{"id":"W1974737875","doi":"10.1016/j.applthermaleng.2013.12.047","title":"Fuel sparing: Control of industrial furnaces using process gas as supplemental fuel","year":2014,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Waste management; Process (computing); Environmental science; Process engineering; Nuclear engineering; Automotive engineering; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001673583,0.0002465808,0.0003020482,0.0001308131,0.00002879569,0.00002958872,0.0002028908,0.0001295383,0.000123624],"category_scores_gemma":[0.00001871816,0.0002703187,0.0000660053,0.0001814183,0.0000261721,0.00009316149,0.00003355975,0.0002850352,0.00001367556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000628381,"about_ca_system_score_gemma":0.00001658311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000127998,"about_ca_topic_score_gemma":0.00000215865,"domain_scores_codex":[0.9989229,0.000007322059,0.0003395377,0.0001687291,0.0002105311,0.0003509781],"domain_scores_gemma":[0.9995689,0.00005387724,0.00005750224,0.000190838,0.00002459017,0.0001042657],"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":[0.00002974534,0.00001853805,0.0003575944,0.0001587087,0.00007309215,0.000001414025,0.0002441926,0.9115011,0.07729672,0.008319493,0.000006429023,0.001992993],"study_design_scores_gemma":[0.001999712,0.00003067351,0.0002117559,0.00005006912,0.00004832304,0.000009842239,0.0001104436,0.9848413,0.01130528,0.0001949821,0.0008396022,0.0003579804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355832,0.00008989533,0.0582099,0.00001433927,0.0004379138,0.0002897314,0.00001635937,0.0003667535,0.004991882],"genre_scores_gemma":[0.998871,0.000006024325,0.0007278756,0.00001577048,0.0002744494,0.00002091431,0.00001579668,0.00006292026,0.0000052683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07334025,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009427948167654061,"score_gpt":0.2008243252278347,"score_spread":0.1913963770601806,"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."}}