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Record W4322699923 · doi:10.1016/s0022-5347(05)64025-6

The Effect of Finasteride on the Expression of Vascular Endothelial Growth Factor and Microvessel Density: A Possible Mechanism for Decreased Prostatic Bleeding in Treated Patients

2003· article· en· W4322699923 on OpenAlex
Gyan Pareek, Maria Shevchuk, Noel A. Armenakas, LJILJANA VASJOVIC, David A. Hochberg, Jay Basillote, John A. Fracchia

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Bibliographic record

VenueThe Journal of Urology · 2003
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicAngiogenesis and VEGF in Cancer
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineFinasterideVascular endothelial growth factorMicrovesselMechanism (biology)UrologyVEGF receptorsInternal medicineCancer researchAndrologyAngiogenesisProstateCancer

Abstract

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No AccessJournal of UrologyCLINICAL UROLOGY: Original Articles1 Jan 2003The Effect of Finasteride on the Expression of Vascular Endothelial Growth Factor and Microvessel Density: A Possible Mechanism for Decreased Prostatic Bleeding in Treated Patients GYAN PAREEK, MARIA SHEVCHUK, NOEL A. ARMENAKAS, LJILJANA VASJOVIC, DAVID A. HOCHBERG, JAY B. BASILLOTE, and JOHN A. FRACCHIA GYAN PAREEKGYAN PAREEK , MARIA SHEVCHUKMARIA SHEVCHUK , NOEL A. ARMENAKASNOEL A. ARMENAKAS , LJILJANA VASJOVICLJILJANA VASJOVIC , DAVID A. HOCHBERGDAVID A. HOCHBERG , JAY B. BASILLOTEJAY B. BASILLOTE , and JOHN A. FRACCHIAJOHN A. FRACCHIA View All Author Informationhttps://doi.org/10.1016/S0022-5347(05)64025-6AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail Abstract Purpose: Several studies have confirmed the benefit of finasteride in limiting hematuria from benign prostatic hyperplasia. Vascular endothelial growth factor (VEGF), a potent stimulator of angiogenesis, and microvessel density have been independently evaluated in the mechanism of decreased bleeding observed in patients treated with finasteride. We evaluated the expression of VEGF and suburethral prostatic microvessel density in patients with benign prostatic hyperplasia treated with finasteride. Materials and Methods: The study included 24 patients undergoing prostatic surgery for benign disease, of whom 12 were given finasteride for a minimum of 6 weeks before surgery and the remaining 12 served as controls. Sections from the prostatic urothelium and hyperplastic prostate were individually stained for CD34 specific for nascent blood vessels and VEGF. Analysis of each specimen was performed in a blinded fashion. Microvessel density was calculated by counting the number of positively stained blood vessels on 10 consecutive, nonoverlapping, high power fields within the suburethral and hyperplastic prostate compartments. VEGF expression was examined by immunohistochemistry. Statistical analysis of the results was performed using Student's t test. Results: Prostatic suburethral VEGF expression and microvessel density were significantly lower in the finasteride group compared to controls (p <0.05). Differences in VEGF expression and microvessel density at the level of the hyperplastic prostate were not found to be significantly different between the 2 groups. Conclusions: Decreased expression of VEGF by finasteride inhibits angiogenesis and significantly decreases microvessel density in prostatic suburethral tissue. This sequential relationship provides histochemical insight into the mechanism by which finasteride reduces prostatic urethral bleeding. 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Panaiyadiyan S, Singh P and Nayak B (2022) Haematuria in Critically Ill Cancer Patients Onco-critical Care, 10.1007/978-981-16-9929-0_27, (301-314), . Lima C, Angrimani D, Flores R and Vannucchi C (2021) Endocrine, prostatic vascular, and proapoptotic changes in dogs with benign prostatic hyperplasia treated medically or surgicallyDomestic Animal Endocrinology, 10.1016/j.domaniend.2020.106601, VOL. 75, (106601), Online publication date: 1-Apr-2021. Silva M, Estrada J, Gregório B, Sampaio F and Souza D (2021) Does treatment with dutasteride or finasteride has impact on renal morphology? Experimental studyActa Cirúrgica Brasileira, 10.1590/acb360703, VOL. 36, NO. 7 Yan J, Li X and Li Y (2021) The Treatment of Benign Prostate Hyperplasia Prostatic Arterial Embolization, 10.1007/978-981-15-6836-7_2, (7-11), . Brucker B, Katz M and Siev M (2021) Management of BPH and LUTS Design and Implementation of the Modern Men's Health Center, 10.1007/978-3-030-54482-9_7, (127-152), . Angrimani D, Francischini M, Brito M, Vannucchi C and Thomas J (2020) Prostatic hyperplasia: Vascularization, hemodynamic and hormonal analysis of dogs treated with finasteride or orchiectomyPLOS ONE, 10.1371/journal.pone.0234714, VOL. 15, NO. 6, (e0234714) Chung J, Seo W, Oh C, Kim S, Park M, Park S, Yu J, Lee C, Kim W, Park T, Min K and Chung J (2020) Effect of 5α-reductase inhibitors on the efficiency of thulium:yttrium-aluminium-garnet (RevoLix®) vaporesection for treating benign prostatic hyperplasiaInvestigative and Clinical Urology, 10.4111/icu.2020.61.1.67, VOL. 61, NO. 1, (67), . Matta R, Dvorani E, Wallis C, Hird A, LaBossiere J, Kulkarni G, Kodama R, Carr L, Radomski S, Saskin R, Herschorn S and Nam R (2019) Complications after surgery for benign prostatic enlargement: a population-based cohort study in Ontario, CanadaBMJ Open, 10.1136/bmjopen-2019-032170, VOL. 9, NO. 12, (e032170), Online publication date: 1-Dec-2019. Kim E, Jin B, Chung T, Bae S, Park H, Ryu D, Jin L, An H and Ha K (2019) 6-sialyllactose ameliorates dihydrotestosterone-induced benign prostatic hyperplasia through suppressing VEGF-mediated angiogenesisBMB Reports, 10.5483/BMBRep.2019.52.9.113, VOL. 52, NO. 9, (560-565), Online publication date: 30-Sep-2019. Froese N, Wang H, Zwadlo C, Wang Y, Grund A, Gigina A, Hofmann M, Kilian K, Scharf G, Korf-Klingebiel M, Melchert A, Signorini M, Halloin C, Zweigerdt R, Martin U, Gruh I, Wollert K, Geffers R, Bauersachs J and Heineke J (2018) Anti-androgenic therapy with finasteride improves cardiac function, attenuates remodeling and reverts pathologic gene-expression after myocardial infarction in miceJournal of Molecular and Cellular Cardiology, 10.1016/j.yjmcc.2018.08.011, VOL. 122, (114-124), Online publication date: 1-Sep-2018. Yang T, Chen M, Lin W, Li C, Tsai W, Chiu A and Ko M (2018) Preoperative treatment with 5α-reductase inhibitors and the risk of hemorrhagic events in patients undergoing transurethral resection of the prostate – A population-based cohort studyClinics, 10.6061/clinics/2018/e264, VOL. 73, (e264), . Abdi E and Campbell A (2018) Urological Symptoms and Side Effects of Treatment The MASCC Textbook of Cancer Supportive Care and Survivorship, 10.1007/978-3-319-90990-5_31, (469-503), . Fouda A and Bazeed A (2017) Hematuria and Hematospermia Associated with the Use of Finasteride for the Treatment of Androgenic Alopecia: A Case ReportDrug Safety - Case Reports, 10.1007/s40800-017-0059-7, VOL. 4, NO. 1, Online publication date: 1-Dec-2017. McAuley E, Mustafi D, Simons B, Valek R, Zamora M, Markiewicz E, Lamperis S, Williams A, Roman B, Vezina C, Karczmar G, Oto A and Vander Griend D (2017) Magnetic Resonance Imaging and Molecular Characterization of a Hormone-Mediated Murine Model of Prostate Enlargement and Bladder Outlet ObstructionThe American Journal of Pathology, 10.1016/j.ajpath.2017.07.014, VOL. 187, NO. 11, (2378-2387), Online publication date: 1-Nov-2017. Abo El-Enen M, Tawfik A, El-Abd A, Ragab M, El-Abd S, Elrashidy M, Elmashad N, Rasheed M and El-Abd S (2019) Goserelin acetate before transurethral resection of moderately enlarged benign prostatic hyperplasia: Prospective randomised-controlled clinical trialArab Journal of Urology, 10.1016/j.aju.2015.09.007, VOL. 14, NO. 1, (59-65), Online publication date: 1-Mar-2016. ZHANG Z and LV L (2015)(2015) Effect of local insulin injection on wound vascularization in patients with diabetic foot ulcerExperimental and Therapeutic Medicine, 10.3892/etm.2015.2917, VOL. 11, NO. 2, (397-402), Online publication date: 1-Feb-2016. Sun F, Crisóstomo V, Báez-Díaz C and Sánchez F (2015) Prostatic Artery Embolization (PAE) for Symptomatic Benign Prostatic Hyperplasia (BPH): Part 2, Insights into the Technical RationaleCardioVascular and Interventional Radiology, 10.1007/s00270-015-1238-5, VOL. 39, NO. 2, (161-169), Online publication date: 1-Feb-2016. Montico F, Kido L, San Martin R, Rowley D and Cagnon V (2015) Reactive stroma in the prostate during late life: The role of microvasculature and antiangiogenic therapy influencesThe Prostate, 10.1002/pros.23045, VOL. 75, NO. 14, (1643-1661), Online publication date: 1-Oct-2015. Busetto G, Giovannone R, Antonini G, Rossi A, Del Giudice F, Tricarico S, Ragonesi G, Gentile V and De Berardinis E (2015) Short-term pretreatment with a dual 5α-reductase inhibitor before bipolar transurethral resection of the prostate (B-TURP): evaluation of prostate vascularity and decreased surgical blood loss in large prostatesBJU International, 10.1111/bju.12917, VOL. 116, NO. 1, (117-123), Online publication date: 1-Jul-2015. Tian H, Zhao C, Wu H, Xu Z, Wei L, Zhao R and Jin D (2015) Finasteride Reduces Microvessel Density and Expression of Vascular Endothelial Growth Factor in Renal Tissue of Diabetic RatsThe American Journal of the Medical Sciences, 10.1097/MAJ.0000000000000451, VOL. 349, NO. 6, (516-520), Online publication date: 1-Jun-2015. El-Gamal O, Gameel T, Ghoneem A, Soliman M, Abo-El-Enen M, El-Hitham A, El-Rasheedy M, Elbendary M and Sabaa M (2015) Perioperative Use of Cyproterone Acetate with Transurethral Resection of Large Prostate: Preliminary ResultsJournal of Endourology, 10.1089/end.2014.0526, VOL. 29, NO. 5, (569-574), Online publication date: 1-May-2015. Sato R, Sadaoka Y, Nishio K, Kobori Y, Yagi H, Arai G, Soh S and Okada H (2015) Effects of preoperative dutasteride treatment in holmium laser enucleation of the prostateInternational Journal of Urology, 10.1111/iju.12703, VOL. 22, NO. 4, (385-388), Online publication date: 1-Apr-2015. Kim K, Jeong W, Park S, Kim Y and Moon H (2015) The Effect of Two Weeks of Treatment with Dutasteride on Bleeding after Transurethral Resection of the ProstateThe World Journal of Men's Health, 10.5534/wjmh.2015.33.1.14, VOL. 33, NO. 1, (14), . Roehrborn C (2014) Combination Medical Therapy for Male Lower Urinary Tract Symptoms Male Lower Urinary Tract Symptoms and Benign Prostatic Hyperplasia, 10.1002/9781118437889.ch11, (129-153) Montico F, Kido L, Hetzl A, Lorencini R, Cândido E and Cagnon V (2014) Antiangiogenic therapy effects on age-associated matrix metalloproteinase-9 (MMP-9) and insulin-like growth factor receptor-1 (IGFR-1) responses: a comparative study of prostate disorders in aged and TRAMP miceHistochemistry and Cell Biology, 10.1007/s00418-014-1193-2, VOL. 142, NO. 3, (269-284), Online publication date: 1-Sep-2014. Kido L, Hetzl A, Cândido E, Montico F, Lorencini R and Cagnon V (2014) Antiangiogenic and finasteride therapies: Responses of the prostate microenvironment in elderly miceLife Sciences, 10.1016/j.lfs.2014.04.027, VOL. 106, NO. 1-2, (58-70), Online publication date: 1-Jun-2014. Choo M, Lee H, Bae J, Cho S and Oh S (2014) Transurethral Surgical Anatomy of the Arterial Bleeder in the Enucleated Capsular Plane of Enlarged Prostates During Holmium Laser Enucleation of the ProstateInternational Neurourology Journal, 10.5213/inj.2014.18.3.138, VOL. 18, NO. 3, (138), . Zheng M, Zeng M, Jiang C, Chen J, Li S and Wang J (2014) Plasma Kinetic Resection of Prostate Combined Terazosin for Treatment of BPH Patient with Coexisting HypertensionOpen Journal of Urology, 10.4236/oju.2014.45010, VOL. 04, NO. 05, (57-62), . Leyh H and Necknig U (2014) Benignes Prostatasyndrom Facharztwissen Urologie, 10.1007/978-3-642-44942-0_41, (411-425), . Carnevale F and Antunes A (2013) Prostatic Artery Embolization for Enlarged Prostates Due to Benign Prostatic Hyperplasia. How I Do ItCardioVascular and Interventional Radiology, 10.1007/s00270-013-0680-5, VOL. 36, NO. 6, (1452-1463), Online publication date: 1-Dec-2013. Zhao J, Chai J, Song H, Zhang J, Xu M and Liang Y (2012) Influence of hyaluronic acid on wound healing using composite porcine acellular dermal matrix grafts and autologous skin in rabbitsInternational Wound Journal, 10.1111/j.1742-481X.2012.01023.x, VOL. 10, NO. 5, (562-572), Online publication date: 1-Oct-2013. Aboumarzouk O, Aslam M, Wedderburn A, Turner K, Hughes O and Kynaston H (2013) Should Finasteride Be Routinely Given Preoperatively for TURP?ISRN Urology, 10.1155/2013/458353, VOL. 2013, (1-7), Online publication date: 29-Jul-2013. Zhang J, Dong Z, Shang P, Wang Z and Wang Z (2013) Pre-surgical finasteride to reduce perioperative bleeding and other complications following transurethral resection of the prostate (TURP) for benign prostatic hyperplasia (BPH) Cochrane Database of Systematic Reviews, 10.1002/14651858.CD008365.pub2 Homma Y, Gotoh M, Yokoyama O, Masumori N, Kawauchi A, Yamanishi T, Ishizuka O, Seki N, Kamoto T, Nagai A and Ozono S (2011) JUA clinical guidelines for benign prostatic hyperplasiaInternational Journal of Urology, 10.1111/j.1442-2042.2011.02861.x, VOL. 18, NO. 11, (e1-e33), Online publication date: 1-Nov-2011. Zong H, Peng X, Yang C and Zhang Y (2011) A systematic review of the effects and mechanisms of preoperative 5α-reductase inhibitors on intraoperative haemorrhage during surgery for benign prostatic hyperplasiaAsian Journal of Andrology, 10.1038/aja.2011.86, VOL. 13, NO. 6, (812-818), Online publication date: 1-Nov-2011. de Souza P, Palumbo A, Alves L, de Souza V, Cabral L, Fernandes P, Takiya C, Menezes F and Nasciutti L (2011) Effects of a nanocomposite containing Orbignya speciosa lipophilic extract on Benign Prostatic HyperplasiaJournal of Ethnopharmacology, 10.1016/j.jep.2011.03.003, VOL. 135, NO. 1, (135-146), Online publication date: 1-Apr-2011. Strom K, Gu X, Spaliviero M and Wong C (2011) The Effects of 5α-Reductase Inhibition on Benign Prostatic Hyperplasia Treated by Photoselective Vaporization Prostatectomy with the 120 Watt GreenLight HPS Laser SystemJournal of the American College of Surgeons, 10.1016/j.jamcollsurg.2010.09.029, VOL. 212, NO. 2, (244-250), Online publication date: 1-Feb-2011. Park H, Kim H, Kim T and Park N (2011) The Effect of 5-alpha Reductase Inhibitors on the Efficacy of Photoselective Vaporization of the Prostate with 120 W GreenLight HPS LaserKorean Journal of Andrology, 10.5534/kja.2011.29.2.161, VOL. 29, NO. 2, (161), . Guo W, Wang G, Wang P, Chen Q, Tan Y and Cai L (2010) Acceleration of Diabetic Wound Healing by Low-Dose Radiation is Associated with Peripheral Mobilization of Bone Marrow Stem CellsRadiation Research, 10.1667/RR1980.1, VOL. 174, NO. 4, (467-479), Online publication date: 1-Oct-2010. Wilson C, Boyd K, Mohammed A and Little B (2010) A single episode of haematospermia can be safely managed in the communityInternational Journal of Clinical Practice, 10.1111/j.1742-1241.2009.02242.x, VOL. 64, NO. 10, (1436-1439), Online publication date: 1-Sep-2010. Kaufman M and Dmochowski R (2010) Venous Thromboembolism: Risks and Prophylaxis in Urological Surgery Evidence-Based Urology, 10.1002/9781444323146.ch8, (65-71) Zhang J, Dong Z, Shang P, Wang Z and Wang Z (2010) Pre-surgical finasteride to reduce perioperative bleeding and other complications following transurethral resection of the prostate (TURP) for benign prostatic hyperplasia (BPH) Cochrane Database of Systematic Reviews, 10.1002/14651858.CD008365 Zhang W and Hu R (2010) Why does diabetes offer protective effects against prostate cancer? The possible role of its microvascular complicationsMedical Hypotheses, 10.1016/j.mehy.2009.09.042, VOL. 74, NO. 2, (242-243), Online publication date: 1-Feb-2010. Leyh H and Necknig U (2010) Benignes Prostatasyndrom Facharztwissen Urologie, 10.1007/978-3-642-01626-4_44, (593-616), . Abdi E (2010) Urological Symptoms and Side Effects of Treatment The MASCC Textbook of Cancer Supportive Care and Survivorship, 10.1007/978-1-4419-1225-1_29, (281-300), . Ku J, Shin J, Cho M, Myung J, Moon K and Paick J (2009) Effect of dutasteride on the expression of hypoxia-inducible factor-1α, vascular endothelial growth factor and microvessel density in rat and human prostate tissueScandinavian Journal of Urology and Nephrology, 10.3109/00365590903337896, VOL. 43, NO. 6, (445-453), Online publication date: 1-Dec-2009. Escudero J, Alcina E, de Campos M, Benlloch F, Ballester F and Vidal E (2009) Eficacia de la fotovaporización prostática con láser verde en el tratamiento de la hiperplasia prostática en pacientes en tratamiento con inhibidores de la 5-alfa-reductasaActas Urológicas Españolas, 10.1016/S0210-4806(09)72898-0, VOL. 33, NO. 9, (988-993), Online publication date: 1-Oct-2009. Kravchick S, Cytron S, Mamonov A, Peled R and Linov L (2009) Effect of Short-term Dutasteride Therapy on Prostate Vascularity in Patients With Benign Prostatic Hyperplasia: A Pilot StudyUrology, 10.1016/j.urology.2008.08.461, VOL. 73, NO. 6, (1274-1278), Online publication date: 1-Jun-2009. Hyun J, Cho K, Han D, Kim J and Chang Y (2009) The Effect of Finasteride on Microvessel Density and Expression of Vascular Endothelial Growth Factor and 5α-Reductase in Prostatic HyperplasiaKorean Journal of Urology, 10.4111/kju.2009.50.10.947, VOL. 50, NO. 10, (947), . Tuncel A, Ener K, Han O, Nalcacioglu V, Aydin O, Seckin S and Atan A (2009) Effects of short-term dutasteride and Serenoa repens on perioperative bleeding and microvessel density in patients undergoing transurethral resection of the prostate Scandinavian Journal of Urology and Nephrology, 10.3109/00365590903164498, VOL. 43, NO. 5, (377-382), Online publication date: 1-Jan-2009. dos Santos A, Lopes-Costa P and da Silva B (2009) Vascular endothelial growth factor expression in the urethral epithelium of castrated adult female rats treated with tamoxifenGynecological Endocrinology, 10.1080/09513590802488420, VOL. 25, NO. 5, (282-286), Online publication date: 1-Jan-2009. 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NO. 5, Online publication date: G, J, H, R, Liang J, Zhang J, A, T and M (2018) Magnetic Resonance Imaging as a to the Effect of Finasteride on Prostatic of Urology, VOL. NO. 5, Online publication date: M, J, C, P, J, R, G, N, D, Thomas L and R The effects of the dual 5α-reductase inhibitor dutasteride on prostate from a Prostate, VOL. NO. 15, Online publication date: K and P The role of dutasteride in the treatment of benign prostatic and Health, VOL. 2, NO. 5, Online publication date: R and S treatment for benign prostatic hyperplasia: is a for a Journal of Urology, VOL. NO. 4, Online publication date: A, A, M, A, D, E and C Finasteride effects on and in benign prostatic VOL. NO. 2, Online publication date: M Do 5α-Reductase Inhibitors Prostate Cancer and the Urology VOL. 5, NO. 12, Online publication date: M, M, A, H, A, S and N Finasteride prostate vascularity by and cell of benign and prostate Prostate, VOL. NO. 11, Online publication date: A, M, O, K, E and Z Effects of finasteride on the vascular number of and vascular endothelial growth factor expression of the rat prostateInternational Urology and Nephrology, VOL. NO. 2, Online publication date: C and A in the of Urology Reports, VOL. NO. 1, Online publication date: R, L, J and L (2009) Vascular endothelial growth factor in risk in Journal of Urology and Nephrology, VOL. NO. 2, Online publication date: Leyh H, Necknig U and T Facharztwissen Urologie, G, S, K, B, D, U and I Vascular endothelial growth factor expression in and patients with prostate - and Practice, VOL. NO. Online publication date: Lee B Medical Therapy of Benign Prostatic Hyperplasia Clinical of and Online publication date: L, K, N and J (2009) of finasteride treatment on perioperative bleeding before transurethral resection of the prostate: A prospective Journal of Urology and Nephrology, VOL. 39, NO. 2, Online publication date: J, O, G, J, G, A, M and M de la de VOL. NO. 4, Online publication date: J and E Combination Therapy for the Management of Benign Prostatic VOL. 22, NO. 11, . G, N, L, A, R, C, D and D (2018) of Urology, VOL. NO. 4 Part 1, Online publication date: J and A The role of as in of the Urology Reports, VOL. 5, NO. 4, Online publication date: J, J, M, D and S A study to the and of finasteride for International, VOL. NO. D, J, F, Roehrborn C and R Does Finasteride the of the Prostate and Cancer Prostate VOL. 2, NO. 4, Online publication date: G, M, N, M and J (2015) The Effect of on Angiogenesis and Cellular in of the VOL. 4, NO. 1, Online publication date: J and A The role of as in of the Prostate Reports, VOL. 2, NO. 1, Online publication date: J and N How and role has International, VOL. NO. 1, Online publication date: 2003 by American Urological Association, growth Author GYAN PAREEK for Department of New York, New by MARIA SHEVCHUK by NOEL A. ARMENAKAS by LJILJANA VASJOVIC by DAVID A. HOCHBERG by JAY B. BASILLOTE by JOHN A. FRACCHIA by All

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.

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)0.000
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 score0.009
Threshold uncertainty score0.155

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.007
GPT teacher head0.225
Teacher spread0.218 · 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