{"id":"W4401879805","doi":"10.1109/icps59941.2024.10640050","title":"Stable Soft Sensor Modeling for Industrial Systems","year":2024,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Soft sensor; Computer science; Operating system","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":[0.0008298561,0.0007531296,0.0007100888,0.0005496649,0.0004272853,0.001088747,0.0007787611,0.0007482608,0.002342426],"category_scores_gemma":[0.001905787,0.0003597562,0.0007089677,0.0004698707,0.000874579,0.001157217,0.001071493,0.001164943,0.0004425293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008016943,"about_ca_system_score_gemma":0.0009130599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005178406,"about_ca_topic_score_gemma":0.003364227,"domain_scores_codex":[0.9995278,0.0001269226,0.00001902196,0.00009861706,0.000185645,0.00004190365],"domain_scores_gemma":[0.9994348,0.0002593426,0.00008975028,0.00006698289,0.0001258344,0.00002330972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002362917,0.00001105421,0.0002521731,0.00004045615,0.00001257458,0.00003388158,0.00003813392,0.9704317,0.001378242,0.01633843,0.0004082662,0.01103147],"study_design_scores_gemma":[8.554371e-7,0.000004847837,0.00003340529,0.000001743988,9.517523e-7,0.000002128579,0.000002988746,0.9969593,0.0001387631,0.002682918,0.0001703729,0.000001653249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008324617,0.0003045405,0.9874454,0.0002125383,0.00004010727,0.00002700251,0.00005146371,0.0002243242,0.003370097],"genre_scores_gemma":[0.9434988,0.000689166,0.04881912,0.0001001249,0.00005535925,0.0001596887,0.000154677,0.00008213033,0.006440938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005178406,"threshold_uncertainty_score":0.01029652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418615970446825,"score_gpt":0.2330767712037856,"score_spread":0.1988906114993174,"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."}}