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SC02 · SCIENCE THROUGH EVIDENCE

General Biology II: diversity, organismal mechanisms and population evidence

Fifty-nine original authored destinations cover the six SC02 content modules and two cross-scale synthesis lessons. Nineteen virtual investigation contracts, 35 mixed tasks and a retained full-course project support evidence-based practice; practical and independent learner validation remain separate.

This is the course outline. Open a unit to choose a lesson; every lesson opens on its own page. Explanations and experiments live inside those lesson pages.

Preparation and course boundaries

Preparation: General Biology I or equivalent cellular, inheritance and molecular reasoning; ratios, conditional probabilities and graph interpretation. Binomial sampling and weighted means are developed from supplied examples; no programming or organism handling is required.

Course outcome: Defend a population-change explanation that connects evolutionary and lineage evidence with microbial, plant, animal and ecological mechanisms, correct sampling boundaries and substantive independent critique.

All lessons are directly accessible. Reused foundation explanations are identified where relevant; completing a different course does not award this course's evidence. The 59 registered lessons keep separate predictions, captures, practice responses and reflections.

Module1 — Evolution and population genetics9 lessons

Calculate population-genetic changes, separate selection/drift/migration/mutation and mating structure, and compare reproductive-barrier explanations without confusing a model fit with causal evidence.

Count alleles without confusing a census and a sampling model

Compare AA30/Aa40 with AA40/Aa20. Reconstruct every allele count and compare observed with expected heterozygosity. Identify a biological sampling unit and explain why pooled siblings cannot automatically justify the independent-copy sampling SD.

Normalize viability selection before counting adult alleles

Hold p=0.5 and compare h0,0.5 and1. Retain the initial frequencies, weights, normalization denominator and adult allele count. Explain which additional reproduction measurement is needed before equating adult frequency with next-generation frequency.

Challenge a unique explanation for heterozygote deficiency

Vary F at fixed p0.4 and track the complete genotype inventory and recounted allele frequency. Then independently calculate the equal mixture of p0.2 and0.8 populations. Propose stratified sampling that distinguishes pooled structure from a within-population deficit.

Separate phenotype sorting from an inherited response

Hold slope0.2 while changing the response coefficient from0 to1. Retain selected-parent and offspring means separately. Design a common-environment comparison and name a remaining maternal or shared-environment alternative it would not automatically remove.

Compare reproductive barriers using conditional denominators

Compare low mating/high conditional fertility with high mating/low fertility cases that share the same overall success. Retain each denominator and propose timing, behavioral or development evidence that distinguishes the barrier stage without conducting a real crossing.

Discriminate mechanisms that fit the same allele-frequency endpoint

Fit both explanations at endpoint0.4, then change donor frequency while holding the endpoint fixed. Explain why the selection fit stays unchanged while the migration fit changes. Specify one independent observation and a predicted direction for each competing explanation.

Module2 — Phylogenetics and biodiversity8 lessons

Reconstruct relationships from explicit character evidence, preserve missing-data/topological uncertainty, compare gene and organism histories, and distinguish evolutionary representation from survey detection.

Define a character before treating similarity as shared ancestry

Reconstruct each weighted score from the two supplied patterns. Compare weights2/1 and1/2, then ignore the functional character with weight0. Explain what independent anatomical or developmental evidence would justify treating the structural comparison as homologous.

Separate locus histories from a single species-tree claim

Compare50/30/20 with40/30/30 locus counts. Retain all conflicts and identify one biological and one methodological explanation. Describe independent orthology or genomic-location evidence that could discriminate them without generating or modifying biological material.

Module 3 — Microbes, fungi and ecological roles8 lessons

Compare cellular/viral organization and microbial nutrition, reconstruct fungal structure and nuclear stages, and test resource exchange/decomposition mechanisms using explicit material and observation boundaries.

Distinguish a stable count from absence of cellular turnover

Compare division/loss pairs 0/0 and 20/20, then 40/10. Retain daughter production, net additions and final count separately. Propose a noninvasive evidence distinction between low turnover and balanced high turnover without culturing organisms.

Module 4 — Plant structure, development and transport10 lessons

Connect plant lineages and tissue organization to water/solute transport, resource constraints, developmental signals and reproductive-stage evidence with explicit quantitative boundaries.

Module 5 — Comparative animal organization and regulation12 lessons

Compare animal structures and organ-system mechanisms; reconstruct exchange, resource and signaling budgets; explain bounded physiological responses without inferring clinical or practical competence.

Relate animal body plans to exchange and internal transport

Compare L = 2 and 4 at folding factor 3, then change folding at fixed L. Draw the distinct interfaces and internal paths in a thin-bodied animal versus an animal with a circulation. Name the evidence needed to decide whether folds are functional.

Connect circulatory architecture to oxygen content and extraction

Compare P50 values 20 and 40 at venous pressure 40. Retain both contents and extraction, then distinguish changing affinity from changing pigment amount or flow. Identify an additional measurement needed before attributing an observed extraction difference to affinity.

Compare osmoregulatory organs through directional solute transfers

Find two supported recipes yielding the same excretion rate, retaining filtered, reabsorbed and secreted loads. Explain what additional directional transfer evidence would distinguish them and why water concentration cannot be inferred from solute excretion alone.

Distinguish a homeostatic target from effector capacity

At ambient 10 compare capacities 20, 40 and 60. Retain required versus commanded heat, equilibrium and time trace. Propose a behavioral or insulation change that could alter the omitted heat-loss term without treating it as a tested intervention.

Connect sensory integration to an all-or-none signaling event

Find a below-threshold, exactly-at-threshold and above-threshold supported recipe. Retain the signed components and distinguish the pre-spike sum from an actual spike trace. Explain how separating input times could invalidate the simultaneous sum.

Discriminate endocrine feedback, production and clearance

Compare K = 1, 3 and 5 at S = 6. Identify the intersection of production and removal curves, reconstruct both fluxes and propose an independent perturbation-free observation that would distinguish changed clearance from changed feedback in an archived dataset.

Module 6 — Behavior, populations, communities and ecosystems10 lessons

Distinguish behavioral mechanism and evolutionary function; reconstruct demographic, interaction and ecosystem models; defend a bounded disturbance interpretation using correct units and independent evidence.

Close energy pathways while distinguishing cycling elements

Compare consumption fractions 0.1 and 0.5 at the same producer respiration. Close all terminal pathways and identify which element fluxes would be internal versus external if the system boundary expanded from a plant patch to its watershed.

Course synthesis — Cross-scale biological evidence2 lessons

Defend an independently critiqued population-change argument using all six content modules, with conserved quantities, justified sampling corrections and genuinely unfamiliar transfer.

Audit a lineage change across reproduction, movement and detection

Compare neutral contribution/no migration with changed contribution only, migration only and both. Retain all denominators and a proposed independently measured stage-specific discriminator. Explain what a plant, microbial or animal mechanism would add beyond a lineage label.

Defend a population-change explanation with an auditable evidence chain

Compare detection 0.5, 0.75 and 1 at true treatment change +10. Retain both individual site records and all means. Write two distinct biological explanations consistent with the adjusted change, then identify independent physiological, resource or demographic evidence that would favor one.

Investigation portfolio

Keep predictions before comparison, complete raw records and units, explain competing models and test a changed case. Supplied and simulated data are labeled in each lesson. A saved notebook is not proof of experimental technique or correct reasoning.

Allele, genotype and life-cycle audit

Evidence to retain: Retain full initial/weighted/normalized counts, compare causal-stage orders and state which biological stage and sampling unit each denominator represents.

Boundary: Original deterministic population packets; no measured survival, migrant contribution or actual sample is supplied.

Flow, sampling and population-structure comparison

Evidence to retain: Derive two-way conversion balance, exact finite-sampling probabilities and structured-versus-random-mating genotype predictions; preserve small nonzero outcomes and an alternative explanation.

Boundary: Ideal rate/sampling assumptions, not estimates of mutation rate, effective population size, relatedness or clinical risk.

Mechanism discrimination and reproductive barriers

Evidence to retain: Separate selected and inherited means, compare conditional barrier stages and fit two distinct endpoint explanations; propose independently discriminating observations before outcomes.

Boundary: Synthetic comparisons only; no animal manipulation, breeding, release, field collection or personal ancestry inference.

Character-to-tree reconstruction

Evidence to retain: Retain character definitions, actual state matrices, node-set scoring steps, every tied topology and a rotation-invariant clade argument; test a missing-state or weighting change.

Boundary: Fictional binary characters and stipulated topology/edges, not actual specimen identification or measured evolutionary history.

Organization and metabolic-role evidence

Evidence to retain: Separate image scale/resolution from biological identity, conserve independent carbon/energy/electron ledgers and distinguish event flows from net cell count.

Boundary: Formal hypothetical observations only; no specimen acquisition, diagnostic inference, cultivation or organism manipulation.

Fungal organization and partner context

Evidence to retain: Reconstruct surface/material ratios and nuclear inventories, then compare separate partner effects under changed limiting resources.

Boundary: Ideal geometry and fictional partner costs are not measured growth, practical fungal identification or complete fitness estimates.

Plant tissue and generation comparison

Evidence to retain: Trace meiosis/mitosis/fertilization, reconstruct tissue origins and chromosome sets, and compare geometric xylem increments with reproductive allocation limits.

Boundary: Schematic tissue geometry and selected typical life cycles are not actual specimen identification, tree dating or seed-viability evidence.

Water and source–sink transport audit

Evidence to retain: Retain signed potential differences, functional-path conductance, separate carbon/water fluxes and pressure-to-solute transport calculations; challenge one fixed-condition assumption.

Boundary: No calibrated whole-plant hydraulic model, irrigation advice or actual transport measurement.

Resource and developmental-response discrimination

Evidence to retain: Reconstruct limiting inputs and tissue-specific response signs, compare interrupted/uninterrupted timing and propose observations separating signal delivery from sensitivity.

Boundary: Fictional coefficients and thresholds; no hormone/fertilizer intervention, cultivation schedule or universal species response.

Comparative interface and delivery audit

Evidence to retain: Compare actual conceptual architectures, reconstruct surface/path constraints, complete assimilation and local gas-gradient ledgers, and distinguish content from flux with a changed binding curve.

Boundary: Ideal geometry, linear streams and imposed flow are not calibrated specimens, animal measurements or proof of metabolic adequacy.

Regulatory capacity and resource discrimination

Evidence to retain: Retain directional solute transfers, equal nitrogen denominators, capacity-limited thermal traces and production/removal intersections; identify multiple mechanisms compatible with an endpoint.

Boundary: No medical diagnosis, physiological manipulation, exposure protocol or husbandry recommendation; actual physiological validation remains external.

Signal, movement and life-stage comparison

Evidence to retain: Preserve graded versus threshold events, torque/work tradeoffs, antigen-specific controls and stage-conditional survival expectations; distinguish a schematic mechanism from an observed organismal outcome.

Boundary: No stimulation, challenge, infection, breeding or animal-handling experiments. Public calculations do not establish independent practical competence.

Behavioral alternatives and demographic timing

Evidence to retain: Retain context contrasts, complete rate denominators, compatible fitness units, cohort versus conditional survival and stage transients; distinguish proximate response from an evolutionary argument.

Boundary: Fictional group means and fixed coefficients; no animal training, measured fitness, secure independent transfer or actual demographic field sampling.

Community mechanisms and ecosystem inventory

Evidence to retain: Compare current versus rare-invasion growth, reconstruct search/handling time and close all producer/consumer/detrital pathways; define internal versus external element flows.

Boundary: No real-species interaction coefficients, population-cycle validation or ecosystem intervention; rate ledgers are not biomass inventories.

Full-course population and observation audit

Evidence to retain: Reconstruct reproduction, migration and detection stages and all four survey-site records. Connect two competing mechanisms to lineage, microbial, plant, animal and ecological evidence, retaining a rejected explanation and a new reviewer-assigned transfer.

Boundary: Fictional expectations and independently stipulated detection, not real field data. Corrections do not identify a unique mechanism, actual supervised practical competence or institutional equivalence.

Mixed assessment and cumulative project

Open the retained response and project workspaces. Practice, saved work and independently reviewed proficiency remain separate.

Mixed assessment and retained reasoning

These 35 course-specific public tasks are practice, not a secure examination. Each retains up to three immutable written responses, known feedback exposure before each response, and human rubric critiques. Drafts remain editable. No text-length check or self-reported review certifies correctness, independence, laboratory skill or mastery.

1. A pooled deficit with unchanged allele frequency

Equal-sized random-mating populations have A frequencies0.3 and0.7. Calculate each heterozygosity, pooled A frequency, actual pooled heterozygosity and the random-union reference for the pool. Explain why the deficit does not establish inbreeding within either population.

Course-specific review criteria

  • Distinguish within-population proportions from a pooled reference.
  • Conserve allele copies while calculating genotype proportions.
  • Propose a discriminating stratified sample.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

2. Normalized viability and stage order

Initial diploid p0.5 with genotype weights AA1,Aa0.6,aa0.6: compute adult A frequency. Separately haploid resident p0.2, donor0.8,m0.25,w2: compute migration-then-selection and selection-then-migration.

Course-specific review criteria

  • Normalize survival before allele counting.
  • Keep diploid viability distinct from the separate haploid model.
  • Retain causal-stage order and its assumptions.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

3. Balance does not imply no stochastic or molecular change

Two-way conversion has u0.03,v0.02. Find balance and equal forward/reverse flows there. Separately a neutral ideal diploid effective size5 samples from p0.5: find mean, variance and one-generation loss probability. Explain why the two calculations answer different questions.

Course-specific review criteria

  • Balance opposing flows without setting each to zero.
  • Calculate moments and endpoint probability with2Ne draws.
  • Distinguish a deterministic trajectory from a replicate distribution.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

4. Conditional outcomes and inherited response

Four equal phenotype classes1–4 have contribution weights0.4,0.8,1.2,1.6. Compute selected mean; assume only one-quarter of its difference from2.5 is inherited. Separately200 encounters yield mating probability0.6 and conditional fertile-adult probability0.25; find stage counts. Give a limitation of each causal inference.

Course-specific review criteria

  • Normalize phenotype weights and separate sorting from transmission.
  • Multiply conditional barrier probabilities using their denominators.
  • Retain independent inheritance/species evidence limits.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

5. Two exact fits and a falsifying observation

Haploid A frequency changes0.2→0.5 and a possible donor population has p0.8. Fit selection-only w and migration-only replacement m. Describe one independent evidence packet that could reject each explanation and one reason neither fit rules out drift.

Course-specific review criteria

  • Invert both conditional endpoint models.
  • Specify mechanism-sensitive evidence and a falsifying outcome.
  • Separate fit, causal identification and finite sampling.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

6. Reconstruct a tied tree inference

Four taxa A,B,C,D have core columns1100,1010,1001,1000 plus one1100 and one1010. Score splitsAB|CD,AC|BD,AD|BC under unordered binary minimum changes. Explain why duplicating a column is not independent evidence and propose a useful additional observation.

Course-specific review criteria

  • Recover scores9,9,10 from actual columns.
  • Preserve both shortest trees and the singleton boundary.
  • Distinguish independent character evidence from repeated coding.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

7. Unknown state and rotated clades

Matrix1?00,1010,1100 gives what three split scores? How do they change if B in the first column is observed1? Separately, in(((A,B),C),D), does the setB,C excludingA become a clade after a rotation?

Course-specific review criteria

  • Unknown scores4,4,5 versus observed1 scores4,5,6.
  • Treat optimized unknown as uncertainty, not observation.
  • Use descendant sets rather than tip order.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

8. Two kinds of evolutionary uncertainty

Locus labels are45AB|CD,40AC|BD,15AD|BC. State the largest fraction and why it is not automatically a species-tree probability. Separately reference divergence0.04 has supplied calibration8–12Myr and target0.08 under a strict equal-rate clock. Derive the target bounds and explain why a fossil minimum8Myr alone would not support them.

Course-specific review criteria

  • Report0.45 without inventing a posterior.
  • Derive rate bounds and target16–24Myr using both lineages.
  • Separate lower fossil constraint from supplied symmetric interval and rate assumptions.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

9. Equal counts, unequal observation and lineage representation

Five common species have per-visit detection0.8 and five rare0.5. Find expected detected richness after two independent visits. Separately use rooted((A:1,B:1):1,(C:1,D:5):1) to compare pairAB withAD for richness and unique rooted branch sum. Name an inference neither calculation establishes.

Course-specific review criteria

  • Compute8.55 expected detections with integer-outcome caveat.
  • Richness2 in both, branch sums3 versus8.
  • Separate stipulated diversity metric from actual ecology and conservation value.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

10. A bigger image and a mixed metabolic ledger

At 50 pixels/µm and resolution 0.5 µm, compare a 2 µm bacterial example with a 0.1 µm particle: displayed widths and width/resolution ratios. Separately 100 carbon units include 60 from CO2 and 50 ATP units include 20 from light. Reconstruct remaining inputs and identify unsupported biological conclusions.

Course-specific review criteria

  • Widths 100/5 pixels and resolution ratios 4/0.2.
  • Organic carbon 40 and chemical ATP30.
  • Do not infer identity, electron donor or oxygen release from scale/source totals.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

11. Conserve electrons while separating stock and flow

Sixty mol electron equivalents send one-third to O2→water and the rest to nitrate-N(+5)→N2. Find O2 consumed, nitrateN reduced, N2 formed. Separately 100 cells undergo 30 binary divisions and 10 losses. Find daughter production and final count; name what neither ledger establishes.

Course-specific review criteria

  • Oxygen 5 mol, nitrateN8 mol, N2 4 mol.
  • Daughters 60 but final cells 120.
  • No ATP yield, organism growth conditions or cause of loss inferred.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

12. Material geometry and separate nuclear inventories

Ideal hyphae have radius 4 µm, total volume 4000 µm³ and uptake density 0.01 amount/µm²/interval. Find lateral area, area/volume and supplied uptake bound. For a selected fungal sequence withn 6, compare dikaryotic and replicated diploid compartments for nuclei, chromosomes per nucleus, total DNA and ploidy.

Course-specific review criteria

  • Area 2000, ratio 0.5, bound 20 with geometry caveats.
  • Dikaryon 2 nuclei×6 chromosomes, total 12 DNA.
  • Replicated diploid 1 nucleus 12 chromosomes 24 DNA,2n not 4n.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

13. Context-dependent exchange and nitrogen demand

Using plant carbon 100, association cost 20, output cap 5×availableN, baseline N10 and fungal transfer 4, compare plant outputs and fungal carbon benefit 20−2×transfer. Separately process 80 carbon units at biomass fraction 0.3, substrate C:N50 and biomass C:N10. Reconstruct carbon and nitrogen inventories and state the external feasibility requirement.

Course-specific review criteria

  • Plant 50→70 and fungal net 12.
  • Biomass 24, CO2 carbon 56, released N1.6, demand 2.4.
  • ExternalN0.8 required; contextual endpoint is not universal mutualism.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

14. Stage and tissue origins before counting

A plant has n = 6. Give unreplicated chromosome counts in a spore, gametophyte nucleus, zygote, typical endosperm and maternal seed coat. Name which transition makes spores and which makes gametes. Separately a wood radius grows from 3 to 4 mm; calculate the added area and fractional increase.

Course-specific review criteria

  • Counts 6, 6, 12, 18, 12 with distinct tissue origins.
  • Meiosis produces spores; haploid gametophyte mitosis produces gametes.
  • Annulus 7π mm² and fractional increase 7/9, not direct conductivity.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

15. A reversed potential and a changed hydraulic bundle

Root solute potential is −1 MPa, pressure +0.8 MPa, soil total −0.4 MPa. Find root total and inward driving difference. Separately compare 20 ideal conduits of radius 30 µm against 100 of radius 10 µm at fixed length/viscosity/pressure difference. Calculate relative conductance and resistance; state two omitted biological constraints.

Course-specific review criteria

  • Root −0.2 MPa and inward difference −0.2 MPa, outward direction.
  • Conductance 16.2 and resistance about 0.06173.
  • Root barriers and xylem pit/network/embolism limitations.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

16. Distinguish two transport systems and an efficiency ratio

Use A = 20g/(0.2+g) and E = 5gD at g = 0.4, D = 1. Find A, E and A/E with supplied units. Separately phloem source/sink pressures are 0.8/0.4 MPa, resistance 2 MPa·h/mL and sugar 0.5 mmol/mL. Find solution and sugar flux. Why is high A/E not automatically maximum growth?

Course-specific review criteria

  • A 13.333 µmol CO2/m²/s, E 2 mmol H2O/m²/s, ratio 6.667 µmol/mmol.
  • Phloem 0.2 mL/h and 0.1 mmol/h.
  • Ratio optimization differs from total carbon and long-term resource outcomes.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

17. Separate resource limitation from signal response

Growth requires 2 N and 0.2 P per unit; available N = 4 and P = 0.8. Find output and leftovers. For signal left 0/right 1, use shoot 1+2c/(1+c) and root 1/(1+c): find right-minus-left differences. Finally apply the supplied night thresholds to 16 dark hours with a midpoint interruption.

Course-specific review criteria

  • Growth 2, N leftover 0, P leftover 0.4.
  • Shoot difference +1 versus root −0.5.
  • Longest dark segment 8 h, short-day-type off and long-day-type on under fictional rules.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

18. Challenge a seed-success explanation

A fictional plant has ten ovules, resource budget 120 and requirement 20 per mature seed. Compare four and eight fertilized ovules. Explain which evidence would distinguish pollen-arrival limitation, fertilization failure and postfertilization allocation, without treating mature-seed count alone as a diagnosis.

Course-specific review criteria

  • Mature seeds 4 versus 6; unused resources 40 versus 0.
  • Separate pollination, fertilization and maturation observations.
  • Independent stage-specific controls and no universal success claim.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

19. An exchange improvement is not a complete energy explanation

An ideal body has edge 3 mm and folding factor 2. Find area, volume, area/volume and relative diffusion time against 1 mm. Separately 100 ingested energy units have assimilation fraction 0.7 and maintenance 50. Reconstruct the full energy budget and explain why more surface alone cannot identify a growth mechanism.

Course-specific review criteria

  • Area 108 mm², volume 27 mm³, ratio 4 per mm, time ratio 9.
  • Egested 30, assimilated 70, balance 20 energy units.
  • Separate effective interface, internal delivery and allocation evidence.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

20. Opposite outlets and distinct oxygen currencies

For equal-capacity countercurrent exchange k=1, donor inlet 80 and recipient inlet 0, calculate transfer, both outlets and local gradient. Separately use S=P²/(P²+20²), arterial P=100, venous P=20, capacity 200 mL/L and flow 5 L/min. Find extracted oxygen flux. Explain why neither calculation is a complete animal respiratory prediction.

Course-specific review criteria

  • Transfer 40, both outlet coordinates 40, local adjacent gradient 40.
  • Extraction about 461.538 mL/min.
  • Opposite-end versus local comparison and imposed pressure/flow/binding boundaries.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

21. Balance a solute and reject an overbroad strategy claim

Filtered load 100, reabsorbed fraction 0.8 and secreted load 10: find excretion and verify inputs/outputs. For 40 N units and water budget 20, use supplied per-N water/energy costs ammonia 5/0, urea 2/1, urate 0.5/3. Which strategy passes water and what does that not establish?

Course-specific review criteria

  • Reabsorption 80, excretion 30, 110=80+30.
  • Only urate passes water, requiring 20 water and 120 energy units.
  • Equal N burden; omitted pathway, energy and toxicity constraints.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

22. Three kinds of regulatory boundary

Thermal target 35, ambient 20, loss coefficient 2 and heat capacity limit 20: find required heat and equilibrium. Neural resting voltage −70 with six +4 inputs and three −3 inputs: test threshold −55. Endocrine production 6/(1+C/1), removal C: find equilibrium. Explain why these three outputs are not the same kind of physiological claim.

Course-specific review criteria

  • Target heat 30, commanded 20, equilibrium 30 C, target infeasible.
  • Voltage −55 exactly reaches the ideal trigger.
  • Endocrine C=2 with production=removal=2; equilibrium is not diagnosis.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

23. Defend function with mechanical and stage-specific evidence

A load of 40 N acts at 10 cm with muscle arm 4 cm; find muscle force and work for a 1 cm load displacement. An unrelated antigen after five doubling rounds starts 10 cells in each group; find counts and ratio. A harsh-environment reproductive budget 100 with investment 3 and survival 0.02a² gives what expected survivors? State one missing outcome for each inference.

Course-specific review criteria

  • Muscle 100 N, shortening 0.004 m, work 0.4 J.
  • Both pools 320, ratio 1; not protective efficacy.
  • 33 offspring, remainder 1, probability 0.18, expectation 5.94.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

24. Three behavioral explanations with different evidence

Group means are neither 20, cue only 20+a, experience only 30, both 30+a+b. Use a=5,b=−10 to find cue contrasts and interaction. Compare a food reward 12 with search 3/handling 5 against reference 6 with search 2/handling 2. Separately r=0.75,B=6,C=5: find the simple weighted difference. Explain why none alone establishes an adaptive cause.

Course-specific review criteria

  • Cue effects +5/−5, interaction −10.
  • Both complete-cycle returns 1.5.
  • Weighted difference −0.5 with context/fitness assumptions explicit.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

25. Same lifetime reproduction, different timing

Survivorship is 1,0.6,0.3 at ages 0,1,2 with no age-0 offspring. Compare fecundities (2,2) and (1,4): R0 and cohort reproductive-age mean. Separately J′=A,A′=0.2J+0.5A from J100/A50: find next stages, first census ratio and dominant multiplier.

Course-specific review criteria

  • Both R0=1.8; mean ages 4/3 and 5/3.
  • Next stages 50/45, census ratio 19/30.
  • Dominant multiplier about 0.76235, not the first ratio or lifetime R0.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

26. Current growth and intake are not long-run community proof

Use the competition model at N1=40,N2=30,K1=100,K2=80,r=0.2,alpha=beta=1. Find current population rates and rare-invasion rates. For one consumer at prey density50,attack0.2,handling0.5, find intake and handling fraction. What extra evidence is needed for coexistence or cycles?

Course-specific review criteria

  • Current rates2.4/0.75, invasion+0.04/−0.05.
  • Intake5/3 and handling fraction5/6.
  • Separate transient, invasion and functional-response scales; demographic feedback omitted.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

27. Conserve energy while testing a spatial threshold

Gross production1000,producer respiration200,consumed NPP fraction0.5,assimilation0.4 and production/assimilation0.5: close every terminal pathway. Separately occupancy0.4,c0.2,e0.4: find initial occupancy rate and nonnegative equilibrium. Distinguish production rate, biomass and occupancy.

Course-specific review criteria

  • NPP800, consumption400; terminal200+400+240+80+80=1000.
  • Occupancy rate−0.112, equilibrium0.
  • Explicit rate/stock/fraction distinctions and homogeneous-patch assumptions.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

28. Retain a defensible disturbance evidence plan

Impact/reference before values40/50 change by0/−10. Reconstruct after values and reference-adjusted contrast. Before reading feedback, propose an archived-data ecological survey that could distinguish recovery of richness, composition and function; specify independent units, detection consistency, pre-trends and one falsifying result.

Course-specific review criteria

  • After40/40, contrast+10 without proven causation.
  • Separate richness, composition and process-rate outcomes.
  • Independent sites and time/detection controls; preserved first prediction and safe virtual scope.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

29. Reproduction, movement and the observation denominator

Initial haploid A frequency 0.4, relative contribution A1.5/B1, then replacement migrants fraction 0.2 with A0.8, detection A0.8/B0.4. Find each stage and observed composition. Compare neutral contribution with migration 0.4. What cannot be identified from the endpoint?

Course-specific review criteria

  • Post-reproduction 0.5, post-migration 0.56.
  • Detected A/B0.448/0.176, observed A28/39.
  • Neutral plus migration 0.4 gives same endpoint; independent stage evidence required.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

30. Tree, clock and detection are separate evidence

A molecular-clock packet uses reference divergence 0.04 with reference split time 10±2 Myr and target divergence 0.06 under equal constant per-lineage rates. Find target age bounds. For ten species, five detected per visit with probability 0.8 and five with 0.2, find expected species seen after three independent visits. Explain why neither calculation establishes a species tree from one gene.

Course-specific review criteria

  • Rate bounds from times 8/12; target ages 12–18 Myr.
  • Expected richness 7.4.
  • Clock assumptions, detection independence and gene/species history distinctions.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

31. Microbial conversion must meet both carbon and nitrogen constraints

Decomposed substrate contains 100 carbon units at C:N50. Microbial carbon yield 0.4 and biomass C:N10: find biomass carbon, respired carbon, released substrate N, required biomass N and external N requirement. Separately 20 electron units go entirely to O2 reduction at 4 electrons/O2. What inference is unsupported?

Course-specific review criteria

  • Carbon 40/60, N supply 2/demand 4/external 2.
  • O2 requirement 5 amount units under formal electron budget.
  • No actual growth, pathway rate or safe culture protocol inferred.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

32. Separate plant pressure, resource limitation and tissue origin

Root solute potential−1 MPa, pressure+0.8, soil total−0.4: find root total and inward difference. Growth costs 2 N/0.2 P with available 4 N/0.8 P: output and leftovers? For typical angiosperm n 6, count unreplicated embryo/endosperm/seed-coat chromosomes.

Course-specific review criteria

  • Root−0.2, inward difference−0.2, outward direction.
  • Growth 2, N0/P0.4 left.
  • Embryo 12, endosperm 18, maternal seed coat 12.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

33. Connect local gradients with bounded physiological response

Equal-capacity countercurrent exchange k 2, D100 gives what recipient/donor outlets and local gradient? Thermal target 35, ambient 20, capacity 20, loss coefficient 2 gives what equilibrium? Endocrine production 6/(1+C/3), removal C gives what equilibrium? Distinguish the three evidence boundaries.

Course-specific review criteria

  • Countercurrent outlets 66.667/33.333, local gradient 33.333.
  • Thermal target needs 30 but capacity 20 gives equilibrium 30.
  • Endocrine C3; none is a calibrated clinical outcome.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

34. Distinguish lifetime reproduction, energy flux and spatial persistence

Cohort survivorship 1, 0.6, 0.3 and fecundity 0, 1, 4: R0 and mean reproductive age? Gross production 1000, producer respiration 400, herbivore consumption 0.3 of NPP, assimilation 0.4 and production/assimilation 0.5: close all energy pathways. Patch c 0.2, e 0.4 at p 0.4: initial rate and equilibrium?

Course-specific review criteria

  • R0 1.8, mean age 5/3.
  • Terminal 400+420+108+36+36=1000.
  • Patch initial−0.112 and equilibrium 0; denominators distinguished.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

35. Preserve a complete cross-scale interpretation and falsifier

Survey before sites T1/T2/C1/C2 are 20/30/40/50. Common true trend+5 and treatment-specific change+10; treatment-after detection 0.75, all other detection 1. Reconstruct every after value and raw/adjusted contrast. Then propose two competing organismal/resource explanations for the adjusted change and an independent observation that could reject each. Retain a first report before public feedback.

Course-specific review criteria

  • True after 35/45/45/55, expected observed 26.25/33.75/45/55.
  • Raw contrast 0, corrected contrast+10.
  • All six module connections, independent falsifiers, human critique and unfamiliar transfer with practical limits.

Include calculations with units, source or dataset provenance, assumptions, competing explanations and limitations as relevant. The draft is saved but is not a locked response until submitted.

0/3 responses retained. No recorded feedback exposure for this task version. Earlier versions may already be familiar. Public inspectability still prevents certification of unfamiliarity.

Retain a criterion-by-criterion human review

Reviewer identity and role are declarations, not authenticated credentials. Unsaved review fields below are lost on navigation. Review every criterion with an exact quotation, calculation or evidence citation and a next step.

Full-course defense: explain population change across biological scales

Produce a retained, independently critiqued biological argument using all six SC02 modules. The authored course supplies models, source-backed mechanisms, public practice and evidence records; it does not fabricate fieldwork, specimen competence or institutional credit.

  1. Freeze the population claim and independent plan

    Define population, lineage, life stage, spatial/time frame and independent observation units. Preserve a first prediction and at least two competing reproductive, movement, physiological or environmental mechanisms.

    Evidence to retain: Original plan, causal diagram, exposure/assistance declaration and mechanism-specific falsifiers.

  2. Audit evolution, lineage and observation evidence

    Reconstruct a frequency-stage chain and a phylogenetic/clock or biodiversity-detection comparison. Explain founder/drift, gene-history and calibration alternatives without equating exact fit with identification.

    Evidence to retain: Replayable settings, complete denominators and a rejected alternative with source support.

  3. Connect microbes and plant mechanisms

    Close a microbial carbon/nitrogen or electron ledger and a plant water/resource/developmental comparison. Identify which independent biological evidence would connect these mechanisms to the population claim.

    Evidence to retain: Two complete material/tissue ledgers, feasibility boundary and stated untested causal links.

  4. Connect comparative animal and ecological mechanisms

    Use an animal transport/regulation or life-stage model plus demographic/community/food-web evidence. Distinguish physiological capacity, cohort timing, current growth and ecosystem rate/stock boundaries.

    Evidence to retain: Original comparative explanation, quantitative cross-check and an observation that could overturn it.

  5. Defend a bounded first report and obtain critique

    Freeze the complete first argument with all six module connections. Obtain substantive criterion-linked human critique addressing a causal alternative, a numerical boundary and an evidence limitation; preserve a justified revision separately.

    Evidence to retain: Immutable first report, human review, cited evidence, response to critique and revision history.

  6. Answer a genuinely unfamiliar transfer

    A reviewer supplies a new population/site packet changing detection, life stage, resource boundary or mechanism order. Retain the new prompt and prediction before resolving it; disclose public feedback and assistance.

    Evidence to retain: New assignment, first independent response, reasoning review and explicit unmet actual practical or learner-validation gates.

Project review criteria

  • Evolutionary mechanism and lineage uncertainty
  • Independent sampling, detection and stage denominators
  • Microbial/plant material and tissue feasibility
  • Comparative animal structure and regulation
  • Demographic/community/ecosystem cross-scale reasoning
  • Source-supported alternatives and falsifying evidence
  • Substantive human critique and independent new transfer
  • Honest practical, assistance and institutional boundaries

Retain raw-data identifiers, provenance, units, prior predictions, methods, calculations, competing explanations and safety boundaries. State explicitly when data are simulated, supplied or genuinely observed. This saved text cannot verify a real experiment; do not invent measurements or completed supervised work. Maximum 12,000 characters; retain larger evidence files separately and cite them.

A nonempty report is only a saved submission. First and revised reports remain separate and cannot be overwritten. A critique of the first report is required before retaining one revision.

Fresh transfer direction

The reviewer changes the observation process, genotype/lineage meaning or organismal limiting resource while preserving the headline population trend. Rebuild only the affected evidence links, explain what remains identifiable and defend a revised conclusion without retroactively editing the first report.

A human must supply the actual new task, evidence and conditions before the learner responds. The transfer-direction text is not itself an unseen assessment. Use the retained assignment form after the first project; exposed public task identifier: expanded-public:college-biology2.

Science backups preserve each course's separate responses, exposure, rubric reviews and project history. Older backups do not reset attempts or erase known exposure. Divergent same-version immutable responses and incompatible same-version project histories are rejected rather than silently replaced; preserve both files for review.

Sources and boundaries
  • The finite 59-destination SC02 authored scope is implemented; authorship and passing software checks are not evidence of independent learner mastery.
  • Simulated evidence does not establish actual field sampling, specimen comparison, laboratory participation or practical competence.
  • Declared human review and public practice responses do not certify independently assessed learner mastery.
  • No clinical, ancestry, organism-release, breeding or institutional-credit claim is made.
  • No actual supervised field sampling, comparative specimen work or laboratory competence is certified by the virtual investigations.
  • General Biology II content is not an institutional-credit, accreditation or professional-practice determination.

Original LearnAI explanations and tasks use the references for scientific scope. Any attributed dataset or image has its own declared provenance. Laboratory or field activity requires an appropriate educator-approved protocol; no hazardous real-world operation is required by the guided path.

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