{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001585459,0.0001292199,0.0001292472,0.00003670821,0.002051254,0.00006328207,0.0008218619,0.00004301825,0.003164188],"category_scores_gemma":[0.00009499415,0.00009907995,0.0000935182,0.0005594714,0.0004479532,0.00008075769,0.001401192,0.000255884,0.00005814862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009431595,"about_ca_system_score_gemma":0.00004530577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07698618,"about_ca_topic_score_gemma":0.02556191,"domain_scores_codex":[0.9968669,0.0008169574,0.0002464644,0.000461753,0.0008878162,0.0007201271],"domain_scores_gemma":[0.998733,0.0002437575,0.00005598237,0.0007679439,0.0000240081,0.0001753065],"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":[0.0001015526,0.0002042338,0.008967501,0.000005316463,0.00001936428,0.00007153385,0.001007579,0.002419818,0.001546498,0.02416591,0.4949045,0.4665862],"study_design_scores_gemma":[0.0001492403,0.00007469099,0.00537856,0.000001399763,0.000001929059,0.00001018758,0.009795183,0.001081557,0.002121864,0.007501244,0.973754,0.0001300872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6814864,0.0003514424,0.0003315146,0.00397356,0.001309291,0.0003518157,0.00002777487,0.00022434,0.3119439],"genre_scores_gemma":[0.9583169,0.00003743091,0.000006735807,0.0003593354,0.00010921,0.00006782685,0.000007042121,0.00002549519,0.04106998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4788495,"threshold_uncertainty_score":0.999248,"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."}}