{"id":"W2948690690","doi":"10.1007/s42853-019-00006-0","title":"Review of Design Trends in Lighting, Environmental Controls, Carbon Dioxide Supplementation, Passive Design, and Renewable Energy Systems for Agricultural Greenhouses","year":2019,"lang":"en","type":"article","venue":"Journal of Biosystems Engineering","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Carbon footprint; Greenhouse; Renewable energy; Agriculture; Greenhouse gas; Environmental science; Environmental design; Architectural engineering; Environmental economics; Engineering; Civil engineering; Geography; Economics; Ecology","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":[0.0005073359,0.0001536459,0.0005123678,0.00006623175,0.00002475074,0.00001387347,0.0001460789,0.0001014919,0.00001131845],"category_scores_gemma":[0.00002992127,0.00006624072,0.00009545816,0.0001622223,0.00001178385,0.0001078259,0.00001835917,0.00007649248,2.170596e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005832935,"about_ca_system_score_gemma":0.000004914201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001736561,"about_ca_topic_score_gemma":0.00005412167,"domain_scores_codex":[0.9987678,0.00008420344,0.000658393,0.0001355444,0.0001411916,0.0002128667],"domain_scores_gemma":[0.9991032,0.0002497326,0.0005050529,0.0000428474,0.00004784243,0.00005131849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005743602,0.00004475256,0.004195224,0.0006319114,0.00009905754,0.000004793595,0.00003295949,0.00447547,0.9887555,0.00003804721,0.0004049783,0.00125983],"study_design_scores_gemma":[0.0189544,0.01731069,0.1253268,0.06120055,0.001363455,0.001594702,0.007141008,0.0853167,0.6384366,0.00009499532,0.0395477,0.003712347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459428,0.05165932,0.00104438,0.0003307566,0.0002989756,0.0006421821,0.00003506128,0.0000331446,0.00001337608],"genre_scores_gemma":[0.9958608,0.003783645,0.0001566553,0.00002352598,0.00008752311,0.00003226267,0.000009745763,0.000002769084,0.00004306094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3503189,"threshold_uncertainty_score":0.2701218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00991154871570204,"score_gpt":0.1892918249217581,"score_spread":0.179380276206056,"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."}}