RESEARCH BASE
Search 3,721 documents across 34 fields — every claim tier-rated by evidence
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.
93 results for "fairness machine learning" — page 3 of 5
K_4_04 — Morphic Resonance and Sheldrake's Hypothesis
Morphic resonance is a hypothesis proposed by biologist Rupert Sheldrake (b. 1942, Cambridge-trained plant physiologist) that proposes nature operates by habits, not fixed laws, and that organisms and systems are influen
K_2_05 — Unconscious Processing
The cognitive unconscious — mental processes that influence behavior, emotion, and decision-making without reaching conscious awareness — is one of the most empirically robust phenomena in psychology and neuroscience. Fa
K_5_08 — Metacognition: Thinking About Thinking
Metacognition — literally "cognition about cognition" or "thinking about thinking" — refers to the human capacity to monitor, evaluate, and regulate one's own cognitive processes. When you realize you don't understand a
K_5_17 — Neuroplasticity, Cortical Reorganization, and Brain Self-Repair
Neuroplasticity — the brain's ability to reorganize its structure, function, and connections in response to experience, injury, or environmental demand — has transformed neuroscience from a static model ("the adult brain
ZG_2_15 — Language Attrition: How First Languages Are Lost
Language attrition — the process by which a previously acquired language is gradually lost by an individual speaker due to reduced use and exposure — is one of the most fascinating and practically important phenomena in
ZG_4_08 — Language Acquisition: How Children Learn Language
The process by which children acquire their first language — apparently effortlessly, without formal instruction, and to a level of grammatical sophistication no adult second-language learner typically achieves — is one
ZG_3_07 — Animal Communication Systems: Birdsong, Whale Song, Primate Calls
Animal communication systems — the diverse repertoires of signals (vocal, visual, chemical, tactile, electrical) by which non-human species transmit information — have been the subject of intensive study both for their o
ZG_3_02 — FOXP2 and the Genetics of Language
FOXP2 (Forkhead Box Protein P2) is the first gene directly linked to human speech and language ability, located on chromosome 7q31 and encoding a transcription factor that regulates hundreds of downstream genes involved
J_1_15 — Hero of Alexandria: Ancient Steam, Pneumatics, and Automation
Hero of Alexandria (Ἥρων ὁ Ἀλεξανδρεύς, c. 10–70 CE) was a Greek mathematician, engineer, and inventor working in Roman-era Alexandria who designed and documented an extraordinary range of mechanical devices — including
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
INTERDOC_32 — AI, Consciousness, and the Ethical Frontier
[KEY FINDING] The alignment problem — ensuring that artificial intelligence systems pursue goals aligned with human values — has moved from science fiction to mainstream AI safety research. Stuart Russell (Human Compatib
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
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
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
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
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
G_4_06 — Sound Healing — Evidence, Pseudoscience, and Ancient Practice
Sound healing occupies a uniquely contested space where genuine medical science, ancient spiritual practice, and modern pseudoscience coexist and often blur together. On one end, music therapy is FDA-recognized for pain
G_4_26 — Consciousness-Technology Integration
The intersection of consciousness studies and technology represents one of the most consequential frontiers of 21st-century science and philosophy. Brain-computer interfaces (BCIs), pioneered by researchers from Jacques
G_3_12 — Morphic Resonance and Formative Causation
Morphic resonance is a hypothesis proposed by Rupert Sheldrake (1981, A New Science of Life) that posits the existence of morphic fields — non-local, non-energetic fields that carry information about the habits (forms an
T_1_10 — Psychometrics and Intelligence Testing
Intelligence testing is among the oldest and most psychometrically robust enterprises in psychology. Spearman's g factor (1904) — a general mental ability extracted through factor analysis — remains one of the strongest
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