cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q8h6xn
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calceolaria fothergillii Aiton"
 ]
}

 The dataset includes 47 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067407-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrngv7
title: Occurrence Download

description: A dataset containing 3045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-74.23844 40.70558,-74.03586 40.70558,-74.03586 40.90098,-74.23844 40.90098,-74.23844 40.70558))",
 "MediaType is Image",
 "TaxonKey is Insecta",
 "Year 2019-2024"
 ]
}

 The dataset includes 3045 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003381-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyobco
title: Occurrence Download

description: A dataset containing 18582 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erynnis tages (Linnaeus, 1758)"
 ]
}

 The dataset includes 18582 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051422-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-28343
title: Housing hearing (State Building), 1952

description: 7 images. Housing hearing (State Building), 28 May 1952. Mayor Fletcher Bowron; A.H. Nuemann (State Officer); Frank Wilkinson (Director of Information for Housing Authority).
DOI: 10.15468/dl.a3kqdk
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium hohuanense S.S.Ying"
 ]
}

 The dataset includes 186 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197234-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcfjby
title: Occurrence Download

description: A dataset containing 1769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Osyris lanceolata Steud. & Hochst. ex A.DC."
 ]
}

 The dataset includes 1769 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012825-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qyrsu
title: Occurrence Download

description: A dataset containing 85669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca major L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 85669 records from 847 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021050-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-43484
title: Ann Sterling beating story, 1952

description: 39 images. Ann Sterling beating story, 24 March 1952. Ann Sterling, actress, victim; Elizabeth Ann Jackson; Mrs. Marilyn Jenkins; Nurse W. R. Pace; Bob Calhoun, oil man, whom she accused of beating her; Bob Dunn; Sergeant S.J. Humphrey; Detective Gil Leslie.
DOI: 10.15468/dl.kucugu
title: Occurrence Download

description: A dataset containing 14983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microtus arvalis (Pallas, 1779)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14983 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051424-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6c4w4e
title: Occurrence Download

description: A dataset containing 1237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Vitellaria paradoxa C.F.Gaertn.",
 "Year 1000-2006"
 ]
}

 The dataset includes 1237 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005723-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-43512
title: Ann Sterling beating story, 1952

description: 39 images. Ann Sterling beating story, 24 March 1952. Ann Sterling, actress, victim; Elizabeth Ann Jackson; Mrs. Marilyn Jenkins; Nurse W. R. Pace; Bob Calhoun, oil man, whom she accused of beating her; Bob Dunn; Sergeant S.J. Humphrey; Detective Gil Leslie.
DOI: 10.15468/dl.d6kwsb
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceriops zippeliana Blume"
 ]
}

 The dataset includes 300 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069208-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ertt9
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strigops habroptila G.R.Gray, 1845",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051426-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-44050
title: Western Union pickets in shorts, 1952

description: 8 images. Western Union pickets in shorts, 8 May 1952. Vetta Coffey; Mr. and Mrs. Laurence C. Steele (married from meeting on picket lines).; Supplementary material reads: "Western Union girl pickets, 7th and Flower. Vetta Coffey leads girl pickets, 7th and Flower".
DOI: 10.15468/dl.szhnh5
title: Occurrence Download

description: A dataset containing 19062 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium hornemannii Rchb."
 ]
}

 The dataset includes 19062 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197236-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uurgw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pristimantis bambu Arteaga-Navarro & Guayasamin, 2011"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023439-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-43538
title: Yo-yo contest (Griffith Park playground), 1952

description: 5 images. Yo-yo contest (Griffith Park playground), 29 March 1952. Bill Woodard -- 14 years (Champion); Jane Woolner -- 15 years.
DOI: 10.15468/dl.h41rwz
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microtus guentheri (Danford & Alston, 1880)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051427-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nb58fs
title: Occurrence Download

description: A dataset containing 1106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Krascheninnikovia ceratoides (L.) Gueldenst."
 ]
}

 The dataset includes 1106 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013651-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-114089
title: Drunk with gun, 1953

description: 4 images. Drunk with gun, 12 January 1953. Raymond Fields (being searched by police); Sergeant Vernon Ball; Officer Sidney Riegel; Mrs. Aino fields. ; Caption slip reads: "Photographer: Glickman. Date: 1953-01-12. Reporter: McDowell. Assignment: Drunk with gun, 13946 Sherman Way, Van Nuys. 113-114-115-116: Police search Raymond Fields. Sgt. Vernon Ball with gun as officer Sidney Riegel holds Raymond Fields. Raymond Fields goes into police car. Going to file complaint is Mrs. Aino Fields and police."
DOI: 10.15468/dl.pc6ycn
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Saccopteryx canescens Thomas, 1901"
 ]
}

 The dataset includes 326 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063938-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ow8pts
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microtus majori Thomas, 1906",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051431-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa3p5y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhacophorus belalongensis Dehling & Grafe, 2008",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008049-231120084113126/datasets/export for details.
DOI: 10.25549/examiner-c44-114187
title: Girl receives stolen goods from holdup gang, 1953

description: 4 images. Girl receives stolen goods from holdup gang, 16 January 1953. Sharon Richeson, 18.
DOI: 10.5281/zenodo.12616016
title: STING OPS: HeLa Unstimulated Secondary Screen Single-Cell Features

description: Classification and functional characterization of regulators of intracellular STING trafficking identified by genome-wide optical pooled screening

Single-cell features and coordinates for HeLa secondary screen, unstimulated, without rolling ball background subtraction.

Images available at gs://opspublic-east1/STINGOpticalPooledScreen/Images/SEC_HeLa.

README for additional image information is at gs://opspublic-east1/STINGOpticalPooledScreen/STING_README.
DOI: 10.5281/zenodo.12616017
title: STING OPS: HeLa Unstimulated Secondary Screen Single-Cell Features

description: Classification and functional characterization of regulators of intracellular STING trafficking identified by genome-wide optical pooled screening

Single-cell features and coordinates for HeLa secondary screen, unstimulated, without rolling ball background subtraction.

Images available at gs://opspublic-east1/STINGOpticalPooledScreen/Images/SEC_HeLa.

README for additional image information is at gs://opspublic-east1/STINGOpticalPooledScreen/STING_README.
DOI: 10.5281/zenodo.12624972
title: Custom Scripts For Solar Panel Identification

description: These are custom scripts that are used for the Solar Panel Identification, adpated from the scripts provided by:Lei, H., Akhtar, N., Shah, M., & Mian, A. (2023). Mesh Convolution With Continuous Filters for 3-D Surface Parsing. IEEE Transactions on Neural Networks and Learning Systems. IEEE.

 Git Repository: "https://github.com/EnyaHermite/PicassoPlus".
DOI: 10.5281/zenodo.12624973
title: Custom Scripts For Solar Panel Identification

description: These are custom scripts that are used for the Solar Panel Identification, adpated from the scripts provided by:Lei, H., Akhtar, N., Shah, M., & Mian, A. (2023). Mesh Convolution With Continuous Filters for 3-D Surface Parsing. IEEE Transactions on Neural Networks and Learning Systems. IEEE.

 Git Repository: "https://github.com/EnyaHermite/PicassoPlus".
DOI: 10.15468/dl.8std76
title: Occurrence Download

description: A dataset containing 5457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anaxagorea acuminata (Dunal) A.DC., Anaxagorea allenii R.E.Fr., Anaxagorea angustifolia Timmerman, Anaxagorea borneensis (Becc.) J.Sinclair, Anaxagorea brachycarpa R.E.Fr., Anaxagorea brevipedicellata Timmerman, Anaxagorea brevipes Benth., Anaxagorea crassipetala Hemsl., Anaxagorea dolichocarpa Sprague & Sandwith, Anaxagorea gigantophylla R.E.Fr., Anaxagorea guatemalensis Standl., Anaxagorea inundata P.E.Berry & R.B.Miller, Anaxagorea javanica Blume, Anaxagorea javanica Blume, Anaxagorea luzonensis A.Gray, Anaxagorea manausensis Timmerman, Anaxagorea pachypetala (Diels) R.E.Fr., Anaxagorea panamensis Standl., Anaxagorea petiolata R.E.Fr., Anaxagorea phaeocarpa Mart., Anaxagorea prinoides (Dunal) A.DC., Anaxagorea rheophytica Maas & Westra, Anaxagorea silvatica R.E.Fr.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 5457 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008540-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25217588
title: Supporting datasets

description: We used topsoil removal to restore the diversity of a grassland
DOI: 10.6084/m9.figshare.25217588.v2
title: Supporting datasets

description: We used topsoil removal to restore the diversity of a grassland
DOI: 10.6084/m9.figshare.25217588.v3
title: Supporting datasets

description: We used topsoil removal to restore the diversity of a grassland
DOI: 10.15468/dl.geuhuk
title: Occurrence Download

description: A dataset containing 13753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xylopia aethiopica (Dunal) A.Rich., Xylopia aromatica (Lam.) Mart., Xylopia bocatorena Schery, Xylopia brasiliensis Spreng., Xylopia crinita R.E.Fr., Xylopia frutescens Aubl., Xylopia langsdorfiana A.St.-Hil. & Tul., Xylopia macrantha Triana & Planch., Xylopia nitida Dunal, Xylopia peruviana R.E.Fr., Xylopia pulcherrima Sandwith, Xylopia surinamensis R.E.Fr.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 13753 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008541-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zmdaj
title: Occurrence Download

description: A dataset containing 3108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gerres longirostris (Lacepède, 1801)"
 ]
}

 The dataset includes 3108 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008542-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26150860
title: University of Glasgow test dataset for UKRN pilot 7 and 8

description: Dataset for UKRN pilot 7 and 8 that includes details of Univeraity of Glasgow published research articles.
DOI: 10.15468/dl.4hqu4b
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "Country is one of (Hong Kong, Chinese Taipei, China, Macao)",
 "TaxonKey is Grus japonensis (Statius Muller, 1776)",
 "Year 2014-2023"
 ]
}

 The dataset includes 36 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008544-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxuw9a
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ozotoceros bezoarticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 853 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008545-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12624953
title: Data and Code of Ba3MI3

description: We have used the Quantum Espresso software in Linux operating system to running all the code.1. By making a psedo file with the pseudopotentials of Ba, P, As, Sb and I.

2. Then we have coded the codes in appropriate manner.

3. Then we have run the scf file by using the command: pw.x<Ba3PI3.scf.in/Ba3AsI3.scf.in/Ba3SbI3.scf.in>Ba3PI3.scf.out/Ba3AsI3.scf.out/Ba3SbI3.scf.out

4. Then we have run the nscf file by using the command: pw.x<Ba3PI3.nscf.in/Ba3AsI3.nscf.in/Ba3SbI3.nscf.in>Ba3PI3.nscf.out/Ba3AsI3.nscf.out/Ba3SbI3.nscf.out

5. Then we have run the bands file by using the command: bands.x<Ba3PI3.bands.in/Ba3AsI3.bands.in/Ba3SbI3.bands.in>Ba3PI3.bands.out/Ba3AsI3.bands.out/Ba3SbI3.bands.out and using plotband.x to plot the bands fig in xmgrace.

6. Then we have run the pdos file by using the command: projwfc.x<Ba3PI3.pdos.in/Ba3AsI3.pdos.in/Ba3SbI3.pdos.in>Ba3PI3.pdos.out/Ba3AsI3.pdos.out/Ba3SbI3.pdos.out

7. Then we have run the eps file by using the command: epsilon.x<Ba3PI3.eps.in/Ba3AsI3.eps.in/Ba3SbI3.eps.in>Ba3PI3.eps.out/Ba3AsI3.eps.out/Ba3SbI3.eps.out

After that, we have to get the values from SCAPS-1D software and plot the given data on this file using Origin Pro 2018 software.
DOI: 10.5281/zenodo.12624954
title: Data and Code of Ba3MI3

description: We have used the Quantum Espresso software in Linux operating system to running all the code.1. By making a psedo file with the pseudopotentials of Ba, P, As, Sb and I.

2. Then we have coded the codes in appropriate manner.

3. Then we have run the scf file by using the command: pw.x<Ba3PI3.scf.in/Ba3AsI3.scf.in/Ba3SbI3.scf.in>Ba3PI3.scf.out/Ba3AsI3.scf.out/Ba3SbI3.scf.out

4. Then we have run the nscf file by using the command: pw.x<Ba3PI3.nscf.in/Ba3AsI3.nscf.in/Ba3SbI3.nscf.in>Ba3PI3.nscf.out/Ba3AsI3.nscf.out/Ba3SbI3.nscf.out

5. Then we have run the bands file by using the command: bands.x<Ba3PI3.bands.in/Ba3AsI3.bands.in/Ba3SbI3.bands.in>Ba3PI3.bands.out/Ba3AsI3.bands.out/Ba3SbI3.bands.out and using plotband.x to plot the bands fig in xmgrace.

6. Then we have run the pdos file by using the command: projwfc.x<Ba3PI3.pdos.in/Ba3AsI3.pdos.in/Ba3SbI3.pdos.in>Ba3PI3.pdos.out/Ba3AsI3.pdos.out/Ba3SbI3.pdos.out

7. Then we have run the eps file by using the command: epsilon.x<Ba3PI3.eps.in/Ba3AsI3.eps.in/Ba3SbI3.eps.in>Ba3PI3.eps.out/Ba3AsI3.eps.out/Ba3SbI3.eps.out

After that, we have to get the values from SCAPS-1D software and plot the given data on this file using Origin Pro 2018 software.
DOI: 10.6084/m9.figshare.26151108
title: Estimating Latent-Variable Panel Data Models Using Parameter-Expanded SEM Methods

description: This paper presents new estimation algorithms for three types of dynamic panel data models with latent variables: factor models, discrete choice models, and persistent-transitory quantile processes. The new methods combine the parameter expansion (PX) ideas in Liu et al. (1998) with the stochastic expectation-maximization (SEM) algorithm in likelihood and moment-based contexts. The goal is to facilitate convergence in models with a large space of latent variables by improving algorithmic efficiency. This is achieved by specifying expanded models within the M step. Effectively, we are proposing new estimators for the pseudo-data within iterations that take into account the fact that the model of interest is misspecified for draws based on parameter values far from the truth. We establish the asymptotic equivalence of the likelihood-based PX-SEM to an alternative SEM algorithm with a smaller expected fraction of missing information compared to the standard SEM based on the original model, implying a faster global convergence rate. Finally, in simulations we show that the new algorithms significantly improve the convergence speed relative to standard SEM algorithms, sometimes dramatically so, by reducing the total computing time from hours to a few minutes.
DOI: 10.6084/m9.figshare.26151108.v1
title: Estimating Latent-Variable Panel Data Models Using Parameter-Expanded SEM Methods

description: This paper presents new estimation algorithms for three types of dynamic panel data models with latent variables: factor models, discrete choice models, and persistent-transitory quantile processes. The new methods combine the parameter expansion (PX) ideas in Liu et al. (1998) with the stochastic expectation-maximization (SEM) algorithm in likelihood and moment-based contexts. The goal is to facilitate convergence in models with a large space of latent variables by improving algorithmic efficiency. This is achieved by specifying expanded models within the M step. Effectively, we are proposing new estimators for the pseudo-data within iterations that take into account the fact that the model of interest is misspecified for draws based on parameter values far from the truth. We establish the asymptotic equivalence of the likelihood-based PX-SEM to an alternative SEM algorithm with a smaller expected fraction of missing information compared to the standard SEM based on the original model, implying a faster global convergence rate. Finally, in simulations we show that the new algorithms significantly improve the convergence speed relative to standard SEM algorithms, sometimes dramatically so, by reducing the total computing time from hours to a few minutes.