{"id":"W4407404571","doi":"10.1109/sii59315.2025.10870991","title":"Multiphysics Energy Systems Demand Modelling for Community-Scale Greenhouses","year":2025,"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":"Simon Fraser University","funders":"","keywords":"Multiphysics; Energy demand; Scale (ratio); Computer science; Greenhouse; Environmental science; Environmental economics; Engineering; Finite element method; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001857819,0.0001157789,0.0001945106,0.00001286124,0.0005616045,0.00004068142,0.0003079796,0.0001558923,0.00001197228],"category_scores_gemma":[0.00001089477,0.00004349421,0.00008560296,0.000172751,0.00005729327,0.00006229561,0.0000694345,0.0001252217,0.000004901205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001223841,"about_ca_system_score_gemma":0.000003972541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822126,"about_ca_topic_score_gemma":0.004474816,"domain_scores_codex":[0.9993174,0.00007527688,0.0001743676,0.0001477223,0.00005411555,0.0002311366],"domain_scores_gemma":[0.9992906,0.000473162,0.00004377489,0.0000886272,0.00007441299,0.00002944183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005198063,0.001838687,0.03185222,0.0003269409,0.0004955134,0.000004078575,0.000353129,0.02121516,0.2153505,0.4458611,0.01350469,0.2686782],"study_design_scores_gemma":[0.002376599,0.000925443,0.007087634,0.0002635905,0.0002476734,0.000007537515,0.007477777,0.7492087,0.02633363,0.06876291,0.1360983,0.001210185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226675,0.0004967772,0.07148833,0.0008751381,0.000172468,0.0003059917,0.00004084292,0.0005838695,0.003369082],"genre_scores_gemma":[0.9976326,0.00005721145,0.0001952334,0.0003732557,0.00004799181,0.00009933104,0.00002856041,9.080207e-7,0.001564903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7279935,"threshold_uncertainty_score":0.4319464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02556166297149752,"score_gpt":0.2214551712804867,"score_spread":0.1958935083089892,"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."}}