{"id":"W4410259437","doi":"10.1007/978-3-031-83379-3_13","title":"To Build a Better World: Securing Global Life After Fossil Fuels (2021)","year":2025,"lang":"en","type":"book-chapter","venue":"Pioneers in arts, humanities, science, engineering, practice","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Fossil fuel; Environmental science; Astrobiology; Waste management; Engineering; Biology","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":[0.001869947,0.000843818,0.0007523579,0.002176599,0.0004174531,0.0008172049,0.001468941,0.0003237113,0.001610573],"category_scores_gemma":[0.003384402,0.0009606766,0.0002313683,0.001319737,0.0006227701,0.001481373,0.00108599,0.001501954,0.000276513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002991063,"about_ca_system_score_gemma":0.001495321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157796,"about_ca_topic_score_gemma":0.002221594,"domain_scores_codex":[0.9940634,0.00006585707,0.0009295661,0.001448723,0.001853059,0.001639379],"domain_scores_gemma":[0.9967023,0.0005244513,0.0002025158,0.001278957,0.0007111296,0.0005806442],"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":[0.0001837085,0.00008081005,0.00004927966,0.0002144022,0.0001024524,0.0003807973,0.0006948665,0.0238203,0.000008028944,0.9680122,0.002999713,0.003453423],"study_design_scores_gemma":[0.0003566169,0.00008916792,0.000139848,0.0004542362,0.00006570518,0.00002289235,0.0004273225,0.000709346,0.00001662692,0.01100844,0.9857714,0.0009383813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009039412,0.002155272,0.0007827487,0.001707385,0.001819801,0.0006721813,0.00006376527,0.0002565777,0.9916383],"genre_scores_gemma":[0.1534322,0.0004183003,0.008066478,0.006829727,0.00173914,0.0007013086,0.00004984242,0.0002246886,0.8285383],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9827717,"threshold_uncertainty_score":0.9993021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607751851218345,"score_gpt":0.266921192532814,"score_spread":0.2508436740206306,"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."}}