{"id":"W4389128388","doi":"10.5151/2594-5300-0079","title":"DESENVOLVIMENTO DO VAMFLUX BP PARA REFINO DE AÇO NA ACIARIA DA BELGO – ARCELOR BRASIL, USINA DE PIRACICABA","year":2007,"lang":"pt","type":"article","venue":"ABM Proceedings","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Physics; Humanities; Chemistry; Philosophy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001847472,0.0008949251,0.0008153084,0.0003105506,0.0003864055,0.0005854935,0.0008773303,0.0007908574,0.0006184576],"category_scores_gemma":[0.0003249971,0.000915,0.0003324097,0.001085512,0.0001490115,0.0007125044,0.0002787635,0.001196697,0.0004181478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000801392,"about_ca_system_score_gemma":0.0001567293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001639248,"about_ca_topic_score_gemma":0.00002905026,"domain_scores_codex":[0.9951578,0.00001993704,0.001014568,0.0009283584,0.0007128725,0.002166411],"domain_scores_gemma":[0.9978642,0.0001971767,0.0003279099,0.0003697785,0.0003326976,0.000908251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001510949,0.002106826,0.02558099,0.01022979,0.002554008,0.0008194771,0.01754667,0.002879963,0.5181339,0.3541159,0.005129523,0.05939196],"study_design_scores_gemma":[0.00607417,0.001425842,0.05856023,0.002760561,0.002053312,0.001371716,0.004728001,0.7340553,0.03505024,0.03205577,0.1144923,0.007372473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026406,0.002898158,0.04811808,0.0003370192,0.0004770737,0.0005681684,0.00003077607,0.0005809627,0.04434918],"genre_scores_gemma":[0.9898185,0.0004125131,0.005657786,0.0005666749,0.0006163192,0.00003841048,0.00001900485,0.0002609225,0.002609903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7311754,"threshold_uncertainty_score":0.99933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548771514932538,"score_gpt":0.2793588235788079,"score_spread":0.2538711084294825,"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."}}