{"id":"W4295203271","doi":"10.1002/cjce.24654","title":"Clean energy strategies and pathways to meet British Columbia's decarbonization targets","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Mitacs; Pacific Institute for Climate Solutions","keywords":"Renewable energy; Greenhouse gas; Carbon neutrality; Electrification; Bioenergy; Energy supply; Electricity; Natural resource economics; Biomass (ecology); Energy engineering; Environmental economics; Electricity generation; Environmental science; Engineering; Economics; Energy (signal processing); Ecology; Power (physics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002675716,0.00009364441,0.0001993765,0.00008763791,0.0001848491,0.0004053386,0.0003037986,0.00004018937,0.0001090542],"category_scores_gemma":[0.0001225551,0.0001209809,0.00005238242,0.0002644609,0.00002896582,0.0001190464,0.00004407398,0.0001648217,2.653901e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480666,"about_ca_system_score_gemma":0.000471487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3480665,"about_ca_topic_score_gemma":0.4478371,"domain_scores_codex":[0.9989932,0.00004236336,0.0003034199,0.0001136746,0.0002339047,0.0003135049],"domain_scores_gemma":[0.9991572,0.00005537239,0.00008383881,0.0001271619,0.00007237371,0.0005040264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004249671,0.000005133811,0.00008530122,0.00001231087,0.00006149708,0.0002634495,0.0003671618,0.9564866,0.03081853,0.005320726,0.003124327,0.003450709],"study_design_scores_gemma":[0.004150472,0.0008265616,0.001653614,0.0007889515,0.0003005368,0.01916774,0.005381452,0.1842183,0.1751413,0.01582725,0.588996,0.003547823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965111,0.0008216156,0.0007711451,0.0002241722,0.000563001,0.00004504843,0.00001492402,0.00002772705,0.001021286],"genre_scores_gemma":[0.9992529,0.000002578172,0.0001754861,0.0001402388,0.000292326,0.000009339275,0.000003654913,0.00003996166,0.00008356098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7722683,"threshold_uncertainty_score":0.6562747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005370519011316357,"score_gpt":0.1550680532348749,"score_spread":0.1496975342235585,"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."}}