{"id":"W7006478797","doi":"","title":"Two-Stage Stochastic Optimization for Peak Load Reduction in Smart District Microgrid","year":2022,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Biological and pharmacological studies of plants","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Limiting; Field (mathematics); Context (archaeology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001089397,0.0008528844,0.001229071,0.0004312349,0.0004476073,0.00007779471,0.0005601012,0.0008788889,0.02068975],"category_scores_gemma":[0.0009383389,0.0007571511,0.0004405857,0.0008172195,0.0002978379,0.00009927569,0.0004796497,0.001454184,0.00006371494],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00384172,"about_ca_system_score_gemma":0.0003889101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013202,"about_ca_topic_score_gemma":0.002784051,"domain_scores_codex":[0.9955253,0.0003806672,0.0009780918,0.001141969,0.000495928,0.001478062],"domain_scores_gemma":[0.9977132,0.0005185975,0.0005925526,0.0005280674,0.0001506706,0.0004969286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01045595,0.008991376,0.02985836,0.002397359,0.001743476,0.001023007,0.0006912578,0.4755754,0.02179595,0.01482931,0.1366727,0.2959658],"study_design_scores_gemma":[0.01105886,0.003948809,0.02645782,0.0009455086,0.001119016,0.0004203972,0.0009044056,0.357658,0.0006668094,0.0005759381,0.5935829,0.00266151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03027734,0.128816,0.7337674,0.02131301,0.008339081,0.02491012,0.008102599,0.00215169,0.04232268],"genre_scores_gemma":[0.284825,0.02662019,0.1652029,0.01114414,0.009153823,0.02312268,0.008660205,0.001370636,0.4699004],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5685645,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883588305577925,"score_gpt":0.2670443865701146,"score_spread":0.2482085035143354,"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."}}