{"id":"W4311043378","doi":"10.1002/srin.202200718","title":"Special Issue: Modeling and Simulation of Metallurgical Processes in Steelmaking","year":2022,"lang":"en","type":"article","venue":"steel research international","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steelmaking; Publication; Engineering; Process (computing); Mechanical engineering; Metallurgy; Casting; Blast furnace; Manufacturing engineering; Computer science; Materials science; Political science","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":[0.0007157373,0.00007714234,0.0001199868,0.0004342003,0.00009367194,0.00004213049,0.0002372273,0.00002947274,0.0008687175],"category_scores_gemma":[0.0002830222,0.00008378663,0.00001983897,0.0004076108,0.00004544593,0.0001727687,0.0001929125,0.0003658692,0.000004312802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304132,"about_ca_system_score_gemma":0.00006395061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001532299,"about_ca_topic_score_gemma":0.0000321002,"domain_scores_codex":[0.9984676,0.00006372899,0.0002484242,0.0001670109,0.000841415,0.0002118045],"domain_scores_gemma":[0.9995017,0.0001719359,0.00002175174,0.00007427543,0.0001962124,0.0000341314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007991226,0.00003872693,0.0002265075,0.0001504624,0.0000172117,0.00001054751,0.0008619499,0.9882568,0.0001215027,0.005330114,0.0001635722,0.004742754],"study_design_scores_gemma":[0.0002950278,0.00004389569,0.0002049541,0.00003390352,0.000001501798,0.00000450484,0.0006783241,0.8368567,0.00009293338,0.000234096,0.1614803,0.00007388266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5206691,0.001556595,0.005320841,0.0005312303,0.002109793,0.0006619769,0.00007331768,0.0001755436,0.4689016],"genre_scores_gemma":[0.9969636,0.00006398041,0.0001507193,0.000007998618,0.0007278754,0.00004123854,0.000009386336,0.00001621411,0.002019018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4762945,"threshold_uncertainty_score":0.9511847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0759461283282136,"score_gpt":0.3749121936006145,"score_spread":0.2989660652724009,"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."}}