{"id":"W4416223802","doi":"10.1145/3774885","title":"A Step Closer Towards the Digital Twin of the Plant","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Polygon mesh; Dimension (graph theory); Quality (philosophy); Replica; Energy (signal processing)","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":[0.0006997142,0.0004464171,0.0005218551,0.0006141654,0.0004225651,0.002408241,0.001007086,0.001054148,0.007203344],"category_scores_gemma":[0.002157414,0.0003584248,0.0005416953,0.0005902377,0.001305168,0.004168662,0.002283873,0.002099861,0.001561307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004077066,"about_ca_system_score_gemma":0.0004908043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008152385,"about_ca_topic_score_gemma":0.001186636,"domain_scores_codex":[0.9995598,0.00007852992,0.00001980851,0.0001175082,0.0001980869,0.00002627286],"domain_scores_gemma":[0.9991574,0.0001599695,0.00005055767,0.0004029331,0.0001592889,0.00006988199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004266124,0.000148827,0.003475268,0.0007615499,0.0001090275,0.0008081673,0.001817149,0.08157959,0.2818007,0.2362382,0.01181723,0.3810176],"study_design_scores_gemma":[0.00005282435,0.0005593423,0.003821483,0.0002120605,0.00009594104,0.002546697,0.001200528,0.3321953,0.1128209,0.1587673,0.3875401,0.0001875258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04590366,0.001121131,0.9324789,0.002039996,0.0005218661,0.00006548674,0.0002444237,0.001510203,0.01611431],"genre_scores_gemma":[0.2658641,0.0009339431,0.7211811,0.0005558091,0.0001383539,0.00005140166,0.000474831,0.0007422129,0.01005824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007203344,"threshold_uncertainty_score":0.02409756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592230752515235,"score_gpt":0.2461299537634699,"score_spread":0.2202076462383176,"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."}}