{"id":"W4404871104","doi":"10.1016/b978-0-323-95941-4.00001-x","title":"Introduction to the energy transition","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Transition (genetics); Energy transition; Chemistry; Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0001175484,0.0003431099,0.0002456549,0.0002160001,0.00005788908,0.00007932078,0.000156743,0.0003098927,0.0001872326],"category_scores_gemma":[0.000002706638,0.0002664757,0.0001353398,0.00003376732,0.00002224349,0.00003608624,0.00001641094,0.000356975,0.0007556733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236004,"about_ca_system_score_gemma":0.00001925601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002559407,"about_ca_topic_score_gemma":0.0001029799,"domain_scores_codex":[0.9989613,0.0000116032,0.0003286494,0.0003064308,0.0002074242,0.0001846432],"domain_scores_gemma":[0.9993942,0.00001028251,0.00003051034,0.0004262367,0.00008054552,0.00005820405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005109689,9.60801e-7,1.228662e-9,0.0001064074,0.0001876796,0.000009445486,0.0004722661,0.1582387,0.0001737363,0.08638516,0.02614736,0.7282732],"study_design_scores_gemma":[0.00003105465,0.00001886103,2.676427e-8,0.0002410712,0.00009175493,0.00002689191,0.000007487946,0.007783203,0.0004231825,0.002079199,0.989017,0.0002802338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.826607e-7,0.001108147,0.003200778,0.000797664,0.003397922,0.0002157406,0.00002729813,0.0005618834,0.9906896],"genre_scores_gemma":[0.0007149568,0.0001013436,0.0001445812,0.0002404801,0.005407001,0.00009486909,0.0001244212,0.0002092837,0.9929631],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9628697,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004706560909966747,"score_gpt":0.1761598915041352,"score_spread":0.1714533305941685,"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."}}