{"id":"W4402401425","doi":"10.36227/techrxiv.172263378.84230107/v2","title":"Plants as Distributed Energy Resources? A New Taxonomy for Energy Management in Indoor Greenhouses","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of New Brunswick","funders":"","keywords":"Greenhouse; Energy (signal processing); Environmental economics; Taxonomy (biology); Computer science; Environmental science; Architectural engineering; Environmental resource management; Engineering; Ecology; Economics; Physics; Horticulture; Biology","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":[0.0001452629,0.0004314418,0.0005142555,0.00008725978,0.0001001025,0.0001324953,0.0008347651,0.0007380922,0.0004092155],"category_scores_gemma":[0.00002019042,0.0001790133,0.0002531145,0.0002639119,0.00006189657,0.00003235052,0.001420151,0.0003679449,0.00005017137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008356653,"about_ca_system_score_gemma":0.00002411106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007476726,"about_ca_topic_score_gemma":0.03341856,"domain_scores_codex":[0.9978071,0.00004879714,0.000477448,0.0009064997,0.0001830821,0.0005770645],"domain_scores_gemma":[0.9993211,0.000168567,0.0001599596,0.0001849574,0.00003102605,0.000134413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005784577,0.0003324893,0.00208163,0.0001559556,0.0005802135,0.0002923465,0.00004439162,0.00004238167,0.0008366731,0.09709784,0.06024291,0.8377147],"study_design_scores_gemma":[0.0006914202,0.000252593,0.005219404,0.0002547023,0.0001068487,0.00001311362,0.0003535921,0.0004072154,0.0009680021,0.1164596,0.8745586,0.0007149333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557586,0.004450414,0.001212922,0.01397317,0.0009957517,0.002210271,0.001836329,0.002472774,0.0170898],"genre_scores_gemma":[0.9885846,0.0006774564,0.0002118194,0.00084822,0.0003254348,0.001422683,0.0008485542,0.000006002479,0.007075244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8369998,"threshold_uncertainty_score":0.9991326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730209593322671,"score_gpt":0.2234588196096981,"score_spread":0.1961567236764714,"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."}}