{"id":"W2914608454","doi":"10.3390/met9020158","title":"Control of Upstream Austenite Grain Coarsening during the Thin-Slab Cast Direct-Rolling (TSCDR) Process","year":2019,"lang":"en","type":"article","venue":"Metals","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Essar Steel Algoma (Canada); McMaster University","funders":"McMaster University","keywords":"Materials science; Austenite; Metallurgy; Slab; Alloy; Grain size; Microstructure; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003073635,0.0002077969,0.0004191923,0.00005561869,0.00007304746,0.00003870227,0.0002775809,0.00008778792,0.0001698144],"category_scores_gemma":[0.00004551901,0.0001330798,0.0001330851,0.0001385715,0.00003441954,0.0001557819,0.00003661146,0.0002319106,0.00007481423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002394626,"about_ca_system_score_gemma":0.00001056588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002028742,"about_ca_topic_score_gemma":0.000008045768,"domain_scores_codex":[0.9988683,0.00004080475,0.0003691278,0.0001929157,0.0002064068,0.0003224563],"domain_scores_gemma":[0.9993821,0.00008810272,0.00008481452,0.0003262492,0.000063261,0.00005547289],"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":[0.00006936855,0.00001496217,0.0004478898,0.0005773215,0.000305563,0.000005888608,0.001451469,0.08848424,0.9067874,0.0001601427,0.00007122345,0.001624536],"study_design_scores_gemma":[0.00148944,0.00006411592,0.0002041519,0.0001885249,0.0001399694,0.00003215789,0.0004813711,0.02846814,0.9615722,0.000165511,0.006801548,0.0003928622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923859,0.001481159,0.0006567771,0.00004576785,0.0003787525,0.000460556,0.00002785348,0.0001499011,0.004413385],"genre_scores_gemma":[0.9982463,0.00002248279,0.0001395877,0.00006220993,0.00009125637,0.00001606314,0.000002478069,0.0000461881,0.001373446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0600161,"threshold_uncertainty_score":0.5426838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005088231463556518,"score_gpt":0.1899058857546127,"score_spread":0.1848176542910561,"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."}}