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Record W4415437568 · doi:10.1097/js9.0000000000003583

Abstracts of the International Society of Liver Surgeons, 6th Congress of International Advanced HBP Surgery 2025 (ISLS 2025)

2025· article· en· W4415437568 on OpenAlexaboutno aff

Bibliographic record

VenueInternational Journal of Surgery · 2025
Typearticle
Languageen
FieldMedicine
TopicHepatocellular Carcinoma Treatment and Prognosis
Canadian institutionsnot available
Fundersnot available
KeywordsMEDLINEAlternative medicine

Abstract

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October 22-25, 2025, Toronto, Canada Abstract #: SESS-133 Topic: Basic/Others Title: Mechanisms Of Histopathological Vascular Damage Caused By Pancreatic Juice Leakage Authors:Yusuke Seki, The University of Tokyo; Takeaki Ishizawa, Department of Hepatobiliary-Pancreatic Surgery, Graduate School of Medicine, Osaka Metropolitan University, 1-4-3 Asahi-machi, Abeno-ku, Osaka 545-8585, Japan; Genki Watanabe, Department of Hepatobiliary-Pancreatic Surgery, Graduate School of Medicine, Osaka Metropolitan University, 1-4-3 Asahi-machi, Abeno-ku, Osaka 545-8585, Japan; Yujiro Nishioka, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan; Akihiko Ichida, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan; Takeshi Takamoto, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan; Yoshikuni kawaguchi, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan; Nobuhisa Akamatsu, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan; Kiyoshi Hasegawa, Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan Introduction: To investigate the enzymatic interactions that cause histological changes in the vascular wall to help prevent bleeding complications after pancreatic surgery. During pancreatic surgery, severe hemorrhage can result from the accumulation of pancreatic juice and digestive fluids around vascular stumps. However, the specific digestive enzymes and their interactions that cause histological damage to vascular walls remain unclear. Methods: Histopathological changes in porcine arterial and venous walls were examined 48 h after exposure to enzymatic solutions and human pancreatic juice, with or without a mixture of other digestive fluids obtained from four patients undergoing pancreatoduodenectomy. Moreover, the protective effect of a protease inhibitor added to active pancreatic juice against histopathological damage was evaluated. Results: Thinning of the arterial walls, with degeneration of smooth muscle nuclei and muscle/collagen fibers in the media, was significant after exposure to trypsin or chymotrypsin, and, among human digestive fluids, only after exposure to pancreatic juice mixed with intestinal fluid. Venous walls were more vulnerable to proteases and digestive fluids. Histopathological changes in the arterial wall were prevented when 10 units of nafamostat mesylate (protease inhibitor) were added to the pancreatic juice mixed with intestinal fluid. Conclusion: The activation of pancreatic proteases through mixing with intestinal fluids is a major factor causing histological damage to the arterial media, leading to aneurysm formation and rupture of the vascular wall. Developing methods for the localized and continuous administration of protease inhibitors around vascular stumps could reduce life-threatening bleeding complications after pancreatic surgery. Abstract #: SESS-18 Topic: Basic/Others Title: Value-Based Surgical Outcome Score for Comprehensive Healthcare Assessment: Novel Metric for Prioritizing Patient-Centered Care Authors:Dimitri Raptis, King Faisal Specialist Hospital and Research Center, Riyadh,; Dimitri A. Raptis, Organ Transplant Center of Excellence, King Faisal Specialist Hospital and Research Centre, Riyadh; Milo A. Puhan, Epidemiology, Biostatistics and Prevention Institute, University of Zurich, Zurich, Switzerland; Elizabeth A, Pomfret, Division of Transplant Surgery, Department of Surgery, University of Colorado Health, Denver, Colorado; Pierre-Alain Clavien, Wyss Translational Center, University of Zurich, Zurich, Switzerland; Dieter C. Broering, Organ Transplant Center of Excellence, King Faisal Specialist Hospital and Research Centre, Riyadh Introduction: Rising healthcare costs demand a strategic reallocation of resources and the development of metrics that evaluate financial, patient-reported, and clinical outcomes comprehensively. Traditional surgical metrics often overlook cost and patient experiences. The novel Value-Based Surgical Outcome Score (VBS) integrates these aspects to enhance resource allocation and patient care across surgical disciplines. Methods: The VBS Score combines patient satisfaction, quality of life (QoL), cost, and traditional surgical outcomes into a unified metric. It categorizes surgical disciplines and procedures into high, middle, and low priorities to guide resource distribution. This study utilizes simulation data of 5200 cases generated through Python, and surgical expertise to replicate real-world clinical scenarios. Data analysis was conducted using R. Results: The VBS Score using simulation data ranked for example Cardiac, HPB Surgery, and Organ Transplantation as top priorities, with scores of 70, 69, and 69 respectively, indicating high patient satisfaction and QoL impacts. Lower-priority disciplines like Maxillofacial and Plastic/Reconstructive Surgery scored 53 and 51, respectively, showing lesser patient satisfaction and QoL. Statistical analysis revealed patient satisfaction and QoL as the most influential factors in the VBS Score (r=0.81&r=0.80). Conclusion: The VBS Score effectively demonstrates the importance of integrating patient satisfaction, QoL, and cost into surgical prioritization. This framework aids in optimizing resource allocation and enhancing patient outcomes. By focusing on patient-centered care, healthcare institutions can improve clinical outcomes and potentially receive more funding and support. The VBS Score offers a comprehensive tool for assessing and prioritizing surgical care, promoting a value-driven approach in healthcare. Abstract #: SESS-264 Topic: Basic/Others Title: Effect of Hepatic Steatosis on Immune Profile of Perfused Livers Authors:Joshua Badshah, Stanford University; Greta Cywinska, Stanford University, Surgery; Shuling Han, Stanford University, Surgery; Tetsuya Tajima, Stanford University, Surgery; Olivia Martinez, Stanford University, Surgery; Sheri Krams, Stanford University, Surgery; Marc Melcher, Stanford University, Surgery; Varvara Kirchner, Stanford University, Surgery Introduction: The shortage of high quality donor organs in liver transplantation has prompted the need to use marginal grafts like steatotic livers, despite higher risks. Normothermic machine perfusion (NMP) has emerged as a promising strategy to improve outcomes of marginal grafts by enabling functional assessment before transplantation and facilitating therapeutic interventions. However, its effects on the hepatic immune landscape remain unclear. This study uses whole-genome RNA sequencing to profile immune responses in viable and nonviable lean and steatotic human livers during NMP. Methods: Lean (n = 6) and steatotic (n = 5) human livers underwent 12 hours (h) of NMP. Viability was assessed based on lactate levels, pH, flow rates, glucose metabolism, bile production, and perfusion homogeneity. Bulk RNA sequencing was performed on liver biopsies collected at 0 and 3 h. Immune deconvolution was conducted using CIBERSORT, and molecular pathways were analyzed via Gene Set Enrichment Analysis (GSEA). Results: Viability assessment classified 3 lean and 2 steatotic livers as viable, and 3 lean and 3 steatotic as nonviable. Immune deconvolution of 22 cell types revealed baseline (0 h) enrichment of CD8+ T cells in steatotic nonviable livers and plasma cells in lean nonviable livers. After 3 hours of NMP, steatotic nonviable livers showed increased CD8+ T cells, activated NK cells, and M2 macrophages, with reduced Tregs—changes absent in lean grafts. Gene Set Enrichment Analysis (GSEA) at 3 hours revealed that steatotic nonviable livers had significant upregulation of immune-related pathways. In contrast, lean nonviable livers lacked immune pathway enrichment and instead showed downregulation of IL-17 and NF-κB signaling—key mediators of inflammatory cytokine production and immune cell recruitment. Conclusion: Our findings demonstrate that NMP affects the hepatic immune cell repertoire differently in steatotic and lean livers. Therefore, tailoring immune modulation strategies to graft type may optimize the preservation and recovery of grafts. Abstract #: SESS-273 Topic: Basic/Others Title: Gender Representation in Liver Transplantation and Hepatobiliary Surgery: A Cross-Sectional Bibliometric and Institutional Analysis of Leadership and Recognition Authors:Kacylia Roy Proulx, McGill University; Cami Sotomayor, Department of Digestive Surgery, Pontificia Universidad Católica de Chile, Gender Equity Initiative in Global Surgery; Kacylia Roy Proulx, Faculty of Medicine and Health Sciences, McGill University, Gender Equity Initiative in Global Surgery; Brenda Feres, Medical Faculty, Kursk State Medical University, Gender Equity Initiative in Global Surgery; Patricia Rebolledo, Department of Digestive Surgery, Pontificia Universidad Católica de Chile Introduction: Despite progress in gender equity in surgery, women remain underrepresented in academic and leadership roles, particularly in high-acuity fields like liver transplantation (LT) and hepatobiliary (HPB). Although EDI initiatives have gained traction, their impact remains unclear. Existing literature focuses on general surgery and isolated metrics, limiting understanding of how gender disparities manifest across the academic continuum. This study addresses that gap through a longitudinal, analysis of in academic and Methods: A analysis was were from the top in using gender was via and at Data on and were collected from and and leadership were assessed using and Results: A of and for and HPB surgery, for of and of in and of and of in academic analyzed across four major were to of in HPB and data on leadership and and across academic and leadership Conclusion: remain underrepresented in and leadership across and HPB surgery. disparities the need for to gender equity and academic and for is to a more and in these high-acuity surgical Abstract #: Topic: Basic/Others Title: Liver and Normothermic A Of The University Hospital of Department of Hepatobiliary Surgery and Liver de Research and de of and Department of and de Research and de de Research and de de de Department of Medical Liver de Department of de Department of and de Department of and de Department of Hepatobiliary Surgery and Liver de Research and de de Introduction: liver more to and to outcomes and often Normothermic machine perfusion (NMP) therapeutic like may by de enhancing to a lesser through pathway This study a for of steatotic grafts. Methods: A with and was for liver In on steatotic human and liver assessed and The was in a in perfusion of porcine and human livers. pathway and of were evaluated. Results: A was with and In reduced by in and respectively, without In livers, in and with hepatic of via of In steatotic human livers, a in without histological of Gene analysis by revealed upregulation of with and downregulation of in de the of Conclusion: This study the for liver in and human livers. the of a strategy using and the for clinical Abstract #: Topic: Basic/Others Title: Surgical in a A on and Medical Center, University School of Department of Surgery, Medical Center, University School of Medicine Introduction: Surgical their can patient may improve of their impact on preservation is in This study the impact of on the and quality of surgical in focusing on liver across Methods: liver were collected and using was assessed using and was based on and quality was analyzed across four and and a were to for and Results: the from to and the from to and However, quality analysis showed a in scores before and scores before The significant in = and = in Despite analysis that the as and Conclusion: surgical enhance may aspects of particularly in findings the need for a approach that and patient and and across and healthcare Abstract #: Topic: Title: The in Hospital Hospital Hospital Hospital Hospital Hospital Hospital Hospital Hospital Hospital Introduction: is particularly in or is often may surgical and outcomes. a novel and evaluate its impact on and Methods: analyzed patients underwent was and classified into four or wall wall or and wall and Results: patients had cases showed increased and higher and patients had and higher higher Conclusion: in is with increased surgical and outcomes. Our and with and of of the surgical strategy in This is the study to and a tool to guide Abstract #: Topic: Title: of the of University Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, Medical Center Introduction: of is more as the of is Although have the clinical of the or of is study on the clinical of the of the of the Methods: The of was as the of the of a on the of the surgical the outcomes surgery on the and on the patients with after surgery. Results: A of patients with were in with on the had of = and = to with on the patients with patients had a of had and showed or in Conclusion: on the had outcomes with on the Abstract #: Topic: Title: by Surgery Surgery for University of University Health HPB Surgical Toronto, University Health HPB Surgical Toronto, Department of Surgery, Division of Transplantation Surgery, University Health HPB Surgical Toronto, Liver Transplant and Hepatobiliary Surgery, Transplantation Institute, School of Medicine at Liver Transplant and Hepatobiliary Surgery, Transplantation Institute, School of Medicine at of Department of Surgery, Division of Organ University School of Medicine, Hospital University HPB Center Universidad de HPB Center Universidad de HPB Center Universidad de School of Medicine, University of Health University, Health University, Universidad de Department of and University of Department of Digestive Surgery, University Hospital and School of Medicine, University of Health and School of Health, University of Toronto, Toronto, University Health HPB Surgical Toronto, Canada Introduction: is with and Surgery offers the only is in a to may and improve its remains conducted study to evaluate outcomes of surgery in Methods: undergoing for and across 12 institutions were were by by surgery or and were to and outcomes and A analysis was performed in patients with or Results: and underwent patients had more and more was higher in the = with and of and and in was higher in the = In was with = with significant in = significant were in or complications In patients and were Conclusion: In patients had more at baseline and In analysis with and and indicating of in with Abstract #: Topic: Title: of Surgery for A Center Analysis University of University of Department of Surgical Division of and Hepatobiliary Surgery; University of Department of Surgical Division of and Hepatobiliary Surgery; University of Department of Surgical Division of and Hepatobiliary Surgery; University of Department of Surgical Division of and Hepatobiliary Surgery; University of Department of Surgical Division of and Hepatobiliary Surgery; University of Department of Surgical Division of and Hepatobiliary Surgery Introduction: Liver Surgery is for to surgery and improve the of in to of and and Methods: This is a study performed on a of patients underwent surgery at the Hepatobiliary of the University of and or Results: liver for were performed from to 2025, in and clinical were The of major was in and were for surgery were higher in surgery The of was in surgery the of were higher in the was was and surgery Conclusion: surgery for is and and may have result the of the Abstract #: Topic: Title: A of University University of Introduction: surgery for has with and as the Despite of in is Methods: analyzed the outcomes of patients underwent during a in surgery and Data on and complications were Results: and showed significant the showed significant by on the of was in the to the However, were significant in scores on or at and were the Conclusion: using the a significant in to surgery, in to these findings and clinical Abstract #: Topic: Title: Of The Hospital Hospital Hospital Health and Care University Introduction: To investigate outcomes of in the that Methods: undergoing for and across 22 were was as with data clinical and Results: Of the patients patients underwent for In the was and was patients was reduced in with had a vascular and to and respectively, The and was in patients with to more gender and Liver were with Conclusion: of is with clinical and outcomes in HPB Abstract #: Topic: Title: of After Surgery The Hospital Hospital Hospital Health and Care University Introduction: To the of patients with in the before and after the and factors for and Methods: undergoing for and across 22 were and were into and the data and Results: patients underwent surgery for were was the and were and of increased with in the and in the reduced at and the Liver and liver were of and were with Conclusion: has a significant in the administration of of in HPB The use of was factor for Abstract #: Topic: Title: The Of Liver In Of Hospital Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Hospital HPB Surgery and Liver Transplant Introduction: is with significant and data on the during and its impact on surgical outcomes. This study the bile liver and the of in patients undergoing for Methods: study at a in and bile and liver biopsies were Statistical Results: Of patients with underwent was (n = The was (n = in (n = bile was with = were in (n = The of and the of or production was with increased of surgical = and = was with development = Conclusion: bile for understanding outcomes. and liver the of and Abstract #: Topic: Title: outcomes after surgical in a study Division of Surgery, Department of Surgery, Hospital de de Division of Hepatobiliary and Surgery, Department of Surgery, University Division of Surgery, Department of Surgery, Hospital de de Division of Surgery, Department of Surgery, Hospital de de Division of Surgery, Department of Surgery, Hospital de de Division of Surgery, Department of Surgery, Hospital de de Division of Surgery, Department of Surgery, Hospital Division of Surgery, Department of Surgery, Hospital de de Division of Surgery, Department of Surgery, Hospital de de Introduction: of the bile increased of and In the surgical has as a in the of The in the literature is based on the as was by in However, in with surgical procedures and can or Methods: performed a analysis of patients that underwent surgery for in Hospital de and to The was on the or and the were Results: for and for were the was in the and in the in complications were of was 12 in the and in the After of of patients and in 3 patients for with surgery and 2 with for for was and Conclusion: Surgical for is and and outcomes and Abstract #: Topic: Title: of to Surgery in with A Center University University Department of and Transplant Surgery; University Department of and Transplant Surgery; University Department of and Transplant Surgery; University Department of and Transplant Surgery; University Department of and Transplant Surgery Introduction: is a with and Surgical remains the remains unclear. This study to investigate impact of to surgery on and outcomes in patients underwent surgery for at Methods: This study patients underwent surgical for and was as the and surgery. analysis was to the for were into and Outcome and Results: Of underwent surgical To reduce only major were and cases with or of the liver were the study of patients was was with a of was = analysis as the was in of with a significant in of the significant were in or Conclusion: Despite the and in surgical were with these findings in the and to to Abstract #: Topic: Liver Title: of the Liver in Liver University Liver Institute, University of Medicine, of Medicine, University, of Medicine, State University, Center for and University; Department of Medicine, Medical Center, University of of Medicine, University; Division of Surgery, Department of Surgery, University Division of and Department of Surgery, University Division of and Department of Surgery, University Division of Surgery, Department of Surgery, University Department of Surgery, Medical Center, University School of Medicine, Department of Surgery, Medical Center, University School of Medicine, Introduction: liver remains a and is for surgical outcomes. This study to investigate the of the liver for Methods: A analysis was conducted on patients underwent and and were and factors for Results: Of the patients with showed the as of = The analysis revealed of for with of of and of Conclusion: The is a significant of into may improve and guide surgical Abstract #: Topic: Liver Title: of a and a Hepatobiliary in the of A University of University Hospital University of University HPB Surgery University HPB Surgery University of University HPB Surgery University of University HPB Surgery University HPB Surgery University HPB Surgery Department Introduction: The of on of clinical and as in healthcare. This study to from a with for Methods: A of patients with to hepatobiliary at from to were were and to were using a and specific The were as as Results: patients were Liver was classified as A in in and in was a for of patients a for the The with in of cases and in strategies liver in in care in and in cases the for more by Conclusion: This study the and in may of in clinical to when with Abstract #: Topic: Liver Title: of the from the Liver Surgery University University HPB Dimitri Raptis, King Faisal Specialist University Hospital Medical Department of Surgery; University Hospital Medical Center, Transplant University HPB Division Introduction: liver surgery is a for patients with or This study to evaluate patient surgical and in a undergoing liver surgery. Methods: A analysis was conducted on patients underwent liver surgery. analysis was performed on R. Results: The of the was with a gender distribution. patients were from the and of liver and of the were the most was to of The underwent liver with without with a of and of complications in of with major complications in was The was with of at and at 10 Conclusion: liver surgery is with significant and high rates, outcomes can in the importance of and patient to optimize outcomes in surgical Abstract #: Topic: Liver Title: Hepatic A University Organ Transplantation Center, University Organ Transplantation Center, University Organ Transplantation Center, University Organ Transplantation Center, University Organ Transplantation Center, University Organ Transplantation Center, University Introduction: with hepatic a surgical particularly when liver preservation is hepatic is a viable a a to optimize approach for a Methods: A with with revealed a 10 in and the a Liver was without or were and analysis showed a liver of with of the and was Results: Liver was performed using a The was the and the by a the and After the the was using The and liver The with of 3 with and The patient had with liver on and was on 10 with A bile the liver with and Conclusion: and using a is a and approach for the This Abstract #: Topic: Liver Title: with Liver Hospital de Hospital de Hospital de Hospital de Hospital de Hospital de Hospital de Hospital de Introduction: of liver on liver as and its to surgical the of a patient with liver with a with of A strategy using and liver was The and Methods: the of a patient with liver with a with of A and liver was Results: The and To the has in a of cases in The with is a of 10 patients with liver and is that a of with of the of the In the was The and liver the of in with patient is Conclusion: demonstrates the of and that is to replicate surgical strategies in with the of surgery. Abstract #: Topic: Liver Title: In The Department of Surgery, Department of Surgery, Department of Surgery, Introduction: vascular of the liver the flow with perfusion and is a for the hepatic to their with the It the of and the of the and by Liver is performed using Methods: The patient was a women a with a and a localized in to the hepatic and the its in the A to was performed the flow with in perfusion of the liver using perfusion Results: 2 of were The in the was 10 and flow was at Liver was at The was and were was with at after surgery. Conclusion: The use of perfusion machine is in In with the obtained in liver transplantation on marginal could reduce of the the of liver and improve Abstract #: Topic: Liver Title: assessment for Leakage After Liver University of University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery; University of of Surgical Division of and Hepatobiliary Surgery Introduction: is a significant of liver to increased of surgical and healthcare of patients could improve and outcomes. offers a promising approach by interactions among that traditional methods may This study to and a to the of bile Methods: This study patients underwent liver at the Hepatobiliary Surgery of The was into and were and was assessed using the the The was based on was Results: bile A The of these patients had and underwent major surgery or hepatic exposure and and in was The the Of the the 10 via by bile surgical and Conclusion: can surgical and the of to and of bile Abstract #: Topic: Liver Title: Analysis Of The In To The Hospital A Center University of Department of Surgery; Department of Surgery; University of Department of Surgery; Department of Surgery; Department of Surgery; Department of Surgery Introduction: Of Of To After The To Of The Surgical Of A Of In Methods: Cross-Sectional Of A Of Our After Results: A Surgical To The Surgery Our The Of

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.155
Threshold uncertainty score0.667

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.082
GPT teacher head0.292
Teacher spread0.211 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Published2025
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