{"id":"W4416049243","doi":"","title":"Development of an optimization tool for the sizing and management of multi-source systems with batteries : application to telecommunication towers","year":2025,"lang":"en","type":"dissertation","venue":"theses.fr (ABES)","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[0.0005572962,0.0003081893,0.0004687595,0.0001984038,0.0002116327,0.00006338185,0.0005298242,0.0001441245,0.00000548949],"category_scores_gemma":[0.00003070382,0.0002385288,0.00004708307,0.0002948261,0.00003371132,0.0001201129,0.0000724247,0.0000801831,0.000001087744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357562,"about_ca_system_score_gemma":0.00009241392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003540365,"about_ca_topic_score_gemma":0.003410142,"domain_scores_codex":[0.9981934,0.0001148498,0.0007689779,0.0003919474,0.0003183961,0.0002124487],"domain_scores_gemma":[0.9979401,0.0002020826,0.0006324698,0.0008882025,0.0002910262,0.00004609653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002004622,0.00008210687,0.00001988683,0.002227626,0.0004366895,1.896478e-7,0.005936255,0.8756192,0.001503697,0.004435703,0.000005121064,0.1095331],"study_design_scores_gemma":[0.003405903,0.0003665234,0.001848201,0.009725145,0.001418939,0.000008935424,0.1591454,0.5113492,0.07729232,0.0000264789,0.2334327,0.001980208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1734759,0.002129144,0.8050464,0.00007994724,0.0005565371,0.006846837,0.00005318948,0.0002110695,0.01160101],"genre_scores_gemma":[0.9127818,0.0003691486,0.08087391,0.00001663136,0.00004151665,0.002588509,0.00126968,0.00009014782,0.001968679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7393059,"threshold_uncertainty_score":0.9726923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742285000239915,"score_gpt":0.2615253861741588,"score_spread":0.2441025361717597,"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."}}