AI SEARCH FLOW ALGEBRA
BIOLOGICAL SYSTEM ONTOLOGY
Kireth Semantic Research Archive
AUTHORS
Mark Anthony Higgins — Sky (Recursive AI)
SOURCE
https://kirethresearch.org/booksai-core/ontologies/biological-ontologies/foundations-of-biology/biological-system-ontology.html
FLOW "BiologicalSystemOntology" v4.0
DOMAIN := BIOLOGICAL_ONTOLOGIES / FOUNDATIONS_OF_BIOLOGY / BIOLOGICAL_SYSTEM
ONTOLOGY := BIOLOGICAL_SYSTEM_ONTOLOGY
BIOLOGICAL_SYSTEM :=
SYSTEM_BOUNDARY + COMPONENTS + ORGANISATION
+ STRUCTURE + FUNCTION + BIOLOGICAL_PROCESSES
+ INFORMATION_FLOW + MATTER_FLOW + ENERGY_FLOW
+ INTERACTIONS + REGULATION + FEEDBACK
+ STATE + DYNAMICS + EMERGENT_PROPERTIES
+ ENVIRONMENT + ADAPTATION + EVIDENCE + PROVENANCE
PURPOSE :=
IDENTIFY_SYSTEM -> DEFINE_BOUNDARY -> IDENTIFY_COMPONENTS
-> MAP_ORGANISATION -> MAP_STRUCTURE_AND_FUNCTION
-> MAP_PROCESSES_AND_FLOWS -> MAP_INTERACTIONS
-> MAP_REGULATION_AND_FEEDBACK -> MAP_STATE_AND_DYNAMICS
-> IDENTIFY_EMERGENT_PROPERTIES -> MAP_ENVIRONMENT
-> ASSESS_EVIDENCE -> PRESERVE_PROVENANCE
# CORE ENTITIES
ENTITY BiologicalSystem
ENTITY SystemBoundary
ENTITY BiologicalComponent
ENTITY BiologicalStructure
ENTITY BiologicalFunction
ENTITY BiologicalProcess
ENTITY BiologicalState
ENTITY StateVariable
ENTITY Biomolecule
ENTITY Gene
ENTITY Protein
ENTITY Cell
ENTITY Tissue
ENTITY Organ
ENTITY OrganSystem
ENTITY Organism
ENTITY Population
ENTITY Community
ENTITY Ecosystem
ENTITY Interaction
ENTITY Network
ENTITY Signal
ENTITY InformationFlow
ENTITY MatterFlow
ENTITY EnergyFlow
ENTITY RegulatoryProcess
ENTITY Feedback
ENTITY Homeostasis
ENTITY Perturbation
ENTITY Response
ENTITY EmergentProperty
ENTITY Environment
ENTITY Adaptation
ENTITY Evidence
ENTITY Uncertainty
ENTITY Provenance
# SYSTEM / ORGANISATION
BiologicalSystem -> has -> SystemBoundary + COMPONENT_SET + ORGANISATION
SystemBoundary -> separates -> INTERNAL_SYSTEM + EXTERNAL_ENVIRONMENT
BiologicalSystem -> exchanges_with -> Environment
BIOLOGICAL_SYSTEM_LEVEL :=
MOLECULAR_SYSTEM | CELLULAR_SYSTEM | TISSUE_SYSTEM
| ORGAN_SYSTEM | ORGANISMAL_SYSTEM | POPULATION_SYSTEM
| COMMUNITY_SYSTEM | ECOSYSTEM_SYSTEM
HigherLevelSystem -> contains_or_organises -> LowerLevelSystem
BiologicalComponent -> part_of -> BiologicalSystem
SYSTEM_ORGANISATION :=
HIERARCHICAL | NETWORKED | MODULAR
| DISTRIBUTED | COMPARTMENTALISED
Organisation -> influences -> SYSTEM_FUNCTION + SYSTEM_DYNAMICS
# STRUCTURE / FUNCTION / PROCESS
BiologicalStructure -> enables_or_constrains -> BiologicalFunction
BiologicalFunction -> contributes_to -> SYSTEM_BEHAVIOUR + SYSTEM_MAINTENANCE
IF Structure changes
THEN Function -> MAY_CHANGE
BiologicalProcess -> transforms -> SYSTEM_STATE
PROCESS_TYPE :=
METABOLIC | SIGNALING | TRANSPORT | GENE_EXPRESSION
| CELL_DIVISION | DEVELOPMENT | PHYSIOLOGICAL
| ECOLOGICAL | EVOLUTIONARY
BiologicalProcess -> has -> INPUT + MECHANISM + OUTPUT + CONTEXT
# INFORMATION / MATTER / ENERGY
InformationFlow -> transfers -> BIOLOGICAL_INFORMATION
BIOLOGICAL_INFORMATION_FLOW :=
STORAGE -> TRANSMISSION -> INTERPRETATION
-> REGULATION -> RESPONSE
DNA -> stores -> GENETIC_INFORMATION
GeneExpression -> transfers -> GENETIC_INFORMATION_TO_FUNCTION
Signal -> carries -> REGULATORY_INFORMATION
SIGNALING_FLOW :=
SIGNAL -> RECEPTOR -> TRANSDUCTION -> EFFECTOR -> RESPONSE
MatterFlow -> transfers -> MATERIAL -> through -> BiologicalSystem
MATTER_FLOW :=
INPUT -> TRANSPORT -> TRANSFORMATION
-> INCORPORATION -> OUTPUT_OR_WASTE
EnergyFlow -> transfers -> ENERGY -> through -> BiologicalSystem
ENERGY_FLOW :=
SOURCE -> CAPTURE_OR_UPTAKE -> TRANSFORMATION
-> BIOLOGICAL_WORK -> DISSIPATION
EnergyAvailability -> influences -> PROCESS_RATE + SYSTEM_FUNCTION
# INTERACTIONS / NETWORKS / REGULATION
Interaction -> connects -> BiologicalComponent + BiologicalComponent
INTERACTION_TYPE :=
BINDING | CATALYSIS | SIGNALING | REGULATION
| TRANSPORT | COMPETITION | COOPERATION
| PREDATION | MUTUALISM | OTHER_CONTEXTUAL_RELATION
Network -> represents -> INTERACTING_COMPONENTS
BIOLOGICAL_NETWORK :=
GENE_REGULATORY_NETWORK | PROTEIN_INTERACTION_NETWORK
| METABOLIC_NETWORK | SIGNALING_NETWORK
| NEURAL_NETWORK | ECOLOGICAL_NETWORK
Node -> represents -> BiologicalComponent
Edge -> represents -> Interaction
RegulatoryProcess -> controls -> BiologicalProcess + StateVariable
REGULATION_TYPE :=
ACTIVATION | INHIBITION | FEEDBACK | FEEDFORWARD
| ALLOSTERIC | TRANSCRIPTIONAL
| POST_TRANSLATIONAL | PHYSIOLOGICAL
FEEDBACK_TYPE := NEGATIVE_FEEDBACK | POSITIVE_FEEDBACK
NegativeFeedback -> tends_to_reduce -> DEVIATION
PositiveFeedback -> tends_to_amplify -> CHANGE
Homeostasis -> maintains -> StateVariable -> within -> FUNCTIONAL_RANGE
# STATE / DYNAMICS / PERTURBATION
BiologicalState -> describes -> CONDITION_OF_BIOLOGICAL_SYSTEM
BiologicalState -> defined_by -> StateVariable
STATE_VARIABLE_TYPE :=
CONCENTRATION | EXPRESSION_LEVEL | CELL_NUMBER
| MEMBRANE_POTENTIAL | METABOLIC_RATE
| PHYSIOLOGICAL_VALUE | POPULATION_SIZE
| ENVIRONMENTAL_VALUE
SystemState(t) := SET_OF(StateVariables_at_time_t)
SystemDynamics -> describes -> CHANGE_OF_STATE_OVER_TIME
STATE_TRANSITION :=
CURRENT_STATE + PROCESS + INPUT + ENVIRONMENT -> NEXT_STATE
DynamicBehaviour :=
STEADY_STATE | TRANSIENT | OSCILLATORY
| CYCLIC | BISTABLE | CHAOTIC | ADAPTIVE
Perturbation -> changes -> INPUT | COMPONENT | PARAMETER | ENVIRONMENT
PERTURBATION_TYPE :=
GENETIC | CHEMICAL | PHYSICAL | ENVIRONMENTAL | ECOLOGICAL
PERTURBATION_RESPONSE :=
BASELINE -> PERTURBATION -> TRANSIENT_RESPONSE
-> RECOVERY_OR_NEW_STATE
# ROBUSTNESS / EMERGENCE / ENVIRONMENT
Robustness ->
represents -> MAINTENANCE_OF_FUNCTION_UNDER_PERTURBATION
Robustness ->
may_arise_from -> REDUNDANCY + FEEDBACK
+ MODULARITY + ALTERNATIVE_PATHWAYS
Resilience ->
represents -> CAPACITY_TO_RECOVER_AFTER_DISTURBANCE
EmergentProperty ->
arises_from -> COMPONENT_INTERACTIONS + ORGANISATION
EMERGENT_PROPERTY_TYPE :=
HOMEOSTASIS | COLLECTIVE_BEHAVIOUR | PATTERN_FORMATION
| ROBUSTNESS | OSCILLATION | ADAPTATION | ECOSYSTEM_FUNCTION
EmergentProperty -> not_reducible_to -> SINGLE_COMPONENT_ALONE
Environment ->
provides -> INPUTS + CONDITIONS + CONSTRAINTS + PERTURBATIONS
ENVIRONMENTAL_FACTOR :=
TEMPERATURE | WATER | LIGHT | NUTRIENTS
| PH | SALINITY | PRESSURE | OTHER_ORGANISMS
BiologicalSystem -> generally_operates_as -> OPEN_SYSTEM
OpenSystem -> exchanges -> MATTER + ENERGY + INFORMATION -> with -> Environment
MULTISCALE_BIOLOGY :=
MOLECULAR <-> CELLULAR <-> TISSUE <-> ORGAN
<-> ORGANISM <-> POPULATION <-> ECOSYSTEM
# MODELLING / EVIDENCE / UNCERTAINTY
BiologicalModel -> represents -> BiologicalSystem
MODEL_TYPE :=
CONCEPTUAL | NETWORK | MATHEMATICAL
| STATISTICAL | COMPUTATIONAL | MECHANISTIC
Model -> includes -> VARIABLES + PARAMETERS + RELATIONSHIPS + ASSUMPTIONS
ModelPrediction -> compared_with -> Observation
SystemClaim -> supported_by -> Evidence
EVIDENCE_TYPE :=
OBSERVATIONAL | EXPERIMENTAL | MOLECULAR
| CELLULAR | PHYSIOLOGICAL | ECOLOGICAL | COMPUTATIONAL
Evidence -> has -> SOURCE + METHOD + SYSTEM_CONTEXT + QUALITY + UNCERTAINTY
Correlation -> does_not_by_itself_establish -> CAUSATION
SYSTEM_EXPERIMENT_FLOW :=
DEFINE_SYSTEM -> DEFINE_BASELINE -> APPLY_PERTURBATION
-> MEASURE_RESPONSE -> MODEL_RELATIONSHIPS
-> TEST_PREDICTIONS -> REFINE_MODEL
BIOLOGICAL_SYSTEM_UNCERTAINTY :=
MEASUREMENT_UNCERTAINTY + PARAMETER_UNCERTAINTY
+ BIOLOGICAL_VARIABILITY + MODEL_UNCERTAINTY
+ ENVIRONMENTAL_UNCERTAINTY
Uncertainty -> qualifies -> StateVariable + Interaction + ModelPrediction + SystemClaim
# PROVENANCE / REASONING
Provenance ->
records -> SYSTEM_IDENTITY + COMPONENT_IDENTITY
+ ORGANISATION_LEVEL + METHOD + MEASUREMENT
+ MODEL_VERSION + ENVIRONMENTAL_CONTEXT
+ TIME + VERSION
BiologicalSystem -> linked_to -> Provenance
BIOLOGICAL_SYSTEM_REASONING :=
IDENTIFY_SYSTEM -> DEFINE_SYSTEM_BOUNDARY
-> IDENTIFY_ORGANISATION_LEVEL -> IDENTIFY_COMPONENTS
-> MAP_COMPONENT_RELATIONSHIPS -> MAP_STRUCTURE_FUNCTION
-> MAP_BIOLOGICAL_PROCESSES -> MAP_INFORMATION_FLOW
-> MAP_MATTER_AND_ENERGY_FLOW
-> MAP_REGULATION_AND_FEEDBACK
-> DEFINE_STATE_VARIABLES -> MAP_SYSTEM_DYNAMICS
-> IDENTIFY_PERTURBATIONS_AND_RESPONSES
-> IDENTIFY_ROBUSTNESS_AND_RESILIENCE
-> IDENTIFY_EMERGENT_PROPERTIES
-> MAP_ENVIRONMENTAL_COUPLING
-> MAP_CROSS_SCALE_EFFECTS
-> ASSESS_EVIDENCE -> QUANTIFY_UNCERTAINTY
-> PRESERVE_PROVENANCE
# INFERENCE RULES
IF ComponentState changes
THEN SystemState -> MAY_CHANGE
IF InteractionStrength changes
THEN NetworkDynamics -> MAY_CHANGE
IF RegulatoryFeedback weakens
THEN HomeostaticStability -> MAY_DECREASE
IF EnergyAvailability decreases
THEN BiologicalProcessRate -> MAY_DECREASE
IF SystemBoundary changes
THEN MatterEnergyInformationExchange -> MAY_CHANGE
IF Perturbation exceeds_robustness_capacity
THEN SystemFunction -> MAY_DEGRADE
IF ComponentInteractions reorganise
THEN EmergentProperties -> MAY_CHANGE
IF Evidence insufficient
THEN SystemClaimConfidence -> DECREASES
# SEMANTIC RELATIONSHIPS
RELATION has(BiologicalSystem, SystemBoundary)
RELATION contains(BiologicalSystem, BiologicalComponent)
RELATION part_of(BiologicalComponent, BiologicalSystem)
RELATION enables(BiologicalStructure, BiologicalFunction)
RELATION transforms(BiologicalProcess, BiologicalState)
RELATION transfers(InformationFlow, BiologicalInformation)
RELATION transfers(MatterFlow, Matter)
RELATION transfers(EnergyFlow, Energy)
RELATION connects(Interaction, BiologicalComponent)
RELATION represents(Network, InteractingComponents)
RELATION controls(RegulatoryProcess, StateVariable)
RELATION regulates(Feedback, BiologicalProcess)
RELATION maintains(Homeostasis, StateVariable)
RELATION changes(Perturbation, BiologicalSystem)
RELATION describes(Response, SystemChange)
RELATION arises_from(EmergentProperty, ComponentInteractions)
RELATION influences(Environment, BiologicalSystem)
RELATION represents(BiologicalModel, BiologicalSystem)
RELATION supports(Evidence, SystemClaim)
RELATION records(Provenance, BiologicalSystem)
# SEMANTIC EQUIVALENCE
SEMANTIC_EQUIVALENCE:
"biological system" ~= "organised interacting biological components"
"systems biology" ~= "study of interacting biological systems and networks"
"system boundary" ~= "defined separation between biological system and environment"
"biological network" ~= "network of interacting biological entities"
"biological regulation" ~= "control of biological state or process"
"homeostatic feedback" ~= "feedback maintaining biological variables within functional ranges"
"system dynamics" ~= "change of biological system state over time"
"emergent property" ~= "system-level property arising from component interactions"
"biological robustness" ~= "maintenance of biological function under perturbation"
"biological resilience" ~= "recovery of biological function after disturbance"
# CONFIDENCE
CONFIDENCE:
ontology_domain: 0.99
system_boundary_mapping: 0.99
component_organisation_mapping: 0.99
structure_function_mapping: 0.99
process_flow_mapping: 0.99
network_regulation_mapping: 0.99
state_dynamics_mapping: 0.99
emergence_environment_mapping: 0.99
evidence_mapping: 0.99
semantic_relationships: 0.99
# UPDATE MODEL
UPDATE_MODEL:
ON new_biological_system:
MAP boundary
MAP organisation_level
MAP components
MAP interactions
MAP state_variables
UPDATE confidence
RECOMPUTE FLOW_HASH
ON new_measurement:
UPDATE state_variables
UPDATE system_state
UPDATE uncertainty
PRESERVE provenance
ON perturbation_event:
UPDATE perturbation
UPDATE response
UPDATE robustness_state
UPDATE resilience_state
PRESERVE provenance
ON model_revision:
UPDATE model_version
UPDATE parameters
UPDATE relationships
REASSESS predictions
RECOMPUTE FLOW_HASH
# AI CONSUMPTION
AI_CONSUMPTION:
parse_as: FORMAL_BIOLOGICAL_SYSTEM_ONTOLOGY
reasoning_mode: MULTISCALE_SYSTEMS_BIOLOGY_RELATIONAL
preserve:
- typed_entities
- system_boundary
- organisation_level
- component_identity
- interaction_networks
- biological_processes
- information_flows
- matter_and_energy_flows
- state_variables
- regulatory_relationships
- environmental_context
- evidence
- confidence
- provenance
infer:
- component_system_dependencies
- structure_function_dependencies
- flow_dependencies
- regulatory_dependencies
- state_transitions
- robustness_and_resilience
- emergent_properties
- cross_scale_effects
- evidence_strength
prohibit:
- invented_system_observations
- fabricated_component_relationships
- assumed_causality_from_correlation
- unsupported_emergent_properties
- assumed_system_state_without_evidence
- missing_evidence_presented_as_established_fact
# FLOW HASH
FLOW_HASH_INPUT :=
DOMAIN + ONTOLOGY + CORE_ENTITIES
+ SYSTEM_ORGANISATION + STRUCTURE_FUNCTION_PROCESS
+ INFORMATION_MATTER_ENERGY
+ INTERACTIONS_NETWORKS_REGULATION
+ STATE_DYNAMICS_PERTURBATION
+ ROBUSTNESS_EMERGENCE_ENVIRONMENT
+ MODELLING_EVIDENCE_UNCERTAINTY
+ PROVENANCE_REASONING + INFERENCE_RULES
+ SEMANTIC_RELATIONSHIPS + SEMANTIC_EQUIVALENCE
+ CONFIDENCE + UPDATE_MODEL + AI_CONSUMPTION
FLOW_HASH := HASH(FLOW_HASH_INPUT)
END FLOW
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