cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/s7khp-hkq71
title: CB15N,M2 buffer

description: Raw data files of CB15N,M2 buffer
description: <strong>Tilt Series Date:</strong> 2009-11-06</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: °, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -12.0 μm,  magnification: 34000x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Purification / Growth Conditions / Treatment:</strong> synchronized in M2 buffer</p>
  aba2009-11-06-30_slicer7411.jpg: filaments aba2009-11-06-30_slicer7412.jpg: unknown tube aba2009-11-06-30_slicer7413.jpg: flat vesicle
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2009-11-06-30/rawdata/</p>09nov06a_swarmerM2buffer_035.st,  Tilt Series (Pixel Size 0.632 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2009-11-06-30/rawdata/09nov06a_swarmerM2buffer_035.st"
        > <i class="download icon"></i> Download </a></p>

        09nov06a_swarmerM2buffer_035.rec,  Reconstruction (Pixel Size 1.264 nm), 260.9 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2009-11-06-30/3dimage_9064/09nov06a_swarmerM2buffer_035.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/25bte-1z474
title: Acetonema longum

description: Vegetative septa of A. longum
description: <strong>Tilt Series Date:</strong> 2011-04-18</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Acetonema longum</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> uploadraptor</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Eric Matson grew the cells</p>
<strong>Sample Preparation:</strong> quantifoil grid R2/2, 20nm gold, 100% humidity</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2011-04-18-1/3dimage_25324/</p>11apr18d_gr2_001_full.rec,  Reconstruction (Pixel Size 1.9 nm), 419.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2011-04-18-1/3dimage_25324/11apr18d_gr2_001_full.rec"
        > <i class="download icon"></i> Download </a></p>

        11apr18d_gr2_001.mrc,  Tilt Series (Pixel Size 0.95 nm), 947.9 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2011-04-18-1/rawdata/11apr18d_gr2_001.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/x9yw5-d7y55
title: MP II3 27.5KX

description: Mycoplasma pneumonia II3 mutant, bad alignment
description: <strong>Tilt Series Date:</strong> 2009-10-15</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Mycoplasma pneumoniae</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-63.0°, 63.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> data collected by Jian; processed by Jian</p>
<strong>Sample Preparation:</strong> QF grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-27/rawdata/</p>09oct15a_Box169C_030.mrc,  Tilt Series (Pixel Size 0.774 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-27/rawdata/09oct15a_Box169C_030.mrc"
        > <i class="download icon"></i> Download </a></p>

        09oct15a_Box169C_030_full.rec,  Reconstruction (Pixel Size 1.548 nm), 367.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-27/3dimage_16597/09oct15a_Box169C_030_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/t5prc-y7c91
title: MP P200 27.5KX

description: Mycoplasma pneumonia P200 mutant, bad alignment
description: <strong>Tilt Series Date:</strong> 2009-12-29</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Mycoplasma pneumoniae</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> data collected by Jian; processed by Jian</p>
<strong>Sample Preparation:</strong> QF grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-12-29-1/rawdata/</p>09dec29a_b613a_001.mrc,  Tilt Series (Pixel Size 0.774 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-12-29-1/rawdata/09dec29a_b613a_001.mrc"
        > <i class="download icon"></i> Download </a></p>

        09dec29a_b613a_001_part.rec,  Reconstruction (Pixel Size 1.548 nm), 419.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-12-29-1/3dimage_16771/09dec29a_b613a_001_part.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/v05v0-9ss92
title: LD 4Q

description: low density TarCF-4Q on vesicles
description: <strong>Tilt Series Date:</strong> 2014-02-20</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Escherichia coli in vitro</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -10.0 μm,  magnification: 34000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Lynmarie Thompson</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2014-02-20-28/rawdata/</p>LD4Qmanualblot0028.mrc,  Tilt Series (Pixel Size 0.35 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2014-02-20-28/rawdata/LD4Qmanualblot0028.mrc"
        > <i class="download icon"></i> Download </a></p>

        LD4Qmanualblot0028_full.rec,  Reconstruction (Pixel Size 1.4 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2014-02-20-28/3dimage_39206/LD4Qmanualblot0028_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/g4qpe-qqs54
title: Parachlamydia acanthamoebae

description: Intact cells purified vom amoeba cultures
description: <strong>Tilt Series Date:</strong> 2011-08-04</p>
<strong>Data Taken By:</strong> Martin Pilhofer</p>
<strong>Species / Specimen:</strong> Parachlamydia acanthamoebae</p>
<strong>Strain:</strong> UV-7</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (0.0°, 0.0°), step: °, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSF tomo</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Collaborators and Roles:</strong> Matthias Horn</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Purified</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2011-08-04-67/rawdata/</p>2011_08_04_C5_0022.st,  Tilt Series (Pixel Size 0.95 nm), 1.0 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        2011_08_04_C5_0022.rec,  Reconstruction (Pixel Size 1.89 nm), 374.7 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2011-08-04-67/3dimage_31756/2011_08_04_C5_0022.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/njkcn-wbe33
title: MP II3 27.5KX

description: Mycoplasma pneumonia II3 mutant, bad alignment
description: <strong>Tilt Series Date:</strong> 2009-10-15</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Mycoplasma pneumoniae</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-63.0°, 63.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> data collected by Jian; processed by Jian</p>
<strong>Sample Preparation:</strong> QF grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-31/rawdata/</p>09oct15a_Box169C_034.mrc,  Tilt Series (Pixel Size 0.774 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-31/rawdata/09oct15a_Box169C_034.mrc"
        > <i class="download icon"></i> Download </a></p>

        09oct15a_Box169C_034_part.rec,  Reconstruction (Pixel Size 1.548 nm), 367.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2009-10-15-31/3dimage_16605/09oct15a_Box169C_034_part.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/sqjrv-xz157
title: HUVECs

description: HUVECs- no treatment- optimizing blotting and freezing parameters
description: <strong>Tilt Series Date:</strong> 2010-10-05</p>
<strong>Data Taken By:</strong> Cora Woodward</p>
<strong>Species / Specimen:</strong> HUVECs</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Purification / Growth Conditions / Treatment:</strong> whole cells grown on grids and transfected</p>
<strong>Sample Preparation:</strong> manual blotting</p>
description: Files available via S3 at ps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2010-10-05-5/rawdata/</p>10oct05a_C29_4_00003gr_00001sq_v02_00003hl_v01_00005tomo.st,  Tilt Series (Pixel Size 0.5 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2010-10-05-5/rawdata/10oct05a_C29_4_00003gr_00001sq_v02_00003hl_v01_00005tomo.st"
        > <i class="download icon"></i> Download </a></p>

        10oct05a_C29_4_00003gr_00001sq_v02_00003hl_v01_00005tomo_full.rec,  Reconstruction (Pixel Size 2.0 nm), 346.0 MB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/gx6jd-d3j86
title: E.coli "strain11" A413T CheAoff

description: E.coli methylation site mutant locked in a CHeA inactivating state
description: <strong>Tilt Series Date:</strong> 2011-03-04</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: °, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 34000x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> mutant from John S. Parkinson</p>
<strong>Purification / Growth Conditions / Treatment:</strong> cells grown at 30C in TB to log phase, then treated with penicillin for one hour </p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2011-03-04-5/rawdata/</p>11mar04a_coli11_011.st,  Tilt Series (Pixel Size 0.0 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2011-03-04-5/rawdata/11mar04a_coli11_011.st"
        > <i class="download icon"></i> Download </a></p>

        11mar04a_coli11_011.rec,  Reconstruction (Pixel Size 0.0 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2011-03-04-5/3dimage_15502/11mar04a_coli11_011.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/38ntynwd45.1
title: Experimental Validation of S809 Airfoil and Comparison of lift and drag coefficients of Owl, Seagull and S809 Airfoils.

description: The dataset (Experimental Validation of S809 Airfoil) compares the experimental data of S809 airfoil with the data obtained from CFD analysis. The experimental data is taken from Colorado State University, and the selected Reynolds number is 500,000 at a wind speed of 7.3 m/s. This experimental data is taken from the article "Unsteady Aerodynamics Experiment Phase VI: Wind Tunnel Test Configurations and Available Data Campaigns". The CFD data is in good agreement with the experimental data. The data is present in both tabular and in graphical form.

The datset (Comparison of lift and drag coefficients of Owl, Seagull and S809 Airfoils) compares the lift and drag coefficients of Owl, Seagull and S809 airfoil obtained from CFD to find out which airfoil will have higher lift to drag ratio, and hence which one can serve better when used in the design of wind turbine. The data is present in both tabular and in graphical form.


Contributors: Raja Walied and Raja Moiz.
DOI: 10.22002/rj6k4-3n202
title: C65_HuvecspNL24h_11122012

description: Whole cells were grown on Au finder grids and infected with pNLGFP. Sample frozen 24h post infection
description: <strong>Tilt Series Date:</strong> 2011-11-13</p>
<strong>Data Taken By:</strong> Cora Woodward</p>
<strong>Species / Specimen:</strong> HUVECs</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: None μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> UCSFTomo</p>
<strong>Collaborators and Roles:</strong> pNLGFP proviral construct provided by Irvin Chen UCLA</p>
<strong>Sample Preparation:</strong> manual blotting</p>
description: Files available via S3 at ttps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2011-11-13-18/rawdata/</p>12nov10_C65_HuvecspNL24h_AT4BT1_0018.mrc,  Tilt Series (Pixel Size 0.45 nm), 3.4 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        12nov10_C65_HuvecspNL24h_AT4BT1_0018_full.rec,  Reconstruction (Pixel Size 1.8 nm), 530.0 MB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/7kb1t-07r29
title: C65_HuvecspNL24h_11122012

description: Whole cells were grown on Au finder grids and infected with pNLGFP. Sample frozen 24h post infection
description: <strong>Tilt Series Date:</strong> 2011-11-12</p>
<strong>Data Taken By:</strong> Cora Woodward</p>
<strong>Species / Specimen:</strong> HUVECs</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: None μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> UCSFTomo</p>
<strong>Collaborators and Roles:</strong> pNLGFP proviral construct provided by Irvin Chen UCLA</p>
<strong>Sample Preparation:</strong> manual blotting</p>
description: Files available via S3 at ttps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2011-11-12-23/rawdata/</p>12nov10_C65_HuvecspNL24h_AT1BT2_0023.mrc,  Tilt Series (Pixel Size 0.45 nm), 3.4 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        12nov10_C65_HuvecspNL24h_AT1BT2_0023_full.rec,  Reconstruction (Pixel Size 1.8 nm), 530.0 MB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/v3cs9mgmr2.1
title: 2D DIC Generator, 3D DIC Generator, and Speckle Pattern Scoring Python Code

description: Code used to generate the patterns for 2D and 3D DIC for laser-ablation printing as well as scoring the various patterns in question. The processes these scripts were used in is further elaborated in the article: "Optimization of Digital Image Correlation Patterning with Laser-Based Methods".
DOI: 10.15468/dl.kgqppy
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelasgus laconicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047086-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/dxz7e-z5e09
title: MP PrkC 27.5KX

description: Mycoplasma pneumonia PrkC mutant
description: <strong>Tilt Series Date:</strong> 2010-01-02</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Mycoplasma pneumoniae</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> data collected by Jian; processed by Jian</p>
<strong>Sample Preparation:</strong> QF grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2010-01-02-49/rawdata/</p>10jan02b_B116a_053.mrc,  Tilt Series (Pixel Size 0.774 nm), 1.0 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        10jan02b_B116a_053_1k.rec,  Reconstruction (Pixel Size 0.0 nm), 37.2 MB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/hftybb3vrx
title: Development of an Efficient Artificial Intelligence based Clinical Assessment System for patients with Lumbar Prolapsed Intervertebral Disc and its Correlation with Magnetic Resonance Imaging findings

description: The dataset used for developing and validating the AI-based clinical assessment system for lumbar prolapsed intervertebral disc (PIVD) was constructed through a phased and structured process, beginning with clinical assessments of 12 patients with MRI-confirmed PIVD to identify the most pertinent diagnostic parameters. These parameters, including demographic, anthropometric, symptomatic, and neurological findings, served as the foundation for subsequent data compilation. 
Expert consensus was then obtained from 12 specialists (9 physiotherapists, 2 neurologists, and 1 neurosurgeon) through a Delphi-based survey, where each parameter was rated on a 5-point Likert scale, and those with ≥70% agreement were retained or refined for inclusion. 
Based on these validated parameters, clinical and demographic data were collected from 100 patients with MRI-confirmed lumbar PIVD to create the primary dataset for training and testing the AI system, with variables such as age, gender, BMI, occupation, limb length discrepancy, duration of symptoms, pain, radicular signs, neurological findings, and standard clinical tests recorded and coded into binary, ordinal, or normalized continuous formats to facilitate machine learning processing. 
Finally, a dataset of 29 patients, assessed using the developed AI system and their corresponding MRI diagnoses, was compiled to evaluate the agreement between the AI-based diagnosis and MRI findings, using the same coding approach as the primary dataset to ensure consistency. Together, these datasets formed a comprehensive and standardized framework for parameter determination, AI model training, and diagnostic correlation with MRI as the reference standard.