{"id":"W4220870406","doi":"10.1093/ce/zkac005","title":"The Clean Energy Research Centre (CERC)","year":2022,"lang":"en","type":"article","venue":"Clean Energy","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Clean energy; Environmental science; Computer science; Environmental protection","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":[0.003934684,0.001741785,0.002283525,0.002949388,0.002463855,0.003992629,0.00312413,0.00564258,0.1682773],"category_scores_gemma":[0.005644622,0.0006355715,0.000867349,0.003212393,0.001029654,0.002680622,0.002568564,0.005136606,0.08232193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004369556,"about_ca_system_score_gemma":0.01212968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01835898,"about_ca_topic_score_gemma":0.01736042,"domain_scores_codex":[0.9941916,0.000406374,0.0001444891,0.0009293119,0.00351525,0.0008130691],"domain_scores_gemma":[0.9939144,0.0005098967,0.0004320744,0.0009769329,0.003327644,0.0008389659],"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":[0.0007693059,0.0002708016,0.001237718,0.0009107022,0.00007915949,0.0002921887,0.00005838858,0.0008877362,0.009237096,0.07401045,0.7438163,0.1684302],"study_design_scores_gemma":[0.00006804384,0.00009944881,0.001051826,0.0001116996,0.00002201581,0.0001449932,0.00003531664,0.0006309359,0.007250424,0.003023271,0.9875371,0.00002488521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00961242,0.02354749,0.01625467,0.03970888,0.01943697,0.0003539869,0.045648,0.0075913,0.8378463],"genre_scores_gemma":[0.0888375,0.01358973,0.02429212,0.004604462,0.001554361,0.0002336776,0.03855478,0.002844862,0.8254886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1682773,"threshold_uncertainty_score":0.5629435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879906778063269,"score_gpt":0.2561884352581349,"score_spread":0.2373893674775022,"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."}}