{"id":"W4206191472","doi":"10.1088/1757-899x/1130/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Sustainable energy; Energy engineering; Engineering; Business; Geothermal energy; Environmental economics; Geothermal gradient; Economics; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002152589,0.000147643,0.0001634637,0.00008810071,0.00008893752,0.0003889318,0.0001378724,0.00005705469,0.0001130854],"category_scores_gemma":[0.00009946862,0.0001483939,0.000008987744,0.0003948137,0.00009409398,0.0007915723,0.00005305262,0.00005827323,0.00001454436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000566377,"about_ca_system_score_gemma":0.000100978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001196604,"about_ca_topic_score_gemma":0.000006667702,"domain_scores_codex":[0.9991047,0.000007282456,0.0001815747,0.0002075384,0.000196286,0.0003026167],"domain_scores_gemma":[0.9994346,0.00000785283,0.00001559381,0.0001817066,0.0002739573,0.00008621675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001175542,0.000001493182,0.000002567869,0.00006326239,0.000004584403,0.000006948748,0.0001768067,0.05203809,0.9404411,0.006950015,0.00002877594,0.000285234],"study_design_scores_gemma":[0.0000585712,0.00001008728,0.0002610376,0.0000712843,0.000003765891,0.00006978868,0.0001686505,0.02468982,0.9722844,0.00003163691,0.00215942,0.0001914874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869568,0.0001570779,0.00593272,0.00006648608,0.001564871,0.00006744779,0.00001096992,0.0004960994,0.004747545],"genre_scores_gemma":[0.9964514,0.0001754622,0.003045399,0.00001261901,0.00006179827,0.00001646414,0.000006861362,0.00002006751,0.0002099423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0318434,"threshold_uncertainty_score":0.6051329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008648075123308811,"score_gpt":0.184809466542755,"score_spread":0.1761613914194462,"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."}}