{"id":"W4250326614","doi":"10.1088/1755-1315/551/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Power (physics); China; Kuala lumpur; Library science; Engineering; Telecommunications; Operations research; Political science; Engineering management; Computer science; Business; Psychology; Law","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":[0.00008234046,0.000135422,0.00013519,0.00002339686,0.0002644214,0.0001140331,0.0002441997,0.00004037185,0.0006040026],"category_scores_gemma":[0.00001621723,0.0001107309,0.00002212174,0.0001526252,0.0008533573,0.0005333934,0.0001847224,0.0000696735,0.00009386193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001224756,"about_ca_system_score_gemma":0.00004567909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004145307,"about_ca_topic_score_gemma":0.0001491484,"domain_scores_codex":[0.9988394,0.00001863775,0.0001360908,0.0003886082,0.0002833927,0.0003338109],"domain_scores_gemma":[0.9994191,0.000006859486,0.00004251211,0.0001532201,0.000005190799,0.0003731491],"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":[0.00003841169,0.00002224219,0.000786242,0.0000156119,0.000007936945,0.00001557972,0.001620172,0.0008086195,0.9415538,0.01894761,0.0000689567,0.03611482],"study_design_scores_gemma":[0.0004287426,0.0004032688,0.02397909,0.00002194555,0.000008152765,0.00005158928,0.002695384,0.002047735,0.5392265,0.0002301867,0.4304261,0.0004812687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629642,0.0002255397,0.0001025112,0.0006942492,0.0001686203,0.00006598497,0.00001044309,0.00005625087,0.03571215],"genre_scores_gemma":[0.9967281,0.0002154848,0.0002535493,0.0003795567,0.00006593492,0.000005058998,0.000004739315,0.000007102889,0.002340495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4303571,"threshold_uncertainty_score":0.6613404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348907769673727,"score_gpt":0.1879663543995033,"score_spread":0.1744772767027661,"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."}}