{"id":"W4399819615","doi":"10.1007/978-3-031-59733-6_1","title":"Introduction—What, Why, and How of Sustainable Energy","year":2024,"lang":"en","type":"book-chapter","venue":"The Springer series in sustainable energy policy","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sustainable energy; Energy (signal processing); Environmental science; Engineering; Physics; Electrical engineering; Renewable energy","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":[0.0006821023,0.0008139024,0.000797859,0.0005192837,0.0003522987,0.0004203276,0.0007142643,0.0004671931,0.001010498],"category_scores_gemma":[0.00008218066,0.0006975096,0.0002368792,0.0005055458,0.002308446,0.001661041,0.002821885,0.0005841693,0.0000159798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002901427,"about_ca_system_score_gemma":0.0001963232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01376268,"about_ca_topic_score_gemma":0.001563379,"domain_scores_codex":[0.9962375,0.00008065069,0.0005677514,0.001082545,0.000631563,0.001399968],"domain_scores_gemma":[0.9979246,0.00009133233,0.0003455243,0.001325752,0.00006263568,0.0002501982],"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":[0.0001289026,0.00006953237,0.0001667606,0.0004644857,0.00009168154,0.0004052015,0.0008868348,0.0007864475,0.000081726,0.9796748,0.01379295,0.003450636],"study_design_scores_gemma":[0.0001724539,0.0001872559,0.0002235026,0.0000365596,0.00005309391,0.00005737141,0.008243967,0.00002641969,0.0002778306,0.2095538,0.7806457,0.0005219711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01267771,0.01345034,0.0002945625,0.03465398,0.001031689,0.001295076,0.0000322536,0.0002955496,0.9362689],"genre_scores_gemma":[0.1533078,0.003933553,0.00003330229,0.0004610782,0.0007192044,0.0001011205,0.00001871949,0.0001453303,0.8412799],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.770121,"threshold_uncertainty_score":0.9999027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004710031771801884,"score_gpt":0.2027687214792289,"score_spread":0.198058689707427,"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."}}