{"id":"W2793161188","doi":"10.1016/b978-0-12-809597-3.00134-6","title":"1.27 Life Cycle Assessment of Energy","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Life-cycle assessment; Renewable energy; Production (economics); Energy (signal processing); Risk analysis (engineering); Computer science; Engineering; Environmental economics; Business; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002908296,0.0004017329,0.0005073494,0.00004703636,0.00008751681,0.00001835919,0.0004033847,0.0002979701,0.02535236],"category_scores_gemma":[0.00001556569,0.000367366,0.0002642193,0.00001362369,0.0009587581,0.00007585909,0.0005927889,0.000241655,0.0003920605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005506343,"about_ca_system_score_gemma":0.0000606798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009925605,"about_ca_topic_score_gemma":0.00006700649,"domain_scores_codex":[0.9979674,0.00004227559,0.0005125095,0.0005142376,0.0006070294,0.000356524],"domain_scores_gemma":[0.9985511,0.00003126858,0.0003172029,0.0008052581,0.00001081571,0.0002843125],"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":[0.00002512624,0.0001044057,0.003178094,0.00009430675,0.0001346898,0.00002455449,0.0003789554,0.00005221035,0.0002345175,0.003540998,0.002098958,0.9901332],"study_design_scores_gemma":[0.0002100469,0.0002079355,0.0044769,0.00005513013,0.00007420361,0.00000390221,0.0000267167,0.00006813202,0.0001115068,0.02146519,0.9728587,0.0004415779],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004122392,0.00009636343,0.00002035823,0.0000373107,0.0001887757,0.0002645674,0.00002802656,0.00003110257,0.9952111],"genre_scores_gemma":[0.06856637,0.00004611892,0.0005662013,0.0004016061,0.00012236,0.00001338517,0.00001655304,0.00006760712,0.9301998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9896916,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897109925094565,"score_gpt":0.2446327134910237,"score_spread":0.2356616142400781,"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."}}