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Record W3159053590 · doi:10.15173/sciential.v1i4.2451

Sciential Issue 4

2020· article· en· W3159053590 on OpenAlexaffvenue
Sciential Journal

Bibliographic record

VenueSciential - McMaster Undergraduate Science Journal · 2020
Typearticle
Languageen
FieldPhysics and Astronomy
TopicOrigins and Evolution of Life
Canadian institutionsMcMaster University
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

community is focused on determining these steps.To do this, researchers examine the chemical and environmental conditions necessary for the emergence of life.The conditions in the early Earth environment could have allowed for the occurrence of prebiotic chemistry and the emergence of biologically relevant molecules.Although there are current theories of how life arose, they consist of some paradoxes that need to be discussed.Overall, the OOL theory is vital for understanding life today. OPEN ACCESSThe origin of life (OOL) is a scientific problem that spans multiple disciplines, such as chemistry, biology, and thermodynamics, and includes many theories that will be discussed in depth.It investigates the source of life on Earth, specifically the natural processes that allowed organic life to arise from non-living matter.While it is generally agreed that life arose from a single primitive life form, there is little evidence that demonstrates how this occurred.1,2 A highly speculative field of study, the OOL has been debated since the early 19 th century.Life's emergence from non-living matter is poorly understood.There is a consensus among the scientific community that nature evolved from non-living matter through a step-by-step process.3 The OOL scientific When, where, and how did life on Earth originate?The origin of life problem involves multiple scientific disciplines and research that dates back several decades to the early 1900s.The origins of life can be summarized into three hypothetical stages: (1) the origin of biological monomers, (2) the origin of biological polymers, and (3) the emergence and evolution of cells.While highly speculative, the connections between these stages are theorized by attempting to determine the geochemical conditions which could have facilitated the emergence of specific chemical functions of biological systems.This literature review summarizes some reported findings that are relevant to the early Earth environment and the main theories in regard to the origin of life.Specific focus is placed on the Metabolism First, Replication First and Compartmentalization First theories.These theories are relevant to the origin of life paradox, which concerns whether metabolism or RNA was the first aspect of life to form.Understanding the processes that encouraged the emergence of life can lead to advancements in drug discovery and allow for a deeper understanding of ecological processes.Overall, the aim of this literature review is to discuss the origin of life theories and highlight the importance of future research in this field.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.589
Threshold uncertainty score0.586

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.030
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0040.003
Science and technology studies0.0030.003
Scholarly communication0.0140.006
Open science0.0030.005
Research integrity0.0090.007
Insufficient payload (model declined to judge)0.5890.488

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 head0.017
GPT teacher head0.266
Teacher spread0.249 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2020
Admission routes2
Has abstractyes

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