{"id":"W7083167857","doi":"10.1016/j.jprocont.2025.103550","title":"Real-time freeze point prediction using multirate measurements in the blending process","year":2025,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Process (computing); Control theory (sociology); Point (geometry); Multi point; Process variable","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004854465,0.00008597292,0.0002466104,0.0002796879,0.000323603,0.0001125535,0.0003255203,0.00005214673,0.00003387443],"category_scores_gemma":[0.000880764,0.00005927216,0.0001072672,0.0008003306,0.0000589985,0.0004210518,0.000007348496,0.0001929274,0.000001239404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522022,"about_ca_system_score_gemma":0.0005648217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002190863,"about_ca_topic_score_gemma":0.0001262181,"domain_scores_codex":[0.997833,0.0006102233,0.0005200622,0.0001110038,0.000740252,0.0001854383],"domain_scores_gemma":[0.998392,0.0003317519,0.0004474966,0.00005699646,0.0007272934,0.00004449296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001417584,0.001625205,0.5189555,0.0004593041,0.001599873,0.00007775722,0.09359369,0.2618222,0.04025532,0.00474978,0.0007224702,0.07472138],"study_design_scores_gemma":[0.01895539,0.0004940462,0.1592616,0.002912824,0.00255718,0.00005746461,0.06037648,0.5496164,0.003375476,0.1994003,0.001986179,0.001006678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473853,0.0003331633,0.03976859,0.0035871,0.0004050459,0.0004242336,0.000003576768,0.00002276333,0.008070285],"genre_scores_gemma":[0.9986631,0.00001789508,0.0008213386,0.0001365607,0.000253956,0.000005856194,3.806451e-7,0.00000394195,0.00009699413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3596938,"threshold_uncertainty_score":0.2488925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05387920022535448,"score_gpt":0.4072366987063104,"score_spread":0.3533574984809559,"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."}}