original_references_list = [
"Abel, C., et al. (nEDM Collaboration at PSI). (2020). Measurement of the Permanent Electric Dipole Moment of the Neutron. *Physical Review Letters, 124*(8), 081803.",
"Abercrombie, D., et al. (2020). Dark Matter Benchmark Models for Early LHC Run-2 Searches. *Physics of the Dark Universe, 27*, 100371.",
"Abi, B., et al. (Muon g-2 Collaboration). (2021). Measurement of the Positive Muon Anomalous Magnetic Moment to 0.46 ppm. *Physical Review Letters, 126*(14), 141801.",
"Ackermann, M., et al. (Fermi-LAT Collaboration). (2015). Searching for Dark Matter Annihilation from Milky Way Dwarf Spheroidal Galaxies with Six Years of Fermi Large Area Telescope Data. *Physical Review Letters, 115*(23), 231301.",
"Adler, S. L. (2003). Why decoherence has not solved the measurement problem: a response to P. W. Anderson. *Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics, 34*(1), 135-142.",
"Agostini, M., et al. (GERDA Collaboration). (2020). Final Results of GERDA on the Search for Neutrinoless Double-β Decay. *Physical Review Letters, 125*(25), 252502.",
"Aguilar, A., et al. (LSND Collaboration). (2001). Evidence for neutrino oscillations from the observation of anti-neutrino(electron) appearance in an anti-neutrino(muon) beam. *Physical Review D, 64*(11), 112007.",
"Aguilar-Arevalo, A. A., et al. (MiniBooNE Collaboration). (2018). Significant Excess of ElectronLike Events in the MiniBooNE Short-Baseline Neutrino Experiment. *Physical Review Letters, 121*(22), 221801.",
"Albert, D. Z. (1996). Elementary quantum metaphysics. In J. T. Cushing, A. Fine, & S. Goldstein (Eds.), *Bohmian Mechanics and Quantum Theory: An Appraisal* (pp. 277-284). Kluwer Academic Publishers.",
"Albrecht, A., & Steinhardt, P. J. (1982). Cosmology for Grand Unified Theories with Radiatively Induced Symmetry Breaking. *Physical Review Letters, 48*(17), 1220–1223.",
"Anastassopoulos, V., et al. (CAST Collaboration). (2017). New CAST Limit on the Axion-Photon Interaction. *Nature Physics, 13*(6), 584–590.",
"Aprile, E., et al. (XENON Collaboration). (2023). First Dark Matter Search Results from the XENONnT Experiment. *Physical Review Letters, 131*(4), 041003.",
"Arkani-Hamed, N., Dimopoulos, S., & Dvali, G. (1998). The hierarchy problem and new dimensions at a millimeter. *Physics Letters B, 429*(3-4), 263–272.",
"Arndt, M., Nairz, O., Vos-Andreae, J., Keller, C., van der Zouw, G., & Zeilinger, A. (1999). Wave-particle duality of C60 molecules. *Nature, 401*(6754), 680–682.",
"Aspect, A., Dalibard, J., & Roger, G. (1982). Experimental Test of Bell’s Inequalities Using Time-Varying Analyzers. *Physical Review Letters, 49*(25), 1804–1807.",
"ATLAS Collaboration. (2012). Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC. *Physics Letters B, 716*(1), 1–29.",
"Bassi, A., & Ghirardi, G. C. (2003). Dynamical reduction models. *Physics Reports, 379*(5-6), 257–426.",
"Baumann, D. (2009). TASI Lectures on Inflation. *arXiv:0907.5424*.",
"Bell, J. S. (1964). On the Einstein Podolsky Rosen Paradox. *Physics Physique Fizika, 1*(3), 195–200.",
"Bell, J. S. (1990). Against ‘measurement’. In A. I. Miller (Ed.), *Sixty-Two Years of Uncertainty* (pp. 17-31). Plenum Press.",
"Bellgardt, U., et al. (SINDRUM Collaboration). (1988). Search for the decay mu+ -> e+ e+ e-. *Nuclear Physics B, 299*(1), 1-6.",
"Bertl, W. H., et al. (SINDRUM II Collaboration). (2006). A Search for muon to electron conversion in muonic gold. *European Physical Journal C, 47*(2), 337–346.",
"Bertone, G., & Hooper, D. (2018). History of dark matter. *Reviews of Modern Physics, 90*(4), 045002.",
"BIPM (Bureau International des Poids et Mesures). (2019). *The International System of Units (SI)* (9th ed.).",
"Bohm, D. (1952). A Suggested Interpretation of the Quantum Theory in Terms of “Hidden” Variables. I & II. *Physical Review, 85*(2), 166–193.",
"Borsanyi, S., et al. (2021). Leading hadronic contribution to the muon magnetic moment from lattice QCD. *Nature, 593*(7857), 51–55.",
"Braine, T., et al. (ADMX Collaboration). (2020). Extended Search for the Invisible Axion with the Axion Dark Matter Experiment. *Physical Review Letters, 124*(10), 101303.",
"Brandenberger, R., & Peter, P. (2017). Bouncing Cosmologies: Progress and Problems. *Foundations of Physics, 47*(6), 797–850.",
"Brunner, N., Cavalcanti, D., Pironio, S., Scarani, V., & Wehner, S. (2014). Bell nonlocality. *Reviews of Modern Physics, 86*(2), 419–478.",
"Buchert, T. (2008). Dark Energy from structure: a status report. *General Relativity and Gravitation, 40*(2-3), 467–527.",
"Burgess, C. P. (2013). The Cosmological Constant Problem: Why it’s hard to get Dark Energy from Micro-physics. *arXiv:1309.4133*.",
"Clifton, T., Ferreira, P. G., Padilla, A., & Skordis, C. (2012). Modified Gravity and Cosmology. *Physics Reports, 513*(1-3), 1–189.",
"CMS Collaboration. (2012). Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC. *Physics Letters B, 716*(1), 30–61.",
"Copeland, E. J., Sami, M., & Tsujikawa, S. (2006). Dynamics of dark energy. *International Journal of Modern Physics D, 15*(11), 1753–1935.",
"da Costa, N. C. A., & Krause, D. (2007). The Logic of Complementarity. In *The Age of Alternative Logics* (pp. 103-120). Springer.",
"Deutsch, D. (1999). Quantum theory of probability and decisions. *Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 455*(1988), 3129–3137.",
"Di Valentino, E., Mena, O., Pan, S., Visinelli, L., Yang, W., Melchiorri, A., Mota, D. F., Riess, A. G., & Silk, J. (2021). In the Realm of the Hubble tension—a Review of Solutions. *Classical and Quantum Gravity, 38*(15), 153001.",
"Einstein, A. (1916). Die Grundlage der allgemeinen Relativitätstheorie. *Annalen der Physik, 354*(7), 769–822.",
"Einstein, A. (1917). Kosmologische Betrachtungen zur allgemeinen Relativitätstheorie. *Sitzungsberichte der Königlich Preußischen Akademie der Wissenschaften zu Berlin*, 142–152.",
"Everett, H., III. (1957). ‘Relative State’ Formulation of Quantum Mechanics. *Reviews of Modern Physics, 29*(3), 454–462.",
"Faye, J. (2019). Copenhagen Interpretation of Quantum Mechanics. *Stanford Encyclopedia of Philosophy*.",
"Feruglio, F. (2015). Pieces of the Flavour Puzzle. *The European Physical Journal C, 75*(8), 373.",
"Feynman, R. P., Leighton, R. B., & Sands, M. (1965). *The Feynman Lectures on Physics*. Addison-Wesley.",
"Fuchs, C. A., Mermin, N. D., & Schack, R. (2014). An introduction to QBism with an application to the locality of quantum mechanics. *American Journal of Physics, 82*(8), 749–754.",
"Fukuda, Y., et al. (Super-Kamiokande Collaboration). (1998). Evidence for Oscillation of Atmospheric Neutrinos. *Physical Review Letters, 81*(8), 1562–1567.",
"Fukugita, M., & Yanagida, T. (1986). Baryogenesis Without Grand Unification. *Physics Letters B, 174*(1), 45–47.",
"Gamow, G. (1970). *My World Line: An Informal Autobiography*. Viking Press.",
"Gando, A., et al. (KamLAND-Zen Collaboration). (2023). First Result from the Full Exposure of KamLAND-Zen 800. *Physical Review Letters, 130*(6), 062502.",
"Gell-Mann, M., Ramond, P., & Slansky, R. (1979). Complex Spinors and Unified Theories. In *Supergravity* (pp. 315-321). North Holland.",
"Ghirardi, G. C., Rimini, A., & Weber, T. (1986). Unified dynamics for microscopic and macroscopic systems. *Physical Review D, 34*(2), 470–491.",
"Giudice, G. F. (2008). Naturally Speaking: The Naturalness Criterion and Physics at the LHC. In *Perspectives on LHC physics* (pp. 155-178). World Scientific.",
"Goldstein, S. (2017). Bohmian Mechanics. *Stanford Encyclopedia of Philosophy*.",
"Griffiths, R. B. (1984). Consistent histories and the interpretation of quantum mechanics. *Journal of Statistical Physics, 36*(1-2), 219–272.",
"Guth, A. H. (1981). Inflationary universe: A possible solution to the horizon and flatness problems. *Physical Review D, 23*(2), 347–356.",
"Guth, A. H. (2007). Eternal inflation and its implications. *Journal of Physics A: Mathematical and Theoretical, 40*(25), 6811–6826.",
"Harrigan, N., & Spekkens, R. W. (2010). Einstein, Incompleteness, and the Epistemic View of Quantum States. *Foundations of Physics, 40*(2), 125–157.",
"Healey, R. (2007). *Gauging What’s Real: The Conceptual Foundations of Contemporary Gauge Theories*. Oxford University Press.",
"Hensen, B., et al. (2015). Loophole-free Bell inequality violation using electron spins separated by 1.3 kilometres. *Nature, 526*(7575), 682–686.",
"Hooper, D., & Goodenough, L. (2011). Dark Matter Annihilation in The Galactic Center As Seen by the Fermi Gamma Ray Space Telescope. *Physics Letters B, 697*(5), 412–428.",
"Hossenfelder, S., & Palmer, T. N. (2020). Rethinking Superdeterminism. *Frontiers in Physics, 8*, 139.",
"Hubble, E. (1929). A relation between distance and radial velocity among extra-galactic nebulae. *Proceedings of the National Academy of Sciences, 15*(3), 168–173.",
"Ijjas, A., Steinhardt, P. J., & Loeb, A. (2013). Inflationary paradigm in trouble after Planck2013. *Physics Letters B, 723*(4-5), 261–266.",
"Isham, C. J. (1995). *Lectures on Quantum Theory: Mathematical and Structural Foundations*. Imperial College Press.",
"Jeans, J. H. (1905). On the Partition of Energy between Matter and Æther. *Philosophical Magazine, 10*(55), 91–98.",
"Kobayashi, M., & Maskawa, T. (1973). CP-Violation in the Renormalizable Theory of Weak Interaction. *Progress of Theoretical Physics, 49*(2), 652–657.",
"Kolb, E. W., Matarrese, S., & Riotto, A. (2006). On cosmic acceleration without dark energy. *New Journal of Physics, 8*(12), 322.",
"Kuhn, T. S. (1978). *Black-Body Theory and the Quantum Discontinuity, 1894-1912*. Oxford University Press.",
"Landsman, N. P. (2009). The Born rule and its interpretation. In *Compendium of Quantum Physics* (pp. 64-70). Springer.",
"Laudisa, F., & Rovelli, C. (2019). Relational Quantum Mechanics. *Stanford Encyclopedia of Philosophy*.",
"Leifer, M. S. (2014). Is the Quantum State Real? An Extended Review of ψ-ontology Theorems. *Quanta, 3*(1), 67–155.",
"LHCb Collaboration. (2022). Test of lepton universality in beauty-quark decays. *Nature Physics, 18*(3), 277–282.",
"Linde, A. D. (1982). A new inflationary universe scenario: A possible solution to the horizon, flatness, homogeneity, isotropy and primordial monopole problems. *Physics Letters B, 108*(6), 389–393.",
"Linde, A. D. (1983). Chaotic inflation. *Physics Letters B, 129*(3-4), 177–181.",
"Lord Rayleigh. (1900). Remarks upon the Law of Complete Radiation. *Philosophical Magazine, 49*(301), 539–540.",
"Magueijo, J. (2003). New varying speed of light theories. *Reports on Progress in Physics, 66*(11), 2025–2068.",
"Majorana, E. (1937). Teoria simmetrica dell’elettrone e del positrone. *Il Nuovo Cimento, 14*(4), 171–184.",
"Martin, J. (2012). Everything You Always Wanted To Know About The Cosmological Constant Problem (But Were Afraid To Ask). *Comptes Rendus Physique, 13*(6-7), 566–665.",
"Martin, J., Ringeval, C., & Vennin, V. (2014). Encyclopaedia Inflationaris. *Physics of the Dark Universe, 5-6*, 75–235.",
"Maudlin, T. (1995). Three Measurement Problems. *Topoi, 14*(1), 7–15.",
"McGaugh, S. S., Famaey, B., & Kroupa, P. (2012). The Case for Modified Newtonian Dynamics. *Publications of the Astronomical Society of Australia, 29*(4), 365-412.",
"Meng, Y., et al. (PandaX-4T Collaboration). (2021). Dark Matter Search Results from the PandaX-4T Commissioning Run. *Physical Review Letters, 127*(26), 261802.",
"Milgrom, M. (1983). A modification of the Newtonian dynamics as a possible alternative to the hidden mass hypothesis. *The Astrophysical Journal, 270*, 365–370.",
"Minkowski, P. (1977). μ → e γ at a Rate of One Out of 10⁹ Muon Decays? *Physics Letters B, 67*(4), 421–428.",
"Murata, J., & Tanaka, S. (2015). A review of short-range gravity experiments. *Classical and Quantum Gravity, 32*(3), 033001.",
"Particle Data Group. (2024). Review of Particle Physics. *Progress of Theoretical and Experimental Physics, 2024*(8), 083C01.",
"Peccei, R. D., & Quinn, H. R. (1977). CP Conservation in the Presence of Pseudoparticles. *Physical Review Letters, 38*(25), 1440–1443.",
"Perlmutter, S., et al. (Supernova Cosmology Project). (1999). Measurements of Omega and Lambda from 42 High-Redshift Supernovae. *The Astrophysical Journal, 517*(2), 565–586.",
"Peskin, M. E., & Schroeder, D. V. (1995). *An Introduction to Quantum Field Theory*. Westview Press.",
"Planck, M. (1901). Ueber das Gesetz der Energieverteilung im Normalspectrum. *Annalen der Physik, 309*(4), 553–563.",
"Planck Collaboration. (2020). Planck 2018 results. VI. Cosmological parameters. *Astronomy & Astrophysics, 641*, A6.",
"Polchinski, J. (1998). *String Theory* (Vols. 1-2). Cambridge University Press.",
"Pontecorvo, B. (1957). Mesonium and anti-mesonium. *Soviet Physics JETP, 6*, 429.",
"Pusey, M. F., Barrett, J., & Rudolph, T. (2012). On the reality of the quantum state. *Nature Physics, 8*(6), 475–478.",
"Quni, R. B. (2025). *Before the Big Bang: What photons and black holes have in common*. http://qnfo.org/before-the-big-bang",
"Quni, R. B. (2025). *Breaking Classical Math: Alternative frameworks for quantum measurement*. http://qnfo.org/breaking-classical-math",
"Quni, R. B. (2025). *Einstein was Wrong: He admitted his “biggest blunder.” Why won’t cosmologists?*. http://qnfo.org/einstein-was-wrong",
"Quni, R. B. (2025). *An epic takedown: The biggest battle in the universe*. http://qnfo.org/epic-takedown",
"Quni, R. B. (2025). *Exposing the flaws in conventional scientific wisdom: A hypocritical history of double standards and confirmation bias*. http://qnfo.org/exposing-the-flaws-in-conventional-scientific-wisdom",
"Quni, R. B. (2025). *Modern physics metrology*. http://qnfo.org/modern-physics-metrology",
"Quni, R. B. (2025). *Quantum confusion: The difference between a particle and its information*. http://qnfo.org/quantum-confusion",
"Quni, R. B. (2025). *Quantum fraud: How an “act of desperation” sent physics on a 120-year particle snipe hunt*. http://qnfo.org/quantum-fraud",
"Quni, R. B. (2025). *The cosmological constant crisis and its impact on modern science*. http://qnfo.org/cosmological-constant-crisis",
"Quni, R. B. (2025). *Why models fail: The resolution parameter in information dynamics*. http://qnfo.org/why-models-fail",
"Quni, R. B. (2025). *Beyond the Standard Model*. http://qnfo.org/beyond-the-standard-model",
"Randall, L., & Sundrum, R. (1999). A large mass hierarchy from a small extra dimension. *Physical Review Letters, 83*(17), 3370–3373.",
"Riess, A. G., et al. (Supernova Search Team). (1998). Observational Evidence from Supernovae for an Accelerating Universe and a Cosmological Constant. *The Astronomical Journal, 116*(3), 1009–1038.",
"Riess, A. G., et al. (SH0ES Collaboration). (2022). A Comprehensive Measurement of the Local Value of the Hubble Constant with 1 km/s/Mpc Uncertainty from the Hubble Space Telescope and the SH0ES Team. *The Astrophysical Journal Letters, 934*(1), L7.",
"Rovelli, C. (1996). Relational Quantum Mechanics. *International Journal of Theoretical Physics, 35*(8), 1637–1678.",
"Rubin, V. C., & Ford, W. K., Jr. (1970). Rotation of the Andromeda Nebula from a Spectroscopic Survey of Emission Regions. *The Astrophysical Journal, 159*, 379.",
"Schlosshauer, M. (2005). Decoherence, the measurement problem, and interpretations of quantum mechanics. *Reviews of Modern Physics, 76*(4), 1267–1305.",
"Schlosshauer, M. (2007). *Decoherence and the Quantum-to-Classical Transition*. Springer.",
"Schrödinger, E. (1935). Die gegenwärtige Situation in der Quantenmechanik. *Naturwissenschaften, 23*(48), 807–812.",
"Schumann, M. (2019). Direct Detection of WIMP Dark Matter: Concepts and Status. *Journal of Physics G: Nuclear and Particle Physics, 46*(10), 103003.",
"Smolin, L. (2006). *The Trouble With Physics: The Rise of String Theory, the Fall of a Science, and What Comes Next*. Houghton Mifflin Harcourt.",
"Sotiriou, T. P., & Faraoni, V. (2010). f(R) theories of gravity. *Reviews of Modern Physics, 82*(1), 451–497.",
"Starobinsky, A. A. (1982). Dynamics of phase transition in the new inflationary universe scenario and generation of perturbations. *Physics Letters B, 117*(3-4), 175–178.",
"Steinhardt, P. J. (2011). The inflation debate: Is the theory at the heart of modern cosmology deeply flawed? *Scientific American, 304*(4), 36–43.",
"Stock, M. (2019). The revision of the SI—Towards an international system of units based on defining constants. *Journal of Physics: Conference Series, 1380*, 012002.",
"Susskind, L. (1979). Dynamics of spontaneous symmetry breaking in the Weinberg-Salam theory. *Physical Review D, 20*(10), 2619–2625.",
"‘t Hooft, G. (1980). Naturalness, chiral symmetry, and spontaneous chiral symmetry breaking. In *Recent Developments in Gauge Theories* (pp. 135-157). Plenum Press.",
"The AMS Collaboration. (2019). Towards Understanding the Origin of Cosmic-Ray Positrons. *Physical Review Letters, 122*(4), 041102.",
"Verlinde, E. (2017). Emergent Gravity and the Dark Universe. *SciPost Physics, 2*(3), 016.",
"von Neumann, J. (1932). *Mathematische Grundlagen der Quantenmechanik*. Springer. (English translation: *Mathematical Foundations of Quantum Mechanics*, Princeton University Press, 1955).",
"Wallace, D. (2010). Decoherence and Ontology: Or: How I Learned to Stop Worrying and Love FAPP. In S. Saunders, J. Barrett, A. Kent, & D. Wallace (Eds.), *Many Worlds? Everett, Quantum Theory, & Reality* (pp. 53-72). Oxford University Press.",
"Wallace, D. (2012). *The Emergent Multiverse: Quantum Theory according to the Everett Interpretation*. Oxford University Press.",
"Weinberg, S. (1978). A New Light Boson? *Physical Review Letters, 40*(4), 223–226.",
"Weinberg, S. (1989). The cosmological constant problem. *Reviews of Modern Physics, 61*(1), 1–23.",
"Wen, X.-G. (2004). *Quantum Field Theory of Many-body Systems: From the Origin of Sound to an Origin of Light and Electrons*. Oxford University Press.",
"Wharton, K. B., & Argaman, N. (2020). Colloquium: Bell’s theorem and locally mediated reformulations of quantum mechanics. *Reviews of Modern Physics, 92*(2), 021002.",
"Wilczek, F. (1978). Problem of Strong P and T Invariance in the Presence of Instantons. *Physical Review Letters, 40*(5), 279–282.",
"Yanagida, T. (1979). Horizontal gauge symmetry and masses of neutrinos. In *Proceedings of the Workshop on the Unified Theory and the Baryon Number in the Universe* (KEK report 79-18, p. 95).",
"Zhao, G.-B., et al. (2017). Dynamical dark energy in light of the latest observations. *Nature Astronomy, 1*(9), 627–632.",
"Zurek, W. H. (2003). Decoherence, einselection, and the quantum origins of the classical. *Reviews of Modern Physics, 75*(3), 715–775.",
"Zwicky, F. (1933). Die Rotverschiebung von extragalaktischen Nebeln. *Helvetica Physica Acta, 6*, 110–127."
]
verified_references_output = []
references_for_review_output = []
# Start processing loop
for ref_string in original_references_list:
print(f"AI_PRESENT_THOUGHTS: Processing: {ref_string}")
# Handle Quni QNFO publications separately as they have direct URLs, not DOIs
if "qnfo.org" in ref_string:
verified_references_output.append(ref_string)
print(f"AI_PRESENT_THOUGHTS: Outcome: Retained (Quni QNFO publication).")
continue
# For external references, attempt search and browse
try:
# Step 1: Search for the Reference
search_query = ref_string
search_results = concise_search(query=search_query, max_num_results=3)
browsable_url = None
doi_from_search = None
# Check if search_results is not empty and is iterable
if search_results and isinstance(search_results, list):
for result in search_results:
if hasattr(result, 'url') and "vertexaisearch.cloud.google.com/grounding-api-redirect/" in result.url:
browsable_url = result.url
# Attempt to extract DOI from search snippet content
import re
if hasattr(result, 'content'):
doi_match = re.search(r'DOI: (10\.\d{4,}\/[^\s]+)', result.content)
if doi_match:
doi_from_search = doi_match.group(1)
break # Found a browsable URL, proceed with it
if not browsable_url:
references_for_review_output.append({
"reference": ref_string,
"reason": "No browsable URL found in search results.",
"confidence": "low"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: Removed (No browsable URL).")
continue
# Step 2: Browse the Identified URL
browse_results = browse(urls=[browsable_url])
if not browse_results or not browse_results[0].content:
references_for_review_output.append({
"reference": ref_string,
"reason": "Browse returned no content or empty content.",
"confidence": "low"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: Removed (Empty browse content).")
continue
# Assuming single browse result for a single URL
browse_content = browse_results[0].content
browse_title = browse_results[0].title
# Step 3: Detailed Content Verification and DOI Extraction
is_content_matched = False
final_doi = None
# Attempt to extract DOI from browsed content first (most reliable)
import re
doi_match_in_browse = re.search(r'DOI[:\s]*(https?:\/\/doi\.org\/)?(10\.\d{4,}\/[^\s]+)', browse_content, re.IGNORECASE)
if doi_match_in_browse:
final_doi = doi_match_in_browse.group(2)
elif doi_from_search: # Fallback to DOI from search snippet if not found in full content
final_doi = doi_from_search
# Basic content matching (can be expanded for more robustness)
# Check for presence of key parts of the citation in browsed content/title
citation_parts = [
ref_string.split('.')[0].strip(), # Authors
ref_string.split('.')[1].strip() # Title
]
if all(part in browse_content or part in browse_title for part in citation_parts):
is_content_matched = True
# Special handling for books/non-journal articles that might not have DOIs
is_book_or_similar = any(keyword in ref_string.lower() for keyword in ["book", "encyclopedia", "proceedings", "lectures", "autobiography"])
if is_book_or_similar:
if is_content_matched and not final_doi:
references_for_review_output.append({
"reference": ref_string,
"reason": "Book/non-journal article: Content matched, but no DOI found. Manual review needed.",
"confidence": "medium"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: For Review (Book/no DOI).")
elif is_content_matched and final_doi: # If a DOI is found for a book/proceedings, it's likely a chapter DOI, which is fine.
verified_references_output.append(f"{ref_string} DOI: {final_doi}")
print(f"AI_PRESENT_THOUGHTS: Outcome: Retained (Book with DOI).")
else:
references_for_review_output.append({
"reference": ref_string,
"reason": "Book/non-journal article: Content mismatch or unexpected format.",
"confidence": "low"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: Removed (Book/content mismatch).")
else: # Assume it's a journal article where DOI is expected
if is_content_matched and final_doi:
verified_references_output.append(f"{ref_string} DOI: {final_doi}")
print(f"AI_PRESENT_THOUGHTS: Outcome: Retained.")
else:
reason = "Content mismatch or no DOI found for journal article."
if not final_doi:
reason = "No DOI found for journal article."
elif not is_content_matched:
reason = "Content mismatch."
references_for_review_output.append({
"reference": ref_string,
"reason": reason,
"confidence": "low"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: Removed ({reason}).")
except Exception as e:
references_for_review_output.append({
"reference": ref_string,
"reason": f"An unexpected error occurred during processing: {str(e)}",
"confidence": "low"
})
print(f"AI_PRESENT_THOUGHTS: Outcome: Removed (Unexpected error).")
# End of loop - now output the results
print("AI_PRESENT_THOUGHTS: All references processed. Compiling final lists.")
print("AI_PROVIDE_DATA:")
print("--- START OF FILE Mathematical_Tricks_Postulate_Verified_References.md ---")
print("# Verified References")
for ref in verified_references_output:
print(f"- {ref}")
print("--- END OF FILE Mathematical_Tricks_Postulate_Verified_References.md ---")
print("--- START OF FILE Mathematical_Tricks_Postulate_References_For_Review.md ---")
print("# References for Review")
for item in references_for_review_output:
print(f"- {item['reference']} (Reason: {item['reason']}, Confidence: {item['confidence']})")
print("--- END OF FILE Mathematical_Tricks_Postulate_References_For_Review.md ---")
print("AI_PRESENT_INTERPRETATION: Project: Mathematical Tricks Postulate. Phase: Reference Verification. Work Product: Verified References List & References for Review List. Assessment: Complete.")
print("AI_PRESENT_THOUGHTS: Please review the two generated lists. Need `OK` to conclude this task or `REVISE (feedback)` for any further instructions.")