{"id":"W4404547565","doi":"10.1007/978-3-031-77185-9_1","title":"Energy and Society","year":2024,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on renewable energy technologies","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Energy (signal processing); Engineering physics; Environmental science; Political science; Engineering; Physics","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":[0.0005194385,0.0009303006,0.0005452377,0.00103652,0.002298052,0.005785209,0.0005612695,0.002188785,0.1618048],"category_scores_gemma":[0.001246546,0.0002791878,0.0002780175,0.001367162,0.002132778,0.004142439,0.003371584,0.002836193,0.09890468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002718569,"about_ca_system_score_gemma":0.00311156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005461033,"about_ca_topic_score_gemma":0.01251768,"domain_scores_codex":[0.9995198,0.00009377474,0.0000144197,0.00009679208,0.0002132445,0.00006190948],"domain_scores_gemma":[0.9997594,0.00003468833,0.00001148283,0.0000652302,0.00008269338,0.00004661081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008696707,0.00001476194,0.00009128846,0.00006888778,0.000003556366,0.0000278093,0.0003772614,0.00007289265,0.00020502,0.2655434,0.6470274,0.08655901],"study_design_scores_gemma":[5.942828e-7,0.00000196614,0.00004761046,0.00002862994,6.624837e-7,0.000009681927,0.00006952199,0.000009160861,0.00001920432,0.008853291,0.9909587,0.000001002086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003000414,0.008153595,0.0004735974,0.008236626,0.003901095,0.00001636586,0.000132356,0.0000635726,0.9787228],"genre_scores_gemma":[0.002697567,0.002966149,0.0001625699,0.001648633,0.0004540532,0.00002157329,0.00007551556,0.00004456761,0.9919294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1618048,"threshold_uncertainty_score":0.5412908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054457652790089,"score_gpt":0.2261738587679933,"score_spread":0.2156292822400924,"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."}}