{"id":"W89345629","doi":"10.2172/885549","title":"Ironmaking Process Alternative Screening Study, Volume 1","year":2005,"lang":"en","type":"report","venue":"","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrap; Blast furnace; Process engineering; Operating expense; Operating cost; Coke; Waste management; Process (computing); Pig iron; Open hearth furnace; Environmental science; Engineering; Metallurgy; Materials science; Computer science; Mechanical engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00128756,0.0004126551,0.0005413198,0.001798201,0.001300085,0.002066772,0.0008759362,0.0007380078,0.01552682],"category_scores_gemma":[0.001558099,0.0002341095,0.0007684987,0.001549365,0.000298676,0.0009737835,0.0004495168,0.0007743624,0.002445409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244389,"about_ca_system_score_gemma":0.00270976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01282713,"about_ca_topic_score_gemma":0.02638714,"domain_scores_codex":[0.9986363,0.0001602375,0.00005015542,0.0001775429,0.0008894196,0.00008636378],"domain_scores_gemma":[0.9987233,0.000256162,0.00009015203,0.0000808402,0.000766752,0.00008275924],"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":[0.003661652,0.01523677,0.02304521,0.004365775,0.0001972462,0.001287306,0.00154906,0.00575699,0.06877818,0.02034731,0.1120701,0.7437044],"study_design_scores_gemma":[0.0004050281,0.01548086,0.07654331,0.0009922553,0.000552249,0.001037499,0.004657899,0.01129654,0.1203336,0.00551641,0.7630168,0.0001675792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6448035,0.01783322,0.006155463,0.002186488,0.0009676263,0.003709722,0.004179954,0.0004636047,0.3197004],"genre_scores_gemma":[0.6921845,0.01396084,0.01081164,0.0009435471,0.0002422633,0.000832685,0.008539612,0.0001017222,0.2723832],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01552682,"threshold_uncertainty_score":0.05194241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04412091333990066,"score_gpt":0.316910524692239,"score_spread":0.2727896113523383,"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."}}