{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003830964,0.0005615186,0.0006298792,0.0002807016,0.0001122985,0.0001459499,0.0004666108,0.0002780096,0.001212746],"category_scores_gemma":[0.00008313156,0.0005350259,0.0001235671,0.0002268752,0.00003017335,0.000206834,0.00008553448,0.0007552882,0.0001361208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266365,"about_ca_system_score_gemma":0.0001782138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522946,"about_ca_topic_score_gemma":0.0001932462,"domain_scores_codex":[0.9973003,0.00002025872,0.0005564461,0.0004990074,0.001114298,0.0005096903],"domain_scores_gemma":[0.9990693,0.00003248904,0.0001512099,0.000367914,0.0002850264,0.00009408357],"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":[0.00003307208,0.0005851351,0.01784152,0.006029967,0.001870423,0.0006122594,0.01041692,0.280651,0.00001876054,0.0001773418,0.06141743,0.6203461],"study_design_scores_gemma":[0.0005210183,0.0001208725,0.006003015,0.0006646141,0.0002181471,0.0001053706,0.001501749,0.02434275,0.0001935271,0.00001022715,0.9647755,0.001543199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003877142,0.001992894,0.01019833,0.00001550805,0.001475849,0.0006348343,0.00002046437,0.001518547,0.9802665],"genre_scores_gemma":[0.8623095,0.0003367587,0.0009199398,0.00003202546,0.001744858,0.0001063863,0.00003145181,0.0002268719,0.1342922],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9033581,"threshold_uncertainty_score":0.9997101,"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."}}