{"id":"W4401242794","doi":"10.36227/techrxiv.172263378.84230107/v1","title":"Plants as Distributed Energy Resources? A New Taxonomy for Energy Management in Indoor Greenhouses","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Light effects on plants","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":"Software deployment; Greenhouse; Environmental economics; Context (archaeology); Agriculture; Efficient energy use; Computer science; Productivity; Production (economics); Environmental resource management; Risk analysis (engineering); Business; Environmental science; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009860134,0.001180888,0.0009725592,0.003375358,0.001616076,0.00674739,0.002061786,0.002808582,0.004578626],"category_scores_gemma":[0.001537229,0.0003927241,0.001166004,0.005102778,0.005382124,0.01107448,0.002554407,0.00255172,0.001245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002740411,"about_ca_system_score_gemma":0.002109087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004739854,"about_ca_topic_score_gemma":0.003762851,"domain_scores_codex":[0.9989064,0.0003617096,0.0001142516,0.0002536136,0.0002293656,0.0001347135],"domain_scores_gemma":[0.999162,0.0003230345,0.0001129105,0.0001179939,0.0002044557,0.00007964887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002797861,0.00004111409,0.001081127,0.001284383,0.00003024153,0.0002155546,0.002288771,0.004096656,0.0009336469,0.8950168,0.005629344,0.08935445],"study_design_scores_gemma":[0.00001097411,0.00007885929,0.001574994,0.001631463,0.00003575314,0.0005678021,0.00396425,0.008859626,0.0004451398,0.5314639,0.4513101,0.00005718628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0280436,0.2261191,0.5421813,0.01992133,0.003239436,0.0005778276,0.0008558874,0.0008052074,0.1782564],"genre_scores_gemma":[0.3934728,0.2618383,0.2863031,0.005678822,0.002612794,0.001405153,0.00148249,0.000413686,0.04679292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00674739,"threshold_uncertainty_score":0.01988316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811409526851818,"score_gpt":0.2244167813629097,"score_spread":0.1963026860943916,"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."}}