{"id":"W3098047727","doi":"10.3233/stal9781643681238","title":"Modern Blast Furnace Ironmaking","year":2020,"lang":"en","type":"book","venue":"IOS Press eBooks","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":163,"is_retracted":false,"has_abstract":false,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Blast furnace; Environmental science; Waste management; Metallurgy; Engineering; Materials science","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":[0.000151244,0.0006859916,0.0003351203,0.0009621195,0.000988497,0.001740133,0.0004514234,0.0007878461,0.06594595],"category_scores_gemma":[0.0001537039,0.0003203303,0.0002870543,0.0009167882,0.0006499689,0.001065748,0.0009134606,0.001288705,0.02568343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009791618,"about_ca_system_score_gemma":0.0007794474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742089,"about_ca_topic_score_gemma":0.01206029,"domain_scores_codex":[0.9998399,0.000009512985,0.000003376011,0.00002202069,0.0001077044,0.00001741014],"domain_scores_gemma":[0.9999713,0.000004180194,0.000001488414,0.000008066621,0.00001022401,0.000004832024],"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":[0.00006514566,0.0001088864,0.000129748,0.0003048083,0.000005398321,0.0001145201,0.0003219992,0.00118921,0.006139326,0.1043224,0.2786363,0.6086623],"study_design_scores_gemma":[0.00000329681,0.00001850783,0.0004286796,0.00006650971,0.000001709149,0.00009890957,0.00005465849,0.000359944,0.0007528133,0.01002076,0.9881909,0.000003308571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001386576,0.009046351,0.003445587,0.0005022021,0.000559422,0.0000205941,0.00006831725,0.0002073318,0.9847637],"genre_scores_gemma":[0.005844286,0.003506396,0.001399381,0.0001025671,0.00007945973,0.000006367612,0.00007806483,0.00004001805,0.9889435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06594595,"threshold_uncertainty_score":0.2206112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537924467661635,"score_gpt":0.2038603875343263,"score_spread":0.1784811428577099,"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."}}