{"id":"W2226135235","doi":"10.2172/1126492","title":"Energy Saving Melting and Revert Reduction Technology (Energy-SMARRT): Clean Steel Casting Production","year":2013,"lang":"en","type":"report","venue":"","topic":"Materials Engineering and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"U.S. Department of Energy","keywords":"Foundry; Nozzle; Casting; Air entrainment; Materials science; Metallurgy; Scrap; Mechanical engineering; Engineering; Environmental science; Composite material","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":[0.0004506917,0.0005157141,0.0005910954,0.0006127391,0.0001832982,0.0001664745,0.0001418103,0.0007054973,0.00007260421],"category_scores_gemma":[0.0001696428,0.0005336964,0.00005568072,0.0003745021,0.00004863794,0.0002727826,0.0001001968,0.0004042751,0.000004304138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330599,"about_ca_system_score_gemma":0.00009256458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008662278,"about_ca_topic_score_gemma":0.00006873154,"domain_scores_codex":[0.9978586,0.00002419804,0.00067229,0.0006029039,0.0003408179,0.0005011809],"domain_scores_gemma":[0.9990482,0.00002149741,0.0001968179,0.0003841001,0.0002574497,0.00009190577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004856785,0.00001265098,0.00004477659,0.004499486,0.0001981383,0.00001561163,0.0001175338,0.01277812,0.1348459,0.0002315193,0.01660674,0.8306446],"study_design_scores_gemma":[0.000450921,0.0001260596,0.0001779407,0.007052734,0.0003828832,0.007238027,0.0009384814,0.07008865,0.2749046,0.0008419852,0.6336289,0.004168826],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4314425,0.0551003,0.0981639,0.0006473858,0.0685816,0.001377974,0.00006458322,0.02788618,0.3167355],"genre_scores_gemma":[0.9605882,0.005058874,0.008063638,0.000006845138,0.003729412,0.0001268765,0.0001009192,0.0003439969,0.02198127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8264758,"threshold_uncertainty_score":0.9997115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340201946699589,"score_gpt":0.2110798799555552,"score_spread":0.1976778604885593,"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."}}