{"id":"W7028871760","doi":"","title":"Greenhouse electrification via transactive energy management strategy","year":2022,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electrification; Renewable energy; Greenhouse; Energy (signal processing); Electricity; Flexibility (engineering); Intermittent energy source; Energy management; Distributed generation; Grid","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003360547,0.0001662555,0.0002231672,0.00007534227,0.001135939,0.00001251729,0.0007693106,0.0001446648,0.00280342],"category_scores_gemma":[0.000003556067,0.0001152244,0.0001739349,0.0006594529,0.0001163321,0.000263756,0.000131048,0.000350205,0.00004176257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306035,"about_ca_system_score_gemma":0.000009854927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002703766,"about_ca_topic_score_gemma":0.001459035,"domain_scores_codex":[0.9984862,0.0002214073,0.0001507283,0.0004293812,0.0003587336,0.0003535758],"domain_scores_gemma":[0.9994585,0.00006122739,0.0001768798,0.0001533531,0.00005923897,0.00009080921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001446677,0.0007718216,0.02740754,0.00002351328,0.0003315948,0.000154179,0.0004664453,0.0001329085,0.6977221,0.00628884,0.0003507951,0.2649036],"study_design_scores_gemma":[0.002140452,0.001525726,0.9367181,0.00001579666,0.0002620329,0.00005794757,0.005879315,0.000217791,0.01796027,0.005697071,0.02873945,0.0007860457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963813,0.0001520835,0.0001499399,0.001059227,0.00004887585,0.0002048343,0.00008531958,0.0001892383,0.001729138],"genre_scores_gemma":[0.9976252,0.00006517941,0.0000532375,0.0001179691,0.0000175276,0.000004400774,0.00009356567,0.000002623813,0.002020236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9093106,"threshold_uncertainty_score":0.9981081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292598293400795,"score_gpt":0.1759019496781392,"score_spread":0.1629759667441313,"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."}}