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Record W3124162423 · doi:10.1016/j.xjtc.2021.01.019

Utility of a bespoke 3-dimensional printed model in complex transposition

2021· article· en· W3124162423 on OpenAlex

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Bibliographic record

VenueJTCVS Techniques · 2021
Typearticle
Languageen
FieldMedicine
TopicCongenital Heart Disease Studies
Canadian institutionsUniversity of TorontoSickKids FoundationHospital for Sick Children
Fundersnot available
KeywordsBespoke3d printedTransposition (logic)Engineering drawingComputer scienceComputer graphics (images)EngineeringManufacturing engineeringBusinessArtificial intelligenceAdvertising

Abstract

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Central MessageEchocardiography, MRI, and 3D-printed models provide multimodal information to guide decision making in complex transposition. Damus-Rastelli procedure is a valuable surgical option in this setting.See Commentaries on pages 203, 204, and 206.Transposition of the great arteries (TGA), ventricular septal defect (VSD), and left ventricular outflow tract obstruction (LVOTO) are part of the spectrum of complex TGA. Several surgical techniques have been described, including Rastelli procedure, réparation à l'etage ventriculaire (REV), and the Bex-Nikaidoh procedure. Nevertheless, the optimal surgical repair is still controversial and can depend on the morphology of any individual patient, especially if there are abnormal coronary patterns.1Honjo O. Kotani Y. Bharucha T. Mertens L. Caldarone C.A. Redington A.N. et al.Anatomical factors determining surgical decision-making in patients with transposition of the great arteries with left ventricular outflow tract obstruction.Eur J Cardiothorac Surg. 2013; 44: 1085-1094Crossref PubMed Scopus (29) Google Scholar Modern imaging techniques, combining 3-dimensional (3D) printing with bespoke model orientation and annotation, can facilitate decision making. We present a case of successful repair with Damus-Rastelli procedure using echocardiography, magnetic resonance imaging (MRI), and a 3D model in the assessment of a patient with a complex TGA. Consent was obtained from the parents.Case ReportA 7-month-old-infant with TGA, VSD, and LVOTO (pulmonary valve stenosis) was brought to us for treatment. Antenatally diagnosed and born at full-term with balanced circulation, running oxygen saturation in the high 80s. Transthoracic echocardiogram confirmed a large, predominantly inlet perimembranous VSD slightly remote from the aorta. The pulmonary valve (PV) was bicuspid, stenotic, and hypoplastic (z score, –4) with good sized confluent branch pulmonary arteries (PAs) and small patent ductus. In addition, echocardiography and computed tomography angiography confirmed a single coronary pattern with intramural origin arising posteriorly with the left and right coronary arteries running between the 2 great arteries.Cardiac MRI and a series of bespoke and annotated 3D models were made to help us consider the options for surgical repair. It was determined that the patient's coronary artery anatomy would preclude Bex-Nikaidoh procedure as an option and that both Damus-Rastelli2Kalfa D. Vergnat M. Baruteau A.E. Belli E. Damus anastomosis associated with REV/Rastelli procedure allows to extend indications for anatomical repair in complex transposition of great arteries.Interact Cardiovasc Thorac Surg. 2014; 18: 844-846Crossref PubMed Scopus (3) Google Scholar procedure and REV would leave a long and angled LVOT of borderline size. The 3D model helped to visualize the extent of the infundibular septum and accurately show the position of the pulmonary annulus such that the steps necessary for VSD enlargement could be appreciated. As a result, we maximized the size of the LVOT while preserving the PV and incorporating the pulmonary root into a Damus-Rastelli type repair. The MRI alone did not allow the same appreciation that was achieved with the 3D model (Video 1 and Figures 1 and 2).Figure 1Diagram describing the intracardiac repair. The green triangle demonstrated the ventricular septal defect (VSD) enlargement with infundibular resection and the dotted yellow line indicates the intracardiac baffle. Ao, Aorta.View Large Image Figure ViewerDownload (PPT)Figure 2Multimodal images showing transposition of the great arteries (TGA), ventricular septal defect (VSD), small pulmonary artery (PA) and single coronary artery. A and B, reconstruction in 3 dimensions of the magnetic resonance imaging scan. C, Echocardiogram short axis showing a single coronary artery with intramural and intra-arterial trajectory. D, The 3-dimensional models. Ao, Aorta; LVOT, left ventricular outflow tract; RCA, right coronary artery; LMA, left mainstem coronary artery.View Large Image Figure ViewerDownload (PPT)At age 7 months, the patient underwent a Damus-Rastelli procedure consisting of an LV to aorta intracardiac baffle, VSD enlargement by resection of the infundibular septum, aorto pulmonary Damus connection, atrial septal defect closure, and right ventricle-PA conduit with a 14-mm Contegra (Medtronic, Minneapolis, Minn) conduit.Intraoperative transesophageal echocardiogram and epicardial echography showed unobstructed LV to aorta baffle, no pulmonary or aortic regurgitation, that the right ventricle-PA conduit and the PAs were unobstructed, and there was good biventricular function (Figure 3).Figure 3A, Postoperative echocardiographic 2-dimensional apical view, showing the intracardiac baffle, unobstructed left ventricular outflow tract, and anastomosis between pulmonary artery and the posterior wall of the aorta (Damus-Rastelli). B, Magnetic resonance imaging single-shot steady-state free precession images in sagittal view showing the right ventricle-pulmonary artery conduit (left panel), the Damus-Rastelli (central panel), and the ascending aorta (right panel). Ao, Aorta; PA, pulmonary artery; LVOT, left ventricular outflow tract.View Large Image Figure ViewerDownload (PPT)The patient was extubated a few hours after surgery in the critical care unit, transferred to the ward the next day, and discharged home on postoperative day 4. The 15-days and 2-months postoperative follow-ups showed unobstructed LVOT and stable result by echocardiography and MRI.DiscussionThe decision making is crucial to achieving optimal outcomes in patients with complex anatomy such as TGA-VSD-LVOTO. The single coronary pattern in this patient added to the complexity. The Damus-Rastelli procedure was chosen due to the single-origin intramural coronary pattern that would make Bex-Nikaidoh procedure very challenging, the remote VSD necessitating creation of a long LVOT, and the presence of a small but functional PV that could contribute to the LV outflow. Indeed, REV would have been an option, but we believed that it would be better to try to use the small but useful forward flow through the PV.3Ceithaml E.L. Puga F.J. Danielson G.K. McGoon D.C. Ritter D.G. Results of the Damus-Stansel-Kaye procedure for transposition of the great arteries and for double-outlet right ventricle with subpulmonary ventricular septal defect.Ann Thorac Surg. 1984; 38: 433-437Abstract Full Text PDF PubMed Scopus (29) Google Scholar,4Kumar T.K.S. Amin N. Sathanandam S. Knott-Craig C.J. Management of coronary artery arising from nonfacing sinus in transposition of great arteries.J Thorac Cardiovasc Surg. 2018; 156: e189-e190Abstract Full Text Full Text PDF PubMed Scopus (7) Google ScholarEchocardiography, MRI, 3D reconstructions, and annotated 3D-printed models all contributed to defining the anatomy and to our decision. In view of the multiple surgical options available for a biventricular strategy, it was crucial to assess each anatomical parameter by multimodal evaluation. Printed models can be generated in specific orientations to highlight the key components of the anatomy, and they can be annotated to emphasize the position of key structures such as the valve annuli (Figure 4 and Videos 1 and 2).Figure 4Three-dimensional reconstructed image showing complex transposition of the great arteries. A, External view, B, With anterior wall of the right ventricle removed. Ao, Aorta; PA, pulmonary artery; VSD, ventricular septal defect.View Large Image Figure ViewerDownload (PPT)The 3D imaging and models helped us plan the procedure and consider the implications of various surgical approaches, allowing us to exclude some approaches before coming to the most suitable. The rapid advancement in 3D printing technology allows users to now select different orientations and cut away free-wall structures to focus on the area of interest, whereas newer materials make the models easier to handle and translucent to aid 3D conceptualization (see Video 3).The limitation of these models is that they cannot show the valve leaflets, subvalvular apparatus and their relationship to the VSD, and outflow tracts, for which echocardiography imaging is still essential and has to be incorporated into the decision-making process. Echocardiography, MRI, and 3D-printed models provide multimodal information to guide decision making in complex transposition. Damus-Rastelli procedure is a valuable surgical option in this setting. Echocardiography, MRI, and 3D-printed models provide multimodal information to guide decision making in complex transposition. Damus-Rastelli procedure is a valuable surgical option in this setting. See Commentaries on pages 203, 204, and 206. See Commentaries on pages 203, 204, and 206. Transposition of the great arteries (TGA), ventricular septal defect (VSD), and left ventricular outflow tract obstruction (LVOTO) are part of the spectrum of complex TGA. Several surgical techniques have been described, including Rastelli procedure, réparation à l'etage ventriculaire (REV), and the Bex-Nikaidoh procedure. Nevertheless, the optimal surgical repair is still controversial and can depend on the morphology of any individual patient, especially if there are abnormal coronary patterns.1Honjo O. Kotani Y. Bharucha T. Mertens L. Caldarone C.A. Redington A.N. et al.Anatomical factors determining surgical decision-making in patients with transposition of the great arteries with left ventricular outflow tract obstruction.Eur J Cardiothorac Surg. 2013; 44: 1085-1094Crossref PubMed Scopus (29) Google Scholar Modern imaging techniques, combining 3-dimensional (3D) printing with bespoke model orientation and annotation, can facilitate decision making. We present a case of successful repair with Damus-Rastelli procedure using echocardiography, magnetic resonance imaging (MRI), and a 3D model in the assessment of a patient with a complex TGA. Consent was obtained from the parents. Case ReportA 7-month-old-infant with TGA, VSD, and LVOTO (pulmonary valve stenosis) was brought to us for treatment. Antenatally diagnosed and born at full-term with balanced circulation, running oxygen saturation in the high 80s. Transthoracic echocardiogram confirmed a large, predominantly inlet perimembranous VSD slightly remote from the aorta. The pulmonary valve (PV) was bicuspid, stenotic, and hypoplastic (z score, –4) with good sized confluent branch pulmonary arteries (PAs) and small patent ductus. In addition, echocardiography and computed tomography angiography confirmed a single coronary pattern with intramural origin arising posteriorly with the left and right coronary arteries running between the 2 great arteries.Cardiac MRI and a series of bespoke and annotated 3D models were made to help us consider the options for surgical repair. It was determined that the patient's coronary artery anatomy would preclude Bex-Nikaidoh procedure as an option and that both Damus-Rastelli2Kalfa D. Vergnat M. Baruteau A.E. Belli E. Damus anastomosis associated with REV/Rastelli procedure allows to extend indications for anatomical repair in complex transposition of great arteries.Interact Cardiovasc Thorac Surg. 2014; 18: 844-846Crossref PubMed Scopus (3) Google Scholar procedure and REV would leave a long and angled LVOT of borderline size. The 3D model helped to visualize the extent of the infundibular septum and accurately show the position of the pulmonary annulus such that the steps necessary for VSD enlargement could be appreciated. As a result, we maximized the size of the LVOT while preserving the PV and incorporating the pulmonary root into a Damus-Rastelli type repair. The MRI alone did not allow the same appreciation that was achieved with the 3D model (Video 1 and Figures 1 and 2).Figure 2Multimodal images showing transposition of the great arteries (TGA), ventricular septal defect (VSD), small pulmonary artery (PA) and single coronary artery. A and B, reconstruction in 3 dimensions of the magnetic resonance imaging scan. C, Echocardiogram short axis showing a single coronary artery with intramural and intra-arterial trajectory. D, The 3-dimensional models. Ao, Aorta; LVOT, left ventricular outflow tract; RCA, right coronary artery; LMA, left mainstem coronary artery.View Large Image Figure ViewerDownload (PPT)At age 7 months, the patient underwent a Damus-Rastelli procedure consisting of an LV to aorta intracardiac baffle, VSD enlargement by resection of the infundibular septum, aorto pulmonary Damus connection, atrial septal defect closure, and right ventricle-PA conduit with a 14-mm Contegra (Medtronic, Minneapolis, Minn) conduit.Intraoperative transesophageal echocardiogram and epicardial echography showed unobstructed LV to aorta baffle, no pulmonary or aortic regurgitation, that the right ventricle-PA conduit and the PAs were unobstructed, and there was good biventricular function (Figure 3).Figure 3A, Postoperative echocardiographic 2-dimensional apical view, showing the intracardiac baffle, unobstructed left ventricular outflow tract, and anastomosis between pulmonary artery and the posterior wall of the aorta (Damus-Rastelli). B, Magnetic resonance imaging single-shot steady-state free precession images in sagittal view showing the right ventricle-pulmonary artery conduit (left panel), the Damus-Rastelli (central panel), and the ascending aorta (right panel). Ao, Aorta; PA, pulmonary artery; LVOT, left ventricular outflow tract.View Large Image Figure ViewerDownload (PPT)The patient was extubated a few hours after surgery in the critical care unit, transferred to the ward the next day, and discharged home on postoperative day 4. The 15-days and 2-months postoperative follow-ups showed unobstructed LVOT and stable result by echocardiography and MRI. A 7-month-old-infant with TGA, VSD, and LVOTO (pulmonary valve stenosis) was brought to us for treatment. Antenatally diagnosed and born at full-term with balanced circulation, running oxygen saturation in the high 80s. Transthoracic echocardiogram confirmed a large, predominantly inlet perimembranous VSD slightly remote from the aorta. The pulmonary valve (PV) was bicuspid, stenotic, and hypoplastic (z score, –4) with good sized confluent branch pulmonary arteries (PAs) and small patent ductus. In addition, echocardiography and computed tomography angiography confirmed a single coronary pattern with intramural origin arising posteriorly with the left and right coronary arteries running between the 2 great arteries. Cardiac MRI and a series of bespoke and annotated 3D models were made to help us consider the options for surgical repair. It was determined that the patient's coronary artery anatomy would preclude Bex-Nikaidoh procedure as an option and that both Damus-Rastelli2Kalfa D. Vergnat M. Baruteau A.E. Belli E. Damus anastomosis associated with REV/Rastelli procedure allows to extend indications for anatomical repair in complex transposition of great arteries.Interact Cardiovasc Thorac Surg. 2014; 18: 844-846Crossref PubMed Scopus (3) Google Scholar procedure and REV would leave a long and angled LVOT of borderline size. The 3D model helped to visualize the extent of the infundibular septum and accurately show the position of the pulmonary annulus such that the steps necessary for VSD enlargement could be appreciated. As a result, we maximized the size of the LVOT while preserving the PV and incorporating the pulmonary root into a Damus-Rastelli type repair. The MRI alone did not allow the same appreciation that was achieved with the 3D model (Video 1 and Figures 1 and 2). At age 7 months, the patient underwent a Damus-Rastelli procedure consisting of an LV to aorta intracardiac baffle, VSD enlargement by resection of the infundibular septum, aorto pulmonary Damus connection, atrial septal defect closure, and right ventricle-PA conduit with a 14-mm Contegra (Medtronic, Minneapolis, Minn) conduit. Intraoperative transesophageal echocardiogram and epicardial echography showed unobstructed LV to aorta baffle, no pulmonary or aortic regurgitation, that the right ventricle-PA conduit and the PAs were unobstructed, and there was good biventricular function (Figure 3). The patient was extubated a few hours after surgery in the critical care unit, transferred to the ward the next day, and discharged home on postoperative day 4. The 15-days and 2-months postoperative follow-ups showed unobstructed LVOT and stable result by echocardiography and MRI. DiscussionThe decision making is crucial to achieving optimal outcomes in patients with complex anatomy such as TGA-VSD-LVOTO. The single coronary pattern in this patient added to the complexity. The Damus-Rastelli procedure was chosen due to the single-origin intramural coronary pattern that would make Bex-Nikaidoh procedure very challenging, the remote VSD necessitating creation of a long LVOT, and the presence of a small but functional PV that could contribute to the LV outflow. Indeed, REV would have been an option, but we believed that it would be better to try to use the small but useful forward flow through the PV.3Ceithaml E.L. Puga F.J. Danielson G.K. McGoon D.C. Ritter D.G. Results of the Damus-Stansel-Kaye procedure for transposition of the great arteries and for double-outlet right ventricle with subpulmonary ventricular septal defect.Ann Thorac Surg. 1984; 38: 433-437Abstract Full Text PDF PubMed Scopus (29) Google Scholar,4Kumar T.K.S. Amin N. Sathanandam S. Knott-Craig C.J. Management of coronary artery arising from nonfacing sinus in transposition of great arteries.J Thorac Cardiovasc Surg. 2018; 156: e189-e190Abstract Full Text Full Text PDF PubMed Scopus (7) Google ScholarEchocardiography, MRI, 3D reconstructions, and annotated 3D-printed models all contributed to defining the anatomy and to our decision. In view of the multiple surgical options available for a biventricular strategy, it was crucial to assess each anatomical parameter by multimodal evaluation. Printed models can be generated in specific orientations to highlight the key components of the anatomy, and they can be annotated to emphasize the position of key structures such as the valve annuli (Figure 4 and Videos 1 and 2).The 3D imaging and models helped us plan the procedure and consider the implications of various surgical approaches, allowing us to exclude some approaches before coming to the most suitable. The rapid advancement in 3D printing technology allows users to now select different orientations and cut away free-wall structures to focus on the area of interest, whereas newer materials make the models easier to handle and translucent to aid 3D conceptualization (see Video 3).The limitation of these models is that they cannot show the valve leaflets, subvalvular apparatus and their relationship to the VSD, and outflow tracts, for which echocardiography imaging is still essential and has to be incorporated into the decision-making process. The decision making is crucial to achieving optimal outcomes in patients with complex anatomy such as TGA-VSD-LVOTO. The single coronary pattern in this patient added to the complexity. The Damus-Rastelli procedure was chosen due to the single-origin intramural coronary pattern that would make Bex-Nikaidoh procedure very challenging, the remote VSD necessitating creation of a long LVOT, and the presence of a small but functional PV that could contribute to the LV outflow. Indeed, REV would have been an option, but we believed that it would be better to try to use the small but useful forward flow through the PV.3Ceithaml E.L. Puga F.J. Danielson G.K. McGoon D.C. Ritter D.G. Results of the Damus-Stansel-Kaye procedure for transposition of the great arteries and for double-outlet right ventricle with subpulmonary ventricular septal defect.Ann Thorac Surg. 1984; 38: 433-437Abstract Full Text PDF PubMed Scopus (29) Google Scholar,4Kumar T.K.S. Amin N. Sathanandam S. Knott-Craig C.J. Management of coronary artery arising from nonfacing sinus in transposition of great arteries.J Thorac Cardiovasc Surg. 2018; 156: e189-e190Abstract Full Text Full Text PDF PubMed Scopus (7) Google Scholar Echocardiography, MRI, 3D reconstructions, and annotated 3D-printed models all contributed to defining the anatomy and to our decision. In view of the multiple surgical options available for a biventricular strategy, it was crucial to assess each anatomical parameter by multimodal evaluation. Printed models can be generated in specific orientations to highlight the key components of the anatomy, and they can be annotated to emphasize the position of key structures such as the valve annuli (Figure 4 and Videos 1 and 2). The 3D imaging and models helped us plan the procedure and consider the implications of various surgical approaches, allowing us to exclude some approaches before coming to the most suitable. The rapid advancement in 3D printing technology allows users to now select different orientations and cut away free-wall structures to focus on the area of interest, whereas newer materials make the models easier to handle and translucent to aid 3D conceptualization (see Video 3). The limitation of these models is that they cannot show the valve leaflets, subvalvular apparatus and their relationship to the VSD, and outflow tracts, for which echocardiography imaging is still essential and has to be incorporated into the decision-making process. Supplementary Datahttps://www.jtcvstechniques.org/cms/asset/8faca1f2-3f50-42f1-a19f-019451f2b680/mmc1.mp4Loading ... Download .mp4 (1.1 MB) Help with .mp4 files Video 1Free-breathing axial cine steady-state free precession images illustrating the surgical result. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.02 MB) Help with files Video 1Free-breathing axial cine steady-state free precession images illustrating the surgical result. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext.https://www.jtcvstechniques.org/cms/asset/db1de08d-941f-49f1-94e0-b0b89f397c20/mmc2.mp4Loading ... Download .mp4 (1.18 MB) Help with .mp4 files Video 2Free-breathing steady-state free precession images illustrating the surgical result in short axis view. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.03 MB) Help with files Video 2Free-breathing steady-state free precession images illustrating the surgical result in short axis view. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext.https://www.jtcvstechniques.org/cms/asset/7b258be5-aef8-44b3-b50e-2bba21843028/mmc3.mp4Loading ... Download .mp4 (67.74 MB) Help with .mp4 files Video 3Anatomical description based on 3-dimensional printing model. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.02 MB) Help with files Video 3Anatomical description based on 3-dimensional printing model. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. https://www.jtcvstechniques.org/cms/asset/8faca1f2-3f50-42f1-a19f-019451f2b680/mmc1.mp4Loading ... Download .mp4 (1.1 MB) Help with .mp4 files Video 1Free-breathing axial cine steady-state free precession images illustrating the surgical result. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.02 MB) Help with files Video 1Free-breathing axial cine steady-state free precession images illustrating the surgical result. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext.https://www.jtcvstechniques.org/cms/asset/db1de08d-941f-49f1-94e0-b0b89f397c20/mmc2.mp4Loading ... Download .mp4 (1.18 MB) Help with .mp4 files Video 2Free-breathing steady-state free precession images illustrating the surgical result in short axis view. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.03 MB) Help with files Video 2Free-breathing steady-state free precession images illustrating the surgical result in short axis view. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext.https://www.jtcvstechniques.org/cms/asset/7b258be5-aef8-44b3-b50e-2bba21843028/mmc3.mp4Loading ... Download .mp4 (67.74 MB) Help with .mp4 files Video 3Anatomical description based on 3-dimensional printing model. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Download .jpg (.02 MB) Help with files Video 3Anatomical description based on 3-dimensional printing model. Video available at: https://www.jtcvs.org/article/S2666-2507(21)00085-7/fulltext. Commentary: Simplifying complex heart defects through modelingJTCVS TechniquesVol. 7PreviewThree-dimensional (3D) printing has been searching for its purpose, and has found at least 1 home. Contreras and colleagues1 delve into a particularly vexing lesion—transposition of the great arteries-ventricular septal defect-left ventricular outflow tract obstruction—and briefly outline the many surgical strategies that might be considered to reconstruct this defect. Traditional echocardiography and magnetic resonance imaging were coupled with a superior 3D appreciation via a physical model that ultimately influenced preoperative planning and intraoperative execution of a Damus-Rastelli repair. Full-Text PDF Open AccessCommentary: Complex transposition: Preparing for successJTCVS TechniquesVol. 7Preview“By failing to prepare, you are preparing to fail.” —Benjamin Franklin Full-Text PDF Open AccessCommentary: Inspection of 3-dimensional rendered hearts will become the standard of care before complex congenital heart surgeryJTCVS TechniquesVol. 7PreviewIn the current issue of JTCVS Techniques, Contreras and colleagues1 from Toronto report the case of a 7-month-old child with complex transposition of the great arteries, ventricular septal defect (VSD), pulmonary stenosis, and single coronary artery who was evaluated for biventricular repair using echocardiography, magnetic resonance imaging (MRI), and a 3-dimensional (3D) printed heart. In the written report and the accompanying expert video presentation by Dr Barron, the authors demonstrate how the 3D printed model served as a useful adjunct for planning the surgical repair, which entailed a Yasui operation (Damus–Kaye–Stansel/Rastelli) with VSD enlargement. Full-Text PDF Open Access

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.389
Threshold uncertainty score0.365

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.045
GPT teacher head0.334
Teacher spread0.289 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it