{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322427,0.0003624555,0.0005362631,0.0005319154,0.0007334366,0.0006262115,0.0008487732,0.000702921,0.01090645],"category_scores_gemma":[0.0002521644,0.0002825223,0.0005118462,0.0005042042,0.0003170412,0.0005611572,0.0006493633,0.001165464,0.003654828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004506417,"about_ca_system_score_gemma":0.0008212054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321017,"about_ca_topic_score_gemma":0.002925531,"domain_scores_codex":[0.9994825,0.00002167113,0.00001591141,0.0001255095,0.0002902465,0.00006403083],"domain_scores_gemma":[0.999887,0.00001142122,0.00001271478,0.000022662,0.00004340016,0.00002275562],"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":[0.0007112092,0.0006103413,0.002788777,0.0009950476,0.00003803952,0.001373087,0.0002582566,0.006015855,0.8267899,0.008500881,0.009770882,0.1421477],"study_design_scores_gemma":[0.0002089023,0.001617574,0.008212312,0.00006324758,0.00005404943,0.001398888,0.0001859439,0.01780973,0.8612088,0.001994297,0.107174,0.0000722567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7342285,0.002388189,0.11725,0.0006005971,0.0007121732,0.001850841,0.002834322,0.004524239,0.1356111],"genre_scores_gemma":[0.8753467,0.0007589565,0.07133803,0.0002286139,0.00006133949,0.0001918903,0.001795313,0.0001907443,0.05008834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01090645,"threshold_uncertainty_score":0.03648573,"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."}}