{"id":"W2339933919","doi":"10.1007/978-3-319-48251-4_129","title":"Furnace Pressure Control Technology for Fuel Efficiency","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alcoa (Canada); Hatch (Canada)","funders":"","keywords":"Engineering; Reduction (mathematics); Process engineering; Environmental science; Waste management; Flow (mathematics); Automotive engineering; Nuclear engineering","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":[0.00006322045,0.0003375569,0.0004775463,0.0002289805,0.00003482546,0.00001390541,0.0002392611,0.0006544307,0.0001562972],"category_scores_gemma":[0.00003428882,0.0002744965,0.0001137741,0.00002246146,0.00004385008,0.0000787602,0.00001812449,0.0001681342,0.0001090795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006829878,"about_ca_system_score_gemma":0.00001738353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.573754e-7,"about_ca_topic_score_gemma":0.000004478422,"domain_scores_codex":[0.9989442,0.000002687489,0.0003493755,0.0002901439,0.0001205076,0.0002931023],"domain_scores_gemma":[0.9991843,0.00009571214,0.0001080385,0.000413162,0.0001494092,0.00004944084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003935158,0.000006144533,0.000002471907,0.0007045136,0.0005030349,0.000004455294,0.00001528762,0.1299767,0.001026913,0.8456544,0.002707624,0.01935904],"study_design_scores_gemma":[0.00191982,0.00006736797,2.126663e-7,0.0001858526,0.0001439314,0.00001041666,0.000002229088,0.06148864,0.00005741186,0.03010512,0.9055115,0.000507482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[5.81573e-8,0.005810747,0.5888751,0.0001174533,0.0003595426,0.0008273923,0.00008523827,0.0007585326,0.403166],"genre_scores_gemma":[0.03229125,0.0003030289,0.003635525,0.00003921165,0.0004471406,0.0002689225,0.00001165162,0.0002468959,0.9627564],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9028039,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004030147756567008,"score_gpt":0.1856823723093172,"score_spread":0.1816522245527502,"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."}}