{"id":"W4389585011","doi":"10.17118/11143/20938","title":"Approaches to energy modeling of a ensemble of severalgreenhouses","year":2023,"lang":"en","type":"article","venue":"","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Greenhouse; Energy (signal processing); Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008961188,0.0007250935,0.001049904,0.000687213,0.001364448,0.002041455,0.002146321,0.002110956,0.004882645],"category_scores_gemma":[0.001471173,0.0008178257,0.001822362,0.001145132,0.001206641,0.001748701,0.001778313,0.001682902,0.0005842753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00221392,"about_ca_system_score_gemma":0.001505469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04265695,"about_ca_topic_score_gemma":0.02198959,"domain_scores_codex":[0.9996299,0.0001181462,0.00002039691,0.00007746819,0.00008361806,0.00007048703],"domain_scores_gemma":[0.9994085,0.0002842874,0.00006746565,0.000053655,0.0001107917,0.00007529921],"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":[0.000007236872,0.00001144973,0.0003736856,0.000008320419,0.00001641056,0.0000259891,0.0000162075,0.9941942,0.0001610761,0.004115416,0.0001411974,0.0009288421],"study_design_scores_gemma":[0.000002668791,0.00000303187,0.00009747097,0.000002475725,0.000002779665,0.000003598382,0.000008160349,0.997364,0.00004140332,0.002119429,0.0003520237,0.000002993811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2219572,0.00138551,0.728312,0.001534493,0.0002711198,0.0001723047,0.001651309,0.0005941846,0.04412184],"genre_scores_gemma":[0.92931,0.000742326,0.05295466,0.0002467886,0.0001441063,0.0003160672,0.001053406,0.0002195953,0.01501303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04265695,"threshold_uncertainty_score":0.08481735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1419395674675867,"score_gpt":0.2126893352816229,"score_spread":0.07074976781403614,"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."}}