RESEARCH BASE

Search 3,721 documents across 34 fields — every claim tier-rated by evidence

3,721 Documents 34 Sections 43,625 Citations 34,852 Keywords Indexed 4 Evidence Tiers

3,633 are the core, quality-scored corpus (34 lettered sections — see How We Work); the remaining 88 are cross-corpus synthesis documents (68 InterDocs, 12 Connections, 8 Theories) also indexed here.

314 results for "PAC learning" — page 10 of 16

Q_3_08 Verified Cosmology & Physics

Q_3_08 — Planetary Formation and Protoplanetary Disks

Planets form within protoplanetary disks — rotationally supported structures of gas and dust orbiting newly formed stars, with typical masses of 0.1–10% of the stellar mass, radii of 10–1000 AU, and lifetimes of ~1–10 mi

protoplanetary disk planet formation core accretion disk instability planetesimal pebble accretion
Verified

INTERDOC_60 — AI Consciousness and Moral Status: The Triadic Framework

As AI systems cross behavioral thresholds once considered markers of intelligence — passing bar exams at the 90th percentile (GPT-4, March 2023), solving protein folding (AlphaFold2, 2020), exhibiting emergent reasoning

artificial consciousness moral status IIT phi global workspace theory alignment problem phenomenal experience
Credible

INTERDOC_78 — Earth School: The Hypothesis That Physical Life Is a Consciousness Curriculum

The "Earth School" metaphor captures a cluster of related beliefs held across the world's major spiritual traditions: that human life is a deliberate experience, that souls choose or are guided into incarnation for speci

Earth school soul curriculum consciousness evolution reincarnation learning NDE life review bardo rebirth
Credible

INTERDOC_04 — Catastrophe-Migration-Civilization Cycle

The archaeological and paleoclimatic record reveals at least five major catastrophe-migration cycles in the last ~75,000 years, each following a recognizable pattern: a sudden environmental shock (volcanic eruption, cosm

Younger Dryas cataclysm migration civilization collapse Bronze Age collapse volcanic winter
ZB_2_12 Verified Ecology & Biology

ZB_2_12 — Biological Scaling and Allometry

Allometry — the study of how biological characteristics scale with body size — reveals some of the most universal quantitative laws in biology. From bacteria to blue whales, spanning 21 orders of magnitude in body mass,

allometry biological scaling metabolic scaling Kleiber's law quarter-power scaling three-quarter power
ZB_1_09 Verified Ecology & Biology

ZB_1_09 — Tool Use in Animals

Tool use — defined as the deployment of an external object to alter the form, position, or condition of another object or organism — was once considered uniquely human. Since Jane Goodall's 1960 observation of chimpanzee

tool use animal cognition crow New Caledonian crow chimpanzee orangutan
ZB_1_17 Credible Ecology & Biology

ZB_1_17 — Cognitive Ecology and Animal Decision-Making

Cognitive ecology — the study of how animals' cognitive abilities (perception, learning, memory, decision-making) have been shaped by the ecological challenges they face — bridges behavioral ecology, comparative psycholo

cognitive-ecology animal-decision-making optimal-foraging bounded-rationality heuristics brain-size
ZB_1_08 Verified Ecology & Biology

ZB_1_08 — Cephalopod Intelligence and Cognition

Cephalopods — octopuses, squid, cuttlefish, and nautiluses — represent the pinnacle of invertebrate cognitive evolution, having independently evolved complex brains and sophisticated behaviors along a lineage that diverg

cephalopod octopus squid cuttlefish intelligence cognition
ZB_1_10 Verified Ecology & Biology

ZB_1_10 — Sound Communication and Animal Vocalization

Sound communication is one of the most versatile and widespread signaling modalities in the animal kingdom, spanning frequencies from infrasound (elephants: ~14 Hz, traveling kilometers through air and ground) to ultraso

animal communication vocalization birdsong whale song vocal learning language
ZB_4_13 Verified Ecology & Biology

ZB_4_13 — Historical Ecology: Human-Ecosystem Co-Evolution through Time

Historical ecology investigates how human land use, management, domestication, exploitation, and settlement over centuries to millennia have shaped contemporary ecosystems, landscapes, and biodiversity patterns — reveali

historical ecology shifting baseline land-use history legacy effects paleoecology human impact
ZB_3_17 Verified Ecology & Biology

ZB_3_17 — Invasive Species Ecology and Biological Invasions

Biological invasions — the introduction, establishment, spread, and impact of species outside their native range — are among the most significant drivers of global biodiversity loss, ecosystem change, and economic damage

invasive-species biological-invasion enemy-release novel-ecosystem ballast-water cane-toad
ZC_5_16 Verified Social Science

ZC_5_16 — Computational Social Science: Big Data, Agent-Based Models, and Digital Behavioral Analysis

Computational social science (CSS) is the interdisciplinary field that applies computational methods — machine learning, natural language processing, network analysis, agent-based modeling, and large-scale data mining —

computational social science big data agent-based modeling social network analysis digital trace data natural language processing
ZC_5_19 Credible Social Science

ZC_5_19 — Network Society — Castells

Manuel Castells (born 1942 in Hellín, Spain), professor at the University of Southern California and emeritus at the University of California, Berkeley, produced one of the most ambitious sociological analyses of the lat

network society Manuel Castells information age informationalism space of flows timeless time
ZC_1_10 Verified Social Science

ZC_1_10 — Environmental Psychology

Environmental psychology examines the transactions between individuals and their physical surroundings — how built and natural environments influence human behavior, cognition, emotion, and well-being, and reciprocally,

environmental social-science built environment nature and well-being biophilia attention restoration theory stress reduction theory
ZC_1_11 Verified Social Science

ZC_1_11 — Psychology of Time

The psychology of time encompasses how humans perceive duration, orient themselves across past-present-future, and how temporal cognition influences decision-making, memory, motivation, and well-being.

time perception temporal cognition prospective timing retrospective timing internal clock pacemaker-accumulator
ZC_4_22 Credible Social Science

ZC_4_22 — Urban Anthropology & City as Culture

Urban anthropology — the ethnographic study of life in cities — has grown from a marginal subfield to one of the most vital areas in contemporary social science as humanity has become a predominantly urban species: since

urban anthropology urbanization city ethnography gentrification informal settlements
ZC_2_06 Verified Social Science

ZC_2_06 — Urban Sociology and City Planning

Urban sociology examines the social life, structures, and problems of cities, while city planning addresses the intentional design of urban spaces. By 2007, more than half of humanity lived in cities for the first time i

urban sociology city planning urbanization gentrification suburbanization Chicago School
G_4_08 Credible Modern Frameworks

G_4_08 — Graham Hancock — Data-Driven Evaluation of Claims

Graham Hancock (b. 1950, Edinburgh) is a British journalist and author who has become the most prominent advocate of the "lost civilization" hypothesis — the idea that an advanced civilization existed before the end of t

Graham Hancock lost civilization Younger Dryas Fingerprints of the Gods Magicians of the Gods Ancient Apocalypse
G_1_02 Verified Modern Frameworks

G_1_02 — Digital Archaeology: LiDAR, Remote Sensing, GIS, and AI in Discovery

Digital archaeology encompasses a suite of non-invasive and computational technologies that have revolutionised how sites are discovered, documented, and interpreted. Airborne LiDAR has revealed entire cities beneath tro

LiDAR remote sensing GIS satellite archaeology ground-penetrating radar Vesuvius Challenge
G_3_11 Verified Modern Frameworks

G_3_11 — Information Theory and Biological Complexity

Information theory, founded by Claude Shannon (1948, A Mathematical Theory of Communication), provides a rigorous mathematical framework for quantifying information content, communication capacity, and complexity — conce

information theory Shannon entropy Kolmogorov complexity algorithmic information biological information DNA information content