{"id":"W2736732182","doi":"10.2172/1340663","title":"Paired Straight Hearth Furnace - Transformational Ironmaking Process","year":2014,"lang":"en","type":"report","venue":"","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Blast furnace; Hearth; Steelmaking; Metallurgy; Coke; Waste management; Raw material; Coal; Iron ore; Basic oxygen steelmaking; Materials science; Smelting; Slag (welding); Direct reduced iron; Open hearth furnace; Engineering; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003224694,0.0004084524,0.0004653728,0.0001689622,0.00009668092,0.00009586254,0.0002273316,0.0003874045,0.001551497],"category_scores_gemma":[0.00003220102,0.0003674975,0.0001445657,0.0001441252,0.00003296461,0.0001948283,0.000009831354,0.0004917911,0.0001082787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321718,"about_ca_system_score_gemma":0.0003389459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001058123,"about_ca_topic_score_gemma":0.0000899834,"domain_scores_codex":[0.9979133,0.00001423479,0.0005231219,0.0002551689,0.0008917216,0.000402441],"domain_scores_gemma":[0.9993795,0.00003835435,0.00008374333,0.0002188309,0.0001816482,0.0000978844],"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":[0.00006134804,0.0002805158,0.0007011547,0.08108263,0.001369554,0.0001379275,0.008022372,0.1391549,0.0003482185,0.0123974,0.3624144,0.3940296],"study_design_scores_gemma":[0.0002020886,0.00002306727,0.0003838516,0.0004065328,0.00004632448,0.0001343713,0.00005000954,0.006328125,0.0006079625,0.00004114981,0.9911753,0.000601252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007625856,0.0009450458,0.014786,0.00006752063,0.001235957,0.0002539776,0.00004070574,0.001119039,0.9807892],"genre_scores_gemma":[0.9538533,0.0006580116,0.000679408,0.00008243239,0.0008311917,0.00005701797,0.0002293803,0.0001546152,0.04345462],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9530907,"threshold_uncertainty_score":0.9998777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02577565962781867,"score_gpt":0.2665906153218362,"score_spread":0.2408149556940175,"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."}}