{"id":"W354824548","doi":"10.1520/stp157320130179","title":"Use of Thickened High Water Hydraulic Fluid in Flat Rolled Steel Production","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ArcelorMittal (Canada)","funders":"","keywords":"Production (economics); Petroleum engineering; Environmental science; Materials science; Metallurgy; Geology; Economics","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":[0.0001624608,0.0003699372,0.000160504,0.001051262,0.0002799939,0.000785952,0.000530838,0.0003677305,0.00385089],"category_scores_gemma":[0.0001767812,0.0001944337,0.0002107351,0.0007890133,0.0004318628,0.0008370616,0.0005560173,0.0003642376,0.001244345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520991,"about_ca_system_score_gemma":0.0004372821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000890909,"about_ca_topic_score_gemma":0.002367632,"domain_scores_codex":[0.999819,0.00002019519,0.00001017102,0.00002992827,0.0001089329,0.00001186954],"domain_scores_gemma":[0.9999491,0.00001858596,0.00000664897,0.000006466196,0.00001415986,0.00000496243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001051088,0.0001338437,0.0005834652,0.0008630264,0.00001410019,0.001245102,0.000847953,0.007386536,0.191581,0.03575515,0.008174115,0.7533107],"study_design_scores_gemma":[0.00001679285,0.0006411608,0.004448611,0.0005096534,0.00003063017,0.002082572,0.0005098729,0.004984934,0.1590528,0.01329297,0.8143638,0.00006634052],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2071313,0.08538559,0.1531299,0.001104592,0.001128515,0.0004062305,0.0005442727,0.001122977,0.5500466],"genre_scores_gemma":[0.3449797,0.03994633,0.09262323,0.0004176921,0.000157746,0.00009507575,0.0007310419,0.0002354183,0.5208138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00385089,"threshold_uncertainty_score":0.01288247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956934208765535,"score_gpt":0.1841380172886457,"score_spread":0.1645686752009903,"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."}}