{"id":"W4408898557","doi":"10.18280/jesa.580215","title":"A Real Case Study of Hybrid System for Enhancing the Energy Production","year":2025,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Business; Energy (signal processing); Production system (computer science); Computer science; Economics; Physics; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0006617684,0.0007384816,0.000470361,0.0007366984,0.0008352256,0.001181278,0.0009876818,0.001506895,0.009038929],"category_scores_gemma":[0.0008594205,0.0002916157,0.0006770475,0.0007152921,0.0005121498,0.0009229282,0.000648435,0.0006257799,0.0008073893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008953354,"about_ca_system_score_gemma":0.0004860013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006275767,"about_ca_topic_score_gemma":0.007562672,"domain_scores_codex":[0.9994436,0.000206822,0.00002946493,0.00008194278,0.000143721,0.00009455368],"domain_scores_gemma":[0.9994513,0.0002660723,0.00002973066,0.00007199696,0.000114828,0.00006590445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001340139,0.001234476,0.01879855,0.0009254172,0.000176333,0.01385349,0.0007382525,0.8568084,0.02496523,0.00940742,0.006987539,0.06476478],"study_design_scores_gemma":[0.0003221649,0.001947993,0.01553375,0.00007404791,0.0001380053,0.001995274,0.001756455,0.9257907,0.02636792,0.004367406,0.0216125,0.00009379495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278521,0.0006215266,0.04047295,0.0004989072,0.0001198979,0.000309194,0.001041064,0.0006777917,0.02840652],"genre_scores_gemma":[0.9913574,0.0000913214,0.004026429,0.00001002662,0.000007324502,0.00004344819,0.0001413679,0.0000230474,0.004299628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009038929,"threshold_uncertainty_score":0.03023821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009427604393557828,"score_gpt":0.2365631864820358,"score_spread":0.227135582088478,"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."}}