{"id":"W2068377421","doi":"10.1109/icnsc.2007.372898","title":"Real-time Monitoring System for Odours around Livestock Farms","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Livestock; Electronic nose; Wireless sensor network; Computer science; Real-time computing; Environmental science; Computer network; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.00005030051,0.0001357411,0.0001516624,0.00005581904,0.00003565873,0.00002447124,0.0001659037,0.0001511594,0.000002783839],"category_scores_gemma":[0.00004843957,0.0001261324,0.00004737841,0.0001131371,0.00002406295,0.0001178375,0.00002430864,0.0001133804,0.00004433534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499446,"about_ca_system_score_gemma":9.048248e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007971892,"about_ca_topic_score_gemma":6.092354e-7,"domain_scores_codex":[0.9992135,0.000001220651,0.0001824409,0.0001449867,0.00008977383,0.0003681364],"domain_scores_gemma":[0.9995175,0.0001639972,0.00002067775,0.000211946,0.00002801466,0.00005783465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007786021,0.000004419291,0.000232568,0.00009958418,0.00001969648,0.000005149234,0.00002094174,0.00475304,0.987801,0.001054124,0.0001860015,0.005815644],"study_design_scores_gemma":[0.0001729327,0.00002055948,0.0001832782,0.00004479364,0.000007561146,0.00000726908,0.0008749447,0.002673005,0.9946834,0.0003602383,0.0007920522,0.0001799839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137393,0.00008689747,0.05952775,0.0000189154,0.0002867549,0.0002403443,0.000003894327,0.005781956,0.02031417],"genre_scores_gemma":[0.9518729,0.00002115027,0.04726363,0.000001212396,0.0002201383,0.00001476277,0.000001978855,0.0000453704,0.000558889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03813355,"threshold_uncertainty_score":0.5143531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425283726406652,"score_gpt":0.2445962874439474,"score_spread":0.2303434501798809,"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."}}