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Developments across the published libraries, ranked by evidence, connection, and — if you follow topics — relevance to you. Each card is a movement in the literature: what changed, how the evidence is labeled, and why it matters.

Each development carries an evidence label. What the labels mean

Latest is ordered by when PaperFren added the explanation, not by the study's original publication date.

Fairness · Bias · Clinical prediction

Published 2025 · Explained Sep 2026

Dropping race from a model can make it less fair, and fixing one gap can widen another

Evidence: Emerging

What changed

In these studies removal caused miscalibration by group without changing AUC, and mitigation on one measure could worsen another. The breast model is logistic regression, the dementia cohorts are from one mostly White county with possible label noise, and harms such as missed cancers were not measured directly.

3 studies · Retrospective cohort model evaluations

Large language models · Clinical NLP · Prompting

Published 2024 · Explained Sep 2026

Prompted GPT models approach fine-tuned clinical models on loose matches but slip on exact boundaries and rules

Evidence: Emerging

What changed

Neither extreme holds in these studies: prompting got close on loose matching and beat older baselines on one structured task, but fine-tuned models kept the edge on exact extraction. Datasets were small or synthetic, commercial models change over time (run-to-run agreement 0.913), and real hospital notes were not tested for privacy reasons.

3 studies · Benchmark comparisons of prompted LLMs …

Granular matter · Percolation

Published 2023 · Explained Sep 2026

Slowly sheared grains follow rigidity percolation, but faster flow shifts the exponents

Evidence: Emerging

What changed

Slow flow matches rigidity percolation in an off-lattice simulation, but flow rate produces a line of exponents. The system is 2D, frictionless and athermal, percolation uses an arbitrary force threshold rather than a direct rigidity test, and β's error bars are too large for a conclusive test.

1 study · Molecular dynamics with finite-size sca…

Superconductivity · Thin films

Published 2023 · Explained Sep 2026

Aluminum a few atoms thick superconducts at about three times its bulk temperature

Evidence: Preliminary

What changed

In these films the enhancement is large and monotonic, and BCS-like behaviour survives. The paper does not explain why; Tc was measured on only four films, the substrate's role was not isolated, and the odd-frequency pairing interpretation of vortex cores rests on model fits.

1 study · In situ scanning tunnelling spectroscop…

Protein folding · Deep learning · Generative models

Published 2022 · Explained Sep 2026

Protein structure predictors get the answer without learning how proteins fold

Evidence: Preliminary

What changed

Their search paths do not match experimental folding behaviour. The caveat is important: these tools were never designed to simulate folding, AlphaFold 2 was tested with one trajectory per protein, and experimental ground truth on intermediates is itself fuzzy.

2 studies · Computational comparison against experi…

Sample size · Overfitting · Baselines

Published 2020 · Explained Sep 2026

On a few hundred samples, cross-validation flatters models and deep features lose to linear baselines

Evidence: Strengthening

What changed

On small biomedical datasets, learned representations did not help and cross-validation overstated performance, with one study proposing at least 500 users before trusting results. The thresholds come from single datasets and simple rules of thumb, and much larger labelled datasets could change the picture.

3 studies · Computational benchmarks and learning-c…

Microswimmers · Low Reynolds number

Published 2020 · Explained Sep 2026

The fine hairs on algal flagella do not change swimming or flow

Evidence: Preliminary

What changed

No swimming or flow difference was found; the extra turning of the mutant traced to beating asymmetry, not hydrodynamics. Hair stiffness was not measured, the mutant also lacks a cell wall, and small waveform differences could hide in six-cell samples. The hairs' actual role is untested.

1 study · Lab comparison of mutant and control st…

Information thermodynamics · Maxwell's demon

Published 2020 · Explained Sep 2026

A feedback engine turned every bit of noisy measurement into work, in simulation

Evidence: Preliminary

What changed

In this idealised protocol, efficiency stays at 1 regardless of error; noise only lowers information per measurement. It is theory and simulation, requires instantaneous fine control of trap stiffness and centre, and dissipation from imperfect tuning is only discussed qualitatively.

1 study · Theory with Langevin simulations

Hot electrons · Plasmonics

Published 2019 · Explained Sep 2026

Light on metal nanoparticles mostly makes heat, yet hot-electron transfer is still measured

Evidence: Contested

What changed

A careful energy-conserving model puts the non-thermal share at a tiny fraction under steady light, while a pulsed strong-coupling experiment reports measurable injection. The model is for silver without interband transitions, and the experiment is one material system whose efficiency mechanism is proposed rather than measured, so neither settles the other.

2 studies · Theoretical model versus a pump-probe e…

Spin qubits · Silicon

Published 2016 · Explained Sep 2026

Silicon spin qubits reached microsecond coherence both with and without isotope purification

Evidence: Emerging

What changed

Purified silicon gave the longest dephasing time, but a natural-silicon device came close and demonstrated high single-qubit fidelity. Each result is from one device, neither shows a two-qubit gate, and the two use different qubit encodings, so they are not a like-for-like comparison.

2 studies · Single-device low-temperature experimen…

Reinforcement learning · Planning · Habits

Published 2016 · Explained Sep 2026

The standard test of planning versus habit barely rewards planning, and can be passed without it

Evidence: Emerging

What changed

Planning in that task barely changes reward, people planned more when a redesigned task made it pay, and the marker can be produced by non-planning agents. The human result is a correlation between task groups, most work here is simulation, and the authors argue the artefact is weak in the original task.

3 studies · Agent simulations plus one online behav…

Neuroscience · Vision · Convolutional networks

Published 2014 · Explained Sep 2026

Deep networks trained on object labels predict visual cortex better than hand-built and unsupervised models

Evidence: Strengthening

What changed

Task-trained deep networks predicted both V1 and IT better in these studies. They still leave nearly half of V1's explainable variance unexplained, only one supervised network was tested for IT so supervision is confounded with architecture and data, and the data come from small image sets and few animals.

2 studies · Model comparison against recorded brain…

Blended learning · Programme evaluation

Published 2023 · Explained Sep 2026

A blended degree halved classroom time and exam results barely moved

Evidence: Emerging

What changed

On exam performance, the average cost was close to zero — though students chose their format rather than being randomised, and exams do not capture soft skills or later careers. The interesting question moves to why particular courses differed.

2 studies · Observational comparison of exam result…

Colonial medicine · Nutrition

Published 2021 · Explained Sep 2026

A continental nutrition crisis was generalised from two unusual places

Evidence: Emerging

What changed

The evidence base was geographically narrow and politically convenient, which is traceable in where the research was done and how the diagnosis was used. This is not a new nutrition trial, some figures are cited from earlier surveys, and it does not measure malnutrition incidence today.

2 studies · Archival history of colonial nutrition …

Online learning · Individual differences

Published 2021 · Explained Sep 2026

Gender and neuroticism predicted nothing; four other traits predicted a lot

Evidence: Emerging

What changed

Both assumptions failed in this sample while other traits held. The outcome is self-reported rather than measured, the students are language majors at one Chinese university, and the semester was emergency remote teaching rather than designed online instruction.

1 study · Cross-sectional survey with regression …

Climate models · Extremes

Published 2020 · Explained Sep 2026

CMIP6 runs hotter — but its regional extremes scale like CMIP5's

Evidence: Strengthening

What changed

Regional scaling with warming level is robust across generations, and at +1.5 °C the regional term dominates the uncertainty. The CMIP6 archive was still incomplete when this ran, and the analysis does not explain the regional differences it finds.

2 studies · Multimodel comparison of ETCCDI extreme…

Compound events · Coastal flooding

Published 2020 · Explained Sep 2026

Storm surge and heavy rain arrive together far more often than independence assumes

Evidence: Emerging

What changed

Their dependence is strong now and strengthens under warming across most of the global coastline. The analysis excludes large river catchments and mean sea-level rise, uses six CMIP5 models at roughly 100 km coastal spacing, and stops short of full inundation modelling.

1 study · Copula-based dependence analysis of rea…

Online learning · Course evaluation

Published 2020 · Explained Sep 2026

Students treat some online course features as thresholds, not preferences

Evidence: Emerging

What changed

The structure is hierarchical, which changes how evaluation data should be read. Importance ratings are self-reported and are not measured learning gains, and the sample skews young from courses whose instructors opted in.

2 studies · Survey with exploratory factor analysis…

Drug policy · Rare disease

Published 2019 · Explained Sep 2026

The orphan drug market was a policy choice, and Britain shows what the alternative looked like

Evidence: Strengthening

What changed

The mechanism was contested and contingent, and a state-licensing alternative was operating in parallel. The paper does not measure today's orphan drug prices or estimate how many of the 350-plus post-1983 approvals would have appeared without the Act.

1 study · Policy history from legislative and reg…

Informed consent · Biobanks

Published 2019 · Explained Sep 2026

Biobank consent is broken in one specific way, and the two proposed fixes contradict each other

Evidence: Contested

What changed

Two developed alternatives exist and pull in opposite directions. Both are normative proposals rather than trials: neither has been shown to produce better-informed participants, and dynamic consent has not been shown to raise recruitment.

2 studies · Competing normative proposals in bioban…

Reaction screening · Mass spectrometry

Published 2018 · Explained Sep 2026

Six thousand reactions an hour changes which chemistry questions can be asked

Evidence: Emerging

What changed

Throughput rises by orders of magnitude and reagent consumption falls to sub-microgram. Qualitative reproducibility degrades at the fastest settings, and translating a DESI hit into an optimised preparative yield is not demonstrated here.

1 study · Method development with N-alkylation an…

Addiction · Explanation

Published 2017 · Explained Sep 2026

If addiction changes the brain, that is what learning does too

Evidence: Contested

What changed

A developmental reading accounts for the same neural findings without a pathology premise, and reframes recovery accordingly. This is a theoretical essay: it measures no quit rates and cites recovery-without-treatment figures from the wider literature.

2 studies · Theoretical argument drawing on neurosc…

Brain development · Adolescence

Published 2017 · Explained Sep 2026

The adolescent cortex loses volume mainly because it thins, not because it shrinks in area

Evidence: Established

What changed

Thickness is the dominant component, and it replicates across four samples and three countries. MRI cannot show the cellular processes behind it, and the accelerated design combines age cohorts rather than following individuals from 7 to 29.

2 studies · Four independent accelerated longitudin…

Epidemics · Global health governance

Published 2017 · Explained Sep 2026

Ebola had to pass a classification test that smallpox and polio never did

Evidence: Emerging

What changed

The regulatory architecture itself carried part of the delay, through a classification made before the outbreak began. The paper does not adjudicate every subsequent governance reform or quantify how many deaths the delay caused.

2 studies · Documentary and policy analysis of inte…

Addiction · Moral responsibility

Published 2017 · Explained Sep 2026

Addiction can leave the capacity for choice intact and still not deserve blame

Evidence: Emerging

What changed

A third position holds people responsible without blaming them, and the paper reports it as the stance found in clinical practice. This is not a trial of therapeutic communities, cross-cultural stigma evidence is cited from others, and the stance may not transfer to criminal courts.

1 study · Philosophical argument informed by clin…

Machine learning · Electronic structure

Published 2017 · Explained Sep 2026

A neural network predicted spin states well — and reported where it should not be trusted

Evidence: Emerging

What changed

A surrogate reaches useful accuracy and ships with a domain-of-applicability test. The model covers octahedral first-row complexes with the trained ligand set, descriptors ignore three-dimensional interligand clashes, and cyclams and early metals are explicit outliers.

1 study · Supervised learning on DFT-generated da…

Aerosols · Ozone

Published 2017 · Explained Sep 2026

The same aerosol feedback cuts winter ozone and raises it in summer

Evidence: Emerging

What changed

The feedback improves model skill in both seasons and produces opposite-signed ozone responses. Heterogeneous N₂O₅ chemistry is not quantified, two months of one year cannot represent all conditions, and urban monitors may not represent rural ozone.

2 studies · Paired coupled-model experiments isolat…

Informed consent · Genomics

Published 2016 · Explained Sep 2026

Thirteen genomics consent forms, and what most of them left unspecified

Evidence: Emerging

What changed

The documentary practice is now described, and its consistent omissions identified. The analysis covers the forms themselves: it did not examine local-language translations or how forms are used in recruitment, and it cannot say whether participants understood what they signed.

2 studies · Document analysis of consent forms from…

Parkinson's disease · Structural MRI

Published 2015 · Explained Sep 2026

In newly diagnosed Parkinson's, the cortex was already thinner in those with cognitive impairment

Evidence: Strengthening

What changed

A meaningful amount is present at diagnosis and continues faster in those with cognitive impairment. The relationships are correlational, so thinning is not shown to cause cognitive decline, and 18 months is short relative to the disease course.

1 study · Longitudinal 3 T structural MRI cohort …

Amyloid · Self-assembly

Published 2015 · Explained Sep 2026

Two amyloid peptides share a solution, form separate fibrils, and still affect each other

Evidence: Emerging

What changed

The products are separate and structurally distinguishable, while a kinetic interaction persists at the nucleation step. Atomic structures of mixed oligomers are not solved, and disease relevance is inferred from peptide biophysics rather than from patients.

1 study · Multi-technique aggregation kinetics wi…

Psychiatry · Diagnosis

Published 2014 · Explained Sep 2026

The diagnosis moved three times while the patients stayed the same

Evidence: Strengthening

What changed

The naming was unstable and moved with medical and institutional pressures. Without follow-up the records cannot show whether treatment lasted, officers are under-counted because they were treated elsewhere, and the files cannot settle organic versus psychical aetiology.

1 study · Systematic analysis of hospital case re…

Remote sensing · Air quality trends

Published 2014 · Explained Sep 2026

Fine-particle pollution fell about 20% in the southeastern US — measured from orbit

Evidence: Strengthening

What changed

A 1 km surface resolves spatial structure across the region with good cross-validated skill. The maps are statistical predictions rather than speciated measurements, cloud-obscured retrievals leave gaps, and the study relates nothing to health outcomes.

2 studies · Two-stage statistical calibration of 1 …

Aging · Epigenetics

Published 2013 · Explained Sep 2026

One methylation clock reads age across nearly every human tissue

Evidence: Established

What changed

A multi-tissue clock works, which reframes methylation drift as a systemic phenomenon. It predicts age; it does not show that methylation causes aging, and its accuracy varies by tissue and disease state.

2 studies · Elastic-net penalized regression traine…

Autism · Connectivity

Published 2012 · Explained Sep 2026

Autism network differences appeared in function and structure at once — in a sample chosen to be able to show them

Evidence: Contested

What changed

Two modalities agree within one sample. The participants are high-functioning children and adolescents, so this does not extend to adults or to lower-functioning individuals, and a cross-sectional design cannot say whether these differences precede or follow the behavioural phenotype.

2 studies · Cross-sectional resting-state fMRI with…

Noncovalent interactions · Electronic structure

Published 2012 · Explained Sep 2026

Halogen bonds are not purely electrostatic — the orbital term does real work

Evidence: Strengthening

What changed

Orbital mixing carries a large share of the binding energy, and the trend across halide acceptors can invert. These are gas-phase model trihalides, so the argument is about where the energy comes from, not a prediction for crystals or protein sites.

2 studies · Relativistic DFT

Air pollution · Cancer

Published 2011 · Explained Sep 2026

Screening twenty cancers against traffic pollution is one study, not twenty findings

Evidence: Preliminary

What changed

A full screen gives the context a single-site result lacks, and identifies brain and cervical cancer as the leads worth pursuing. Confounder control shrank many smoking-related associations, cervical results lack HPV data, and the exposure is modelled at the residence.

2 studies · Prospective cohort screen of twenty can…

Research ethics · Oversight

Published 2008 · Explained Sep 2026

Research ethics committees are audited on process, not on whether anyone was protected

Evidence: Emerging

What changed

Compliance has not been shown to deliver protection, and the field lacks the outcome measures that would show it either way. This is a conceptual and policy argument rather than an audit of named committees, and it stops short of proposing a full metric.

2 studies · Conceptual and policy analysis of ethic…

Race and medicine · Nutrition policy

Published 2007 · Explained Sep 2026

It was called Asian rickets, and the flour stayed unfortified

Evidence: Strengthening

What changed

The research effort and the policy refusal ran side by side, and the naming carried the explanation. This is a history of British medical and policy discourse; it is not a prevalence survey of vitamin D deficiency today, and some digitised colonial-era passages are fragmentary.

1 study · Archival history of medical literature,…

Public health · Risk

Published 2007 · Explained Sep 2026

The report that made public health a matter of personal habit

Evidence: Strengthening

What changed

A risk-and-education frame took hold that still structures how health behaviour is addressed. This is a British institutional history: it does not measure how much smoking fell because of the report, and it is not a global account of tobacco epidemiology.

2 studies · Institutional history from professional…

Gene expression · Single-cell

Published 2006 · Explained Sep 2026

Genes fire in bursts, and the randomness is built into the gene

Evidence: Established

What changed

Bursting is a property of the gene, and the intrinsic/extrinsic decomposition attributes most of the spread to the locus. The study does not map burst kinetics for every gene or in tissue, and it does not identify a single molecular switch.

2 studies · Single-molecule FISH counting in clonal…

Sleep · Working memory

Published 2019 · Explained Sep 2026

Sleep loss hurts young adults' working memory — and left older adults' scores intact in another study

Evidence: Contested

What changed

Two papers in the PaperFren library disagree by age group. Neither is large enough to settle the question. The conservative reading is: costs are clearer in young adults here; older-adult resilience was observed in a highly screened sample on a short task.

2 studies · Two laboratory sleep-deprivation studie…

Sleep · Memory

Published 2017 · Explained Sep 2026

Sleep helps children keep word pairs — but not clearly as bound episodes

Evidence: Emerging

What changed

This study replicates a sleep benefit for word pairs in children, then splits the memory: sleep helped item and source separately more clearly than the bound combination. The authors note temporal list context may be a weak episode cue, and subgroup ns were small.

2 studies · Developmental sleep study with polysomn…

Memory · Reconsolidation

Published 2015 · Explained Sep 2026

Intrusive memories can be reduced after they have already consolidated

Evidence: Strengthening

What changed

This pair of experiments shows a reconsolidation-consistent pattern: reactivation plus a visuospatial task reduced subsequent intrusions of an already-consolidated analogue memory. The authors are explicit that a trauma film is not a life-threatening event and that other games were not tested.

2 studies · Laboratory experiments with a trauma-fi…

Bilingualism · Executive function

Published 2014 · Explained Sep 2026

A careful test finds no bilingual advantage — and the executive-function tasks barely agree with each other

Evidence: Contested

What changed

This paper is a central piece of the contested bilingual-advantage debate: no advantage here, plus evidence that popular EF tasks do not measure the same thing. It does not rule out effects in children, older adults, or other sociolinguistic contexts.

3 studies · Individual-differences / between-group …

Social cognition · Schizophrenia

Published 2014 · Explained Sep 2026

Lower medial prefrontal activity during perspective-taking linked social anhedonia to poorer everyday function

Evidence: Emerging

What changed

This study places mPFC activity on a path between anhedonia and function. Sample size is small and the design is cross-sectional, so it is a mechanistic hypothesis with imaging support, not a confirmed causal chain.

1 study · fMRI case-control study with mediation …