{"id":"W4251812827","doi":"10.1088/1755-1315/431/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; China; Beijing; Research center; Political science; Technical university; Engineering; Computer science","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":[0.001654769,0.001187517,0.0009228838,0.002747384,0.003298212,0.005413967,0.001941186,0.001894709,0.4842704],"category_scores_gemma":[0.01187084,0.000402332,0.000758588,0.002426294,0.0009817306,0.003978672,0.002707307,0.003665122,0.3460874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400711,"about_ca_system_score_gemma":0.003031333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435623,"about_ca_topic_score_gemma":0.003442501,"domain_scores_codex":[0.9983599,0.0002277175,0.0001319232,0.0003409413,0.0007882412,0.0001514067],"domain_scores_gemma":[0.9946736,0.000834544,0.0002162619,0.0005498829,0.003049977,0.0006758027],"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":[0.00003474596,0.00001987179,0.0001385617,0.0001573346,0.000003327071,0.00007568084,0.0001747329,0.00007241136,0.0001486853,0.006170514,0.9491664,0.04383766],"study_design_scores_gemma":[0.000002967345,0.00001255195,0.000175981,0.0001095676,0.000001483119,0.00008007796,0.000126281,0.0000246046,0.00006139409,0.001777375,0.997623,0.000004647231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002161069,0.01418497,0.008253118,0.03360218,0.1274859,0.000690638,0.01431127,0.002395393,0.7969155],"genre_scores_gemma":[0.009770182,0.008746825,0.00414829,0.00855064,0.01827074,0.0004534804,0.01400614,0.001291415,0.9347622],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4842704,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094873308365618,"score_gpt":0.1659898750605188,"score_spread":0.1550411419768627,"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."}}