{"id":"W4400976102","doi":"10.1109/icca62789.2024.10591946","title":"Approximating the System Behavior with Input Uncertainty Using Big Data","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 Alberta","funders":"Centre of Excellence for Environmental Decisions, Australian Research Council","keywords":"Big data; Computer science; Data modeling; Data mining; Database","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":[0.00156278,0.001075439,0.0009749059,0.0007733624,0.0004539915,0.001257711,0.001149828,0.0009059868,0.000513527],"category_scores_gemma":[0.008410487,0.000585278,0.0007550951,0.0007618574,0.001227868,0.002361046,0.00121456,0.001950984,0.0001440445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066153,"about_ca_system_score_gemma":0.001040867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006075973,"about_ca_topic_score_gemma":0.00292747,"domain_scores_codex":[0.9991676,0.0002391371,0.00006564539,0.0001707359,0.0002821794,0.00007473191],"domain_scores_gemma":[0.9967285,0.001919209,0.0004281772,0.0004906467,0.0003641438,0.00006914085],"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":[0.00002968077,0.00001496499,0.000826741,0.0000415376,0.00001599186,0.00004904722,0.00004419774,0.9835407,0.0008020177,0.00692126,0.0001146742,0.007599168],"study_design_scores_gemma":[8.188214e-7,0.000006250936,0.00009927565,0.000002729285,0.000001216566,0.000005777197,0.000003888879,0.9974039,0.0002769121,0.002123828,0.00007273018,0.00000270748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02646146,0.0001475215,0.9723733,0.0001446471,0.00002414989,0.00001885492,0.00009996657,0.0002316892,0.0004984426],"genre_scores_gemma":[0.9128099,0.0004046088,0.08513467,0.00007289939,0.00003768358,0.0001337518,0.000433232,0.00006539677,0.0009079252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006075973,"threshold_uncertainty_score":0.01208121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631187665569416,"score_gpt":0.2495027377599864,"score_spread":0.2031908611042922,"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."}}