{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002076661,0.0002884863,0.0005205767,0.0002266536,0.00001906813,0.00001978278,0.00009818906,0.0003620578,0.001190483],"category_scores_gemma":[0.00001343993,0.000212858,0.00008910552,0.00001529248,0.00002588074,0.0001505766,0.00004696594,0.0001833626,0.0002674666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004022448,"about_ca_system_score_gemma":0.000007240566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006195444,"about_ca_topic_score_gemma":0.00008494946,"domain_scores_codex":[0.9989069,0.00001231999,0.0004832578,0.0002324549,0.0001585758,0.0002065386],"domain_scores_gemma":[0.9995,0.00001711256,0.00004503759,0.0003621459,0.00003710176,0.00003853736],"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":[0.0002818305,0.00001727947,0.000004397985,0.001810675,0.0004571421,0.00002337324,0.0005209527,0.0369851,0.8298158,0.1212096,0.002670343,0.006203486],"study_design_scores_gemma":[0.0005163059,0.00006491895,0.00002074829,0.0003676309,0.00008977995,0.0000119619,0.000002739314,0.001864206,0.6140702,0.004429962,0.3778707,0.0006908233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.468206,0.0002203204,0.00126742,0.0002427388,0.009828062,0.001812864,0.00001582282,0.0009904318,0.5174164],"genre_scores_gemma":[0.4694724,0.0001684956,0.0004334204,0.00002762365,0.0003074523,0.00001421872,0.00009573351,0.0001040771,0.5293766],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3752004,"threshold_uncertainty_score":0.9997225,"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."}}