{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002164618,0.0005813751,0.0006923488,0.0001460959,0.00011422,0.00005870201,0.0004732937,0.0008071148,0.0006986649],"category_scores_gemma":[0.00004839147,0.0005826075,0.0004675004,0.00001383216,0.0001126721,0.00005754626,0.0002465778,0.0007097161,0.001135935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002082,"about_ca_system_score_gemma":0.0005138306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001442798,"about_ca_topic_score_gemma":0.0009074096,"domain_scores_codex":[0.9978567,0.00004200868,0.0005290224,0.0006422414,0.0003747328,0.0005553404],"domain_scores_gemma":[0.9981741,0.00004940601,0.0001690495,0.00113227,0.0002824945,0.0001926278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001248573,0.000004033868,1.179523e-7,0.000101835,0.0000541568,0.00001298321,0.0001064302,0.002643688,5.847629e-7,0.5750228,0.00007570736,0.4219652],"study_design_scores_gemma":[0.0001675441,0.00002814245,2.362989e-7,0.00009838915,0.00006053783,0.000007683755,0.000009011792,0.0005477649,0.000003655248,0.2844354,0.7142087,0.0004329076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004845668,0.000869227,0.0000034452,0.0002070334,0.0005235614,0.000339097,0.00003372821,0.000189216,0.9977862],"genre_scores_gemma":[0.01534828,0.00006652695,0.0000557206,0.0008208879,0.000681333,0.00001444951,0.00006422147,0.000130547,0.982818],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.714133,"threshold_uncertainty_score":0.9996625,"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."}}