{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003277758,0.0003627422,0.0003618934,0.0005204091,0.0003499879,0.000505672,0.0007625631,0.0004117488,0.001625232],"category_scores_gemma":[0.0003161999,0.0002427123,0.0004626865,0.0003834529,0.0003402811,0.000491105,0.000340009,0.000454728,0.001002603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005257314,"about_ca_system_score_gemma":0.0006455521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002315805,"about_ca_topic_score_gemma":0.004753185,"domain_scores_codex":[0.9994837,0.00002973196,0.00001397024,0.00005643545,0.0003741569,0.00004208944],"domain_scores_gemma":[0.999818,0.00001573683,0.00004524791,0.0000396306,0.00006597442,0.00001533202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001185596,0.00009694761,0.001779139,0.0002553289,0.00001358731,0.0002610822,0.0001528,0.008711296,0.8919922,0.001436475,0.0009037601,0.09427891],"study_design_scores_gemma":[0.00003096144,0.001067723,0.008927724,0.00002193034,0.00003919182,0.0004989809,0.00006616248,0.02384644,0.9493188,0.0003737341,0.01577237,0.00003601057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327577,0.0009352922,0.1443792,0.0001795356,0.00006139795,0.0002099947,0.0003698077,0.003357457,0.01774969],"genre_scores_gemma":[0.9234601,0.000467754,0.06493963,0.00004889779,0.0000112138,0.00004778928,0.000272665,0.000157691,0.01059423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002315805,"threshold_uncertainty_score":0.005436957,"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."}}