of the Peat soil during the post-Hula drainage period. Consequently, Gypsum dissolution enriched Ca<sup>2</sup><sup>+</sup> and 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msubsup> 
       <mrow> 
        <mtext>
          SO 
        </mtext> 
       </mrow> 
       <mn>
         4 
       </mn> 
       <mrow> 
        <mn>
          2 
        </mn> 
        <mo>
          − 
        </mo> 
       </mrow> 
      </msubsup> 
     </mrow> 
    </math> inputs into the drained waters, sourced from rainfall and irrigation. Enhancement of Ca<sup>2</sup><sup>+</sup> dissolution combined with elevation of Alkalinity (water capacity to resist acidification) resulted from organic matter decay initiated precipitation of CaCO<sub>3</sub> <xref ref-type="bibr" rid="scirp.140803-17">
     [17]
    </xref>. During the post-Hula drainage period, organic matter was oxidized, emphasizing the conversion of Ammonia to Nitrate and Sulfur to Sulfate <xref ref-type="bibr" rid="scirp.140803-21">
     [21]
    </xref>. The results presented in <xref ref-type="fig" rid="figFigures 2-6">
     Figures 2-6
    </xref> (excluding <xref ref-type="fig" rid="fig5">
     Figure 5
    </xref>) (seasonal changes) and <xref ref-type="fig" rid="figFigures 7-9">
     Figures 7-9
    </xref> (excluding <xref ref-type="fig" rid="fig7">
     Figure 7
    </xref>) (Annual temporal changes) indicate a similar distributional pattern: winter increase and summer decline of NO<sub>3</sub>, EC, Alk, and SO<sub>4</sub> (seasonal) and EC, pH, ALK, and SO<sub>4</sub> (temporal). It is therefore suggested that the activation factor of Peat nutrient migration is soil moisture. The rainfall seasonality, as measured in 3 stations in the Hula valley, is a typical sub-tropical regime (<xref ref-type="fig" rid="fig12">
     Figure 12
    </xref>) which is identical to the seasonality presented in <xref ref-type="fig" rid="figFigures 2-6">
     Figures 2-6
    </xref> (excluding pH, <xref ref-type="fig" rid="fig5">
     Figure 5
    </xref>). The very minor changes in seasonal pH indicate Buffer capacity done by the ALK component.</p>
   <p>The decomposition of the high content of organic matter in Peat demands ALK buffer which is supplied through Gypsum dissolution, accompanied by enhancing EC (salinization) which is an agricultural disadvantage.</p>
   <p>Comparative temporal distribution patterns of NO<sub>3</sub> and the other soluble components (ALK, SO<sub>4</sub>) indicate discrepancy. The NO<sub>3</sub> pattern represents temporal stability and that of SO<sub>4</sub> indicates a decline during 1994-2012 and an increase later. On the contrary, the seasonal patterns of SO<sub>4</sub> and ALK of winter high and low in summer and that of NO<sub>3</sub> are similar. The seasonal and temporal distribution patterns represent the minor amplitude of pH value fluctuation. Linear Regressions of seasonal distribution of soluble components represent highly significant indication:</p>
   <p>ALK vs SO<sub>4</sub>: r<sup>2</sup> = 0.4734; p = 0.0134</p>
   <p>EC vs SO<sub>4</sub>: r<sup>2</sup> = 0.9689; p &lt; 0.0001</p>
   <p>NO<sub>3</sub> vs SO<sub>4</sub>: r<sup>2</sup> = 0.9351; p &lt; 0.0001</p>
   <p>All linear regressions between the seasonal distribution pattern of pH and soluble components were significant.</p>
   <p>It was reported that shortly after Peat soil moisture enhancement by sprinkle irrigation, an increase in denitrification activity and nitrate content enhancement were recorded <xref ref-type="bibr" rid="scirp.140803-22">
     [22]
    </xref>. Moreover, alternate wet-dry conditions during the summer irrigation regime enhanced nitrogen mineralization of the Peat organic matter and nitrate content increase <xref ref-type="bibr" rid="scirp.140803-22">
     [22]
    </xref>. The inorganic Peat constituents include, among others, CaSO<sub>4</sub>. (Gypsum), CaCO<sub>3</sub>, Ca(NO<sub>3</sub>)<sub>2</sub>, or NaNO<sub>3</sub>. The solubility Products (equilibrium) and Solubility Constants (Ksp) of these salts are different. The more soluble a substance is, the higher its Ksp value. Alternate cycling of wet-dry through seasonality of rain capacity or temporal climate change or irrigation management induces significant changes in the Peat soil moisture. Consequently, soluble Peat soil products fluctuated respectively. Seasonal changes are respectively incorporated within the correlation plot curve. Despite different Ksp values for CaCO<sub>3</sub>, Ca(NO<sub>3</sub>)<sub>2</sub> and CaSO<sub>4</sub>, the seasonal changes of soil moisture impact on their distributional patterns are similar. Meanwhile, the temporal distribution of NO<sub>3</sub> is significantly different from that of CaSO<sub>4</sub>, Alkalinity, and EC. The Ksp of anhydrite (CaSO<sub>4</sub>) (10<sup>−</sup><sup>4.36</sup>) and Hydrite (CaSO<sub>4</sub>∙2H<sub>2</sub>O) (10<sup>−</sup><sup>4.61</sup>) forms are significantly lower than that of NaNO<sub>3</sub> (0.804) or Ca(NO<sub>3</sub>)<sub>2</sub> (1.2 × 10<sup>−</sup><sup>2</sup>). Likely, the long-term (1994-2024) evaluated record accompanied by respective Ksp values confirmed a higher temporal capacity of dissolved nitrate in comparison with sulfate (<xref ref-type="fig" rid="fig7">
     Figure 7
    </xref>). The dominant factor that effectively drains and flushes NO<sub>3</sub>, SO<sub>4</sub>, EC, and Alkalinity from the Peat soil into the underground waters and forwarding into Canal Z and LAH is soil moisture. The minor seasonal and temporal changes in pH (<xref ref-type="fig" rid="fig5">
     Figure 5
    </xref>, <xref ref-type="fig" rid="fig8">
     Figure 8
    </xref>) indicate high buffer capability. Soil moisture enhanced Peat soil salts migration accompanied by nitrates. About sixty years after the considered assumption, it was confirmed that salinization of the Peat soil was created not by external contributions but by internal resources within the Peat soil. The same generator creating salinization is recommended inversely to reduce salinity: summer freshwater enhancement l allocation.</p>
   <p>The fate of nutrient migration in wetlands is a national and international issue <xref ref-type="bibr" rid="scirp.140803-23">
     [23]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-28">
     [28]
    </xref>. The Hula drainage enhanced soil nitrogen oxidation, and nitrate replaced ammonium as a significant component within the Peat soil chemical composition. Ammonium migration from the unlimited stock of ammonium within the swampy wetlands was controlled by hydrological conditions. Nitrates are weakly bound to the Peat soil particles and efficiently disconnect and migrate through water flushing, rain in winter and irrigation in summer. Consequently, a hydrological regime through the Peat-soil defines the rate of nitrate migration from the Hula. The discharge capacity of the Kinneret inflow rivers is therefore the factor that controls load migration by biomass and concentration. The impact of climate change and anthropogenic involvement in the Hula Valley is affected by fluctuated wettability and consequently, soil moisture elevation which enhances NO<sub>3</sub> migration and consequently TN, whilst dryness enhances TP migration from the peat soil in the Hula Valley <xref ref-type="bibr" rid="scirp.140803-23">
     [23]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-26">
     [26]
    </xref>. The shift of irrigation usage method from a “flood-capillarity” to moveable sprinkle lines and drip-irrigation, reduced significantly salt drainage water flux into the underground. The impacts of climate conditions (precipitation and discharge) on the nitrogen nutrient loads transportation respectively.</p>
   <p>Water mass flow types in the Hula Valley include surface runoff as aerial flood dispersed and folded within the canal system and as underground gathered in preferential pathways (tunnels, or free space). Surface and shallow depths of underground water flows within the Hula Valley are mostly directed from north to south. Nevertheless, Artesian water migration was indicated and defined as significant underground water migration in the valley <xref ref-type="bibr" rid="scirp.140803-29">
     [29]
    </xref> and was considerable in the northern and not in the southern valley region. The hydraulic gradient oriented North-South was indicated <xref ref-type="bibr" rid="scirp.140803-16">
     [16]
    </xref>. Three Hypsometrical levels of underground water were defined in the Hula Valley: 1) Surface water; 2) Underground level (Ground Water Table) (GWT, 0 - 5 m below surface) <xref ref-type="bibr" rid="scirp.140803-16">
     [16]
    </xref>; 3) “Lignite waters” (5 - 150 m below surface) <xref ref-type="bibr" rid="scirp.140803-30">
     [30]
    </xref>.</p>
   <p>Downwards migrations of the Peat-Soil nutrients, including Nitrogen, Phosphorus, Carbonates, Sulfates, and others, occur continuously with seasonal fluctuations and a significant portion of those nutrients are deeply buried. Part of the nutrients within the shallow (0 - 6 m) layers are exported horizontally north-south directed. Previous geological investigations in the Hula Valley were documented <xref ref-type="bibr" rid="scirp.140803-11">
     [11]
    </xref> <xref ref-type="bibr" rid="scirp.140803-31">
     [31]
    </xref>-<xref ref-type="bibr" rid="scirp.140803-35">
     [35]
    </xref>. Nevertheless, documentation of hydrological monitor data and soil moisture conditions was not comprehensively accomplished <xref ref-type="bibr" rid="scirp.140803-36">
     [36]
    </xref>. Underground Peat-Soil water composition studies of deep and shallow depth were documented <xref ref-type="bibr" rid="scirp.140803-16">
     [16]
    </xref> <xref ref-type="bibr" rid="scirp.140803-37">
     [37]
    </xref>. Nonetheless, the monitoring program of quantitative and qualitative qualities of surface waters was routinely recorded over the long term. A comprehensive description of the upper (shallower) different soil types in the Hula Valley during the Post Drainage Era was widely documented (among others) <xref ref-type="bibr" rid="scirp.140803-9">
     [9]
    </xref> <xref ref-type="bibr" rid="scirp.140803-21">
     [21]
    </xref> <xref ref-type="bibr" rid="scirp.140803-23">
     [23]
    </xref> <xref ref-type="bibr" rid="scirp.140803-29">
     [29]
    </xref> <xref ref-type="bibr" rid="scirp.140803-34">
     [34]
    </xref>. The present study is an informative management tool for future management design. Varieties of nutrient compositions and their concentrations resulting soil and water salinization <xref ref-type="bibr" rid="scirp.140803-38">
     [38]
    </xref>. Calcium-Sulfur-Gypsum’s Geochemical system plays the dominant role in the mechanisms of salinization in the Hula Valley <xref ref-type="bibr" rid="scirp.140803-17">
     [17]
    </xref> <xref ref-type="bibr" rid="scirp.140803-39">
     [39]
    </xref>. The present study emphasizes that salinization and nitrate migration processes in the Hula Valley are independent coincide phenomena driven by soil moisture. Nevertheless, a linkage factor through geochemical traits is absent.</p>
   <p>The geochemical independence of nitrate migration and physical Peat soil ecosystem properties such as EC, pH, and alkalinity were widely documented. Nevertheless, CaCO<sub>3</sub> Cycling’s impact on the buffer capacity, atmospheric CO<sub>2</sub> absorption, alkalinity, dissolved Ca, and EC in either aquatic or peat soil ecosystems was not correlated to NO<sub>3</sub> migration <xref ref-type="bibr" rid="scirp.140803-40">
     [40]
    </xref>.</p>
   <p>The dependence of Ca<sup>2</sup><sup>+</sup> Increase combined with release of alkalinity to organic matter decomposition in the sediments of LAH led to precipitation of CaCO<sub>3</sub> <xref ref-type="bibr" rid="scirp.140803-17">
     [17]
    </xref>. Nitrogen cycled (Nitrification and Denitrification, Ammonification) processes are produced independently with CaCO<sub>3</sub> cycle <xref ref-type="bibr" rid="scirp.140803-17">
     [17]
    </xref>.</p>
   <p>Environmental factors known to enhance denitrification include absence of O<sub>2</sub>, redox potential, soil moisture, temperature, pH value, presence of denitrification bacteria, soil type, organic matter and moisture but nitrification is excluded. The impact of redox potential and pH value on denitrification in the Hula Peat soil is probably confounded by the impact of other environmental factors. Moreover, denitrification process does not commonly occur in the shallow Peat soil layer in the Hula Valley. The suggested independence of EC and NO<sub>3</sub> distributions is supported <xref ref-type="bibr" rid="scirp.140803-41">
     [41]
    </xref> <xref ref-type="bibr" rid="scirp.140803-42">
     [42]
    </xref>. The difference between nitrate concentrations, alkalinity, pH and EC values in drained waters from mineral <xref ref-type="bibr" rid="scirp.140803-3">
     [3]
    </xref> <xref ref-type="bibr" rid="scirp.140803-43">
     [43]
    </xref> and organic soil (this paper) is significant: pH, EC, and alkalinity values are higher and Nitrate concentration is lower in the mineral soil, whilst lower pH, alkalinity, and EC values and higher NO<sub>3</sub> concentrations in Organic Hula Peat soil drained waters. Independent responses to soil moisture impact by EC and nitrate concentration are therefore concluded <xref ref-type="bibr" rid="scirp.140803-43">
     [43]
    </xref>.</p>
  </sec><sec id="s5">
   <title>5. Conclusion</title>
   <p>Salinization and nitrate migration are geochemically independent coincident processes, both enhanced by elevated soil moisture, which are crucial for future management strategies. The already implemented recommendation to enhance water allocation for summer irrigation reduced soil salinity and phosphorus migration but enhanced NO<sub>3</sub> migration, which was indicated as not harmful to Kinneret water quality in present conditions of nitrogen insufficiency. Insufficient information about seasonal changes in the distribution of hypsometrical activity of nitrification and denitrification, emphasizing blocks of agricultural crop and bird roosting habitat, and soil sampling are included in future research perspectives.</p>
  </sec><sec id="s6">
   <title>Dedication</title>
   <p>I dedicate this paper to the memory of Israel (Srulik) Levin, pioneer and one of the greatest researchers of the Hula Valley During Post Drainage, a brilliant scientist, devoted teacher, and beloved personality.</p>
  </sec><sec id="s7">
   <title>Acknowledgements</title>
   <p>Sincere appreciation is given to Prof. D. Levanon, and D. Klein, for fruitful and friendly collaboration; To V. Orlov-Levin, and M. Peres, for unpublished data supply and T. Natanson, and E. Yasur for field sampling assistance.</p>
  </sec><sec id="s8">
   <title>Author Contributions</title>
   <p>The author carried out data analysis, and evaluation and the preparation of the original draft and final version.</p>
  </sec><sec id="s9">
   <title>Data Availability Statement</title>
   <p>The data presented in this study are available on request from the corresponding author.</p>
  </sec><sec id="s10">
   <title>Funding</title>
   <p>This study was supported by the Migal-Galilee Scientific Research Institute.</p>
  </sec>
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