{"id":"W6992882234","doi":"","title":"Modelling and Parameter Estimation of a PO3G Polyether Process","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Queen's University","keywords":"Estimation theory; Process (computing); Production (economics); Process variable; Model parameter; Evaporation; Experimental data; Process modeling","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001708669,0.0001474818,0.0001878924,0.0001353357,0.00004640839,0.00005685061,0.0003610857,0.0001526824,0.00004571805],"category_scores_gemma":[0.000008002176,0.0001626159,0.00005947508,0.0002924797,0.0000323987,0.0007946538,0.000153745,0.000224136,0.00000360007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000265452,"about_ca_system_score_gemma":0.00006286176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004294807,"about_ca_topic_score_gemma":0.000001136924,"domain_scores_codex":[0.9991709,0.00002071922,0.00008583722,0.0003300149,0.0002301443,0.0001623774],"domain_scores_gemma":[0.9995334,0.00006341108,0.00006480458,0.0002277707,0.00001462696,0.00009604203],"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":[0.0005639154,0.0009590637,0.00220503,0.008505426,0.0006572426,0.0005917177,0.01787682,0.8976417,0.001321995,0.01946635,0.01143279,0.038778],"study_design_scores_gemma":[0.001150863,0.0002215353,0.002141086,0.001568909,0.0001169411,0.000002431979,0.002415073,0.786635,0.1934566,0.006898528,0.003760648,0.00163239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590521,0.000151698,0.132466,0.004163967,0.0001137542,0.000250056,0.00001652311,0.0001939546,0.003591901],"genre_scores_gemma":[0.8501602,0.0004398861,0.06592359,0.00002588154,0.00002215547,0.000001579915,0.0002823281,0.00003913963,0.08310525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921346,"threshold_uncertainty_score":0.6631284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006740386860578186,"score_gpt":0.1911455397415996,"score_spread":0.1844051528810214,"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."}}