{"id":"W7088603224","doi":"10.23977/acss.2025.090313","title":"Real-Time Monitoring and Coordinated Purification Strategy for PM2.5/Particulate Concentration in Cleanroom Air Conditioning Systems","year":2025,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cleanroom; Kalman filter; Software deployment; Continuous monitoring; Outlier; Anomaly detection; Particle filter; Control system","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":[0.0004300478,0.0005181293,0.0005055554,0.0003465733,0.0004696138,0.0005253718,0.0007151397,0.0004568236,0.0004911019],"category_scores_gemma":[0.0006315435,0.0002579188,0.0003750894,0.00019951,0.00033141,0.0007610676,0.0005500141,0.0002986117,0.0001619593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005086227,"about_ca_system_score_gemma":0.0007053468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006127605,"about_ca_topic_score_gemma":0.004977773,"domain_scores_codex":[0.999373,0.00009329262,0.00002895972,0.0002224841,0.0002212272,0.00006108426],"domain_scores_gemma":[0.9996852,0.00007449999,0.00007930393,0.00003569037,0.0001027097,0.0000227171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0008127567,0.000569145,0.02517787,0.0002370504,0.0001632053,0.0003189202,0.000441039,0.4764517,0.2265003,0.002014849,0.001730824,0.2655823],"study_design_scores_gemma":[0.00003226249,0.0003341356,0.007126741,0.000006171242,0.00005496786,0.00007609889,0.00006635229,0.9558523,0.03512428,0.0004669887,0.0008272207,0.00003239095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2267879,0.0002971496,0.769364,0.0001676933,0.00004224911,0.00008710455,0.00004298005,0.001795563,0.001415301],"genre_scores_gemma":[0.984488,0.00005324296,0.01488448,0.00003190344,0.000007842559,0.00004034923,0.0000188242,0.00001303465,0.000462451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006127605,"threshold_uncertainty_score":0.01218385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546236820802212,"score_gpt":0.3430989002701198,"score_spread":0.3176365320620977,"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."}}