{"id":"W4248186193","doi":"10.1088/1755-1315/582/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Variety (cybernetics); Efficient energy use; Greenhouse gas; Resilience (materials science); Environmental economics; Computer science; Engineering management; Business; Engineering; Electrical engineering; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641395,0.001180476,0.0008567587,0.002188556,0.001964875,0.005694297,0.001620086,0.001885492,0.5099262],"category_scores_gemma":[0.006704921,0.0003306397,0.0006689296,0.001536434,0.0005375107,0.003552627,0.002166092,0.003398847,0.3770387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692327,"about_ca_system_score_gemma":0.002871116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002493891,"about_ca_topic_score_gemma":0.002896704,"domain_scores_codex":[0.9988574,0.000127265,0.00007884613,0.0002316736,0.0005745943,0.0001301936],"domain_scores_gemma":[0.9956032,0.0003676139,0.0001341537,0.0003007576,0.002698375,0.0008959103],"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":[0.00002085265,0.0000163215,0.00006758347,0.00009161632,0.000001917874,0.00003119054,0.00003076396,0.00004426754,0.0001319656,0.002316724,0.9632539,0.0339928],"study_design_scores_gemma":[0.000002790036,0.00001128634,0.000166517,0.00007678523,0.000001437089,0.00003876145,0.00003576468,0.00002769076,0.00004850563,0.0006796741,0.9989073,0.000003575344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0009527059,0.01168955,0.004500241,0.0291617,0.2814948,0.0006282246,0.006632926,0.001377349,0.6635625],"genre_scores_gemma":[0.004624718,0.00820787,0.001897832,0.006554733,0.03798082,0.000297026,0.008177401,0.0006439276,0.9316156],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5099262,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00869752502304619,"score_gpt":0.1650529562480341,"score_spread":0.1563554312249879,"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."}}