{"id":"W2357933448","doi":"","title":"DANIELI concepts and experiences in thin slab casting and rolling technology for HRC production","year":2011,"lang":"en","type":"article","venue":"World Iron & Steel","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slab; Steel mill; Casting; Mill; Engineering; Manufacturing engineering; Production (economics); Caster; Continuous casting; Quality (philosophy); Mechanical engineering; Metallurgy; Materials science; Structural engineering; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001219442,0.00008442663,0.0001175088,0.0001170347,0.00005994234,0.00001274996,0.0000413173,0.00004256163,0.00002171721],"category_scores_gemma":[0.00002611698,0.00008082148,0.000007710918,0.0001031903,0.0000523678,0.0001437561,0.00001968229,0.00006556101,0.000001156687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001105915,"about_ca_system_score_gemma":0.000002798698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001561237,"about_ca_topic_score_gemma":0.0001721467,"domain_scores_codex":[0.9995161,0.000006308118,0.0001428995,0.0001492549,0.00003162881,0.0001538117],"domain_scores_gemma":[0.9998684,0.00001139849,0.00002375079,0.00006767942,0.000008326925,0.00002046339],"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":[0.0002119585,0.00006627539,0.005506074,0.00126254,0.0000416794,0.00002234764,0.1312026,0.00163861,0.5880349,0.01982116,0.0002000128,0.2519918],"study_design_scores_gemma":[0.002537155,0.0003684937,0.004977121,0.0008079739,0.00007720634,0.0001476543,0.05665507,0.03529666,0.8512603,0.004125637,0.04221117,0.001535535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962254,0.001212325,0.0004332285,0.00002592108,0.0004559275,0.0001862012,5.425297e-7,0.0001039748,0.001356452],"genre_scores_gemma":[0.9954782,0.00002927957,0.003951536,0.000005096834,0.00005385837,0.00006991145,6.99985e-7,0.00001175608,0.0003996215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632254,"threshold_uncertainty_score":0.3295804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714801333919677,"score_gpt":0.2356707477647617,"score_spread":0.208522734425565,"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."}}