{"id":"W4246803006","doi":"10.1016/b978-0-12-819556-7.00006-1","title":"Sustainability modeling","year":2019,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Global Energy Security and Policy","field":"Energy","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Sustainability; Sizing; Domain (mathematical analysis); Energy (signal processing); Computer science; Environmental economics; Management science; Engineering; Mathematics; Economics; Ecology; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004204173,0.001147033,0.0007048589,0.001112605,0.0006216952,0.002008171,0.00150462,0.001340919,0.09381424],"category_scores_gemma":[0.001347037,0.0005315449,0.001038227,0.001483108,0.0003564935,0.002252095,0.001205556,0.001015682,0.02818477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207444,"about_ca_system_score_gemma":0.001387012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031492,"about_ca_topic_score_gemma":0.01046596,"domain_scores_codex":[0.9997376,0.00005728157,0.00001096851,0.0000593223,0.000110828,0.00002401343],"domain_scores_gemma":[0.9997177,0.00008448013,0.00001464051,0.00007472429,0.00009156652,0.00001691131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002089704,0.00007058193,0.0007458534,0.0002561336,0.0000485576,0.0000980352,0.0001014441,0.2469103,0.0008912905,0.3748765,0.1897516,0.1862287],"study_design_scores_gemma":[0.00001032276,0.00001214427,0.0002952727,0.0001193761,0.00002316107,0.00006575562,0.00007132396,0.2434814,0.0009304262,0.2105901,0.5443789,0.00002188031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003121975,0.001630671,0.187775,0.001771762,0.0005728621,0.0001079977,0.00811375,0.003789548,0.7931165],"genre_scores_gemma":[0.1377507,0.006246908,0.1049158,0.000743726,0.0003717479,0.0006455537,0.01759887,0.003463859,0.7282628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09381424,"threshold_uncertainty_score":0.3138399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499109917357242,"score_gpt":0.2451905155932201,"score_spread":0.2301994164196477,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}