{"id":"W2028056125","doi":"10.1007/s11837-000-0050-z","title":"Designing modern furnace cooling systems","year":2000,"lang":"en","type":"article","venue":"JOM","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Water cooling; Induction furnace; Glass furnace; Electric arc furnace; Copper; Metallurgy; Process engineering; Engineering; Environmental science; Waste management; Mechanical engineering; Materials 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":[],"consensus_categories":[],"category_scores_codex":[0.00006894315,0.00008449936,0.000115462,0.00001724973,0.00003581645,0.0000447395,0.00008292785,0.00004967423,0.0002396905],"category_scores_gemma":[0.000003344845,0.00007379396,0.00003076893,0.0000689218,0.000006504416,0.00007242586,0.000004942878,0.00009977588,0.0001784488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002319533,"about_ca_system_score_gemma":0.000003978846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009956762,"about_ca_topic_score_gemma":0.000001096031,"domain_scores_codex":[0.9995385,0.000007953972,0.0001236087,0.00008243141,0.00008689881,0.0001605535],"domain_scores_gemma":[0.9997992,0.00002186101,0.000009632417,0.0001036342,0.00001059995,0.00005505387],"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":[0.000004128784,0.000004446592,0.000002458836,0.00006378235,0.00001740795,0.00000848575,0.00008121022,0.9889316,0.002199363,0.0003553813,0.00004074784,0.008290979],"study_design_scores_gemma":[0.00008714899,0.000005078741,0.00001752839,0.00002727319,0.000006971437,0.000009856753,0.00001438938,0.9920692,0.00007565285,0.0003575042,0.007228939,0.0001004628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3942574,0.002945235,0.5359199,0.000009163655,0.000261498,0.00009697722,0.000002479727,0.0004354859,0.06607185],"genre_scores_gemma":[0.998059,0.0001635456,0.0005918021,0.0000142524,0.0001087712,0.000005368529,0.000002012443,0.00002660775,0.001028654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6038015,"threshold_uncertainty_score":0.300923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009848068831007003,"score_gpt":0.1920739337285859,"score_spread":0.1822258648975789,"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."}}