{"id":"W996037364","doi":"10.1007/978-3-540-79224-6_19","title":"Diagnosis of Plant-wide Oscillations","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001455653,0.0002744028,0.0005242918,0.0001271118,0.00003571502,0.00000309147,0.0002350083,0.0007865397,0.00005664516],"category_scores_gemma":[0.0006922272,0.0002686535,0.0001377866,0.00002935175,0.0002567563,0.000006360107,0.00006189829,0.0003302213,0.000009342381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003392009,"about_ca_system_score_gemma":0.0001660373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001662653,"about_ca_topic_score_gemma":0.0001519473,"domain_scores_codex":[0.9985595,0.00005346034,0.0004833762,0.0005468919,0.0001364369,0.0002203162],"domain_scores_gemma":[0.998862,0.0002037357,0.0003858682,0.0004115842,0.00008761969,0.00004918029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01618841,0.0007833281,0.3745606,0.0002715286,0.003319731,0.0005762019,0.0002424997,0.006527156,0.0653224,0.02712893,0.2349278,0.2701515],"study_design_scores_gemma":[0.001666745,0.0002623572,0.0001794284,0.00007795715,0.00003615591,0.00002138665,0.000002766082,0.000001482876,0.002853067,0.0003901395,0.9942339,0.0002746201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04544051,0.1963642,0.0005407646,0.001373779,0.009250415,0.006894157,0.0216262,0.0001086394,0.7184013],"genre_scores_gemma":[0.8274215,0.09294336,0.0002666711,0.0004568609,0.006269471,0.0003149704,0.003796488,0.0001567178,0.06837399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.781981,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343220604780475,"score_gpt":0.2447462910753681,"score_spread":0.2213140850275634,"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."}}