{"id":"W7084667482","doi":"10.1680/jenes.25.00091","title":"Tool for the evaluation of continuous-time OUR for biological processes optimisation","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Culinary Culture and Tourism","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomass (ecology); Flexibility (engineering); Sewage treatment; Identification (biology); Wastewater; Biodegradation; Substrate (aquarium); Continuous monitoring","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002197379,0.001421929,0.0008067368,0.001648474,0.000289823,0.001606216,0.001137045,0.001329788,0.005998308],"category_scores_gemma":[0.007318194,0.000384454,0.0008116095,0.001387072,0.0003103568,0.001179893,0.0009222351,0.0008103417,0.001535827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005374224,"about_ca_system_score_gemma":0.0008359218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502047,"about_ca_topic_score_gemma":0.001410921,"domain_scores_codex":[0.9987436,0.0002416734,0.0000970824,0.0002457463,0.0006030953,0.00006894436],"domain_scores_gemma":[0.9979684,0.0009269282,0.0002923208,0.0002527612,0.000505372,0.00005427235],"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":[0.0009974755,0.0007519624,0.01120715,0.001803398,0.0002396458,0.0003306589,0.0004332474,0.2056661,0.24972,0.009408464,0.006612617,0.5128294],"study_design_scores_gemma":[0.00004459468,0.00050064,0.004093303,0.00008612521,0.00009757907,0.0001913635,0.0001400205,0.8626926,0.114453,0.003270647,0.01432074,0.0001093628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04219917,0.0006006486,0.9375909,0.0001411883,0.0001110894,0.0001426313,0.00119963,0.0131408,0.004873943],"genre_scores_gemma":[0.5962797,0.0006480074,0.3969471,0.0001467597,0.00004489586,0.0006226806,0.001450422,0.001031287,0.002829086],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005998308,"threshold_uncertainty_score":0.02006638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118114654895221,"score_gpt":0.2395425398431427,"score_spread":0.2183613932941905,"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."}}