{"id":"W4415314218","doi":"10.1007/978-3-032-05862-1_3","title":"The Energy-Organization Approach (EO) to Modeling Material Processes","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Work (physics); Process (computing); Mathematical model; Complex system; Field (mathematics)","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":[0.000348096,0.0008954257,0.000611135,0.0008930253,0.0005783056,0.001919738,0.001528469,0.001344507,0.01103763],"category_scores_gemma":[0.0006898176,0.000465495,0.0009004797,0.0017315,0.001747282,0.003159779,0.001128694,0.002123293,0.00304941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105624,"about_ca_system_score_gemma":0.0008226905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317597,"about_ca_topic_score_gemma":0.003139567,"domain_scores_codex":[0.9997911,0.00006440611,0.000008885843,0.00003348676,0.00008434843,0.00001775939],"domain_scores_gemma":[0.9998187,0.000106663,0.00001008831,0.00002943874,0.00002451411,0.00001048026],"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":[0.000001348279,0.00001037096,0.00003394236,0.00004734258,0.000003967251,0.00002397483,0.00003529679,0.009283083,0.0001530243,0.9700804,0.005415355,0.01491194],"study_design_scores_gemma":[0.000002206915,0.000005428813,0.00005188974,0.00004331165,0.000004296822,0.00004738557,0.00003173838,0.02331851,0.0001774669,0.8816218,0.09469035,0.0000055612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002651142,0.01006684,0.5601369,0.002953169,0.001351883,0.00005174645,0.0003008184,0.000241758,0.4222459],"genre_scores_gemma":[0.1431905,0.03168656,0.3578749,0.00158427,0.001338723,0.0004857424,0.0008071018,0.0007732012,0.4622589],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01103763,"threshold_uncertainty_score":0.03692448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139316095503637,"score_gpt":0.2344354695475114,"score_spread":0.2205038599971477,"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."}}