{"id":"W4366003456","doi":"10.22541/essoar.167979157.76638109/v2","title":"An Assessment of Control Methods in Closed-Loop Agriculture Systems","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Greenhouse; Population; Agriculture; Environmental economics; Modular design; Reuse; Agricultural engineering; Computer science; Inefficiency; Business; Engineering; Economics; Ecology; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01328655,0.001269245,0.001013615,0.001755425,0.0009190855,0.003431943,0.001406631,0.001775804,0.005704309],"category_scores_gemma":[0.04079644,0.0004133707,0.001100966,0.000938804,0.001642118,0.003685886,0.001496085,0.001392412,0.0004038837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00264057,"about_ca_system_score_gemma":0.00187355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006724639,"about_ca_topic_score_gemma":0.002015253,"domain_scores_codex":[0.9919183,0.00380257,0.0003772768,0.0006822774,0.002873844,0.0003457409],"domain_scores_gemma":[0.9478565,0.04224205,0.001770053,0.001614579,0.00610136,0.0004153473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007336867,0.0003796006,0.004516982,0.0008644665,0.0001929369,0.0001027866,0.0003932096,0.7342303,0.002325882,0.0484883,0.0009999028,0.2067719],"study_design_scores_gemma":[0.00006266043,0.0007052476,0.001259827,0.00009149711,0.00004014404,0.00005438075,0.0001338149,0.9821312,0.001077703,0.01206206,0.002355863,0.00002555422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.107435,0.004461823,0.8514134,0.001070166,0.0002918309,0.0007416536,0.000134945,0.0008763953,0.03357478],"genre_scores_gemma":[0.9076087,0.001302009,0.08602484,0.0001299011,0.000116581,0.0003822873,0.0001301685,0.00008662427,0.0042189],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01328655,"threshold_uncertainty_score":0.07026678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04562998596101485,"score_gpt":0.3726234635300595,"score_spread":0.3269934775690447,"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."}}