{"id":"W2971925587","doi":"10.32339/0135-5910-2019-8-944-954","title":"Peculiarities of application of natural and man-caused materials for steel alloying and modifying","year":2019,"lang":"en","type":"article","venue":"Ferrous Metallurgy Bulletin of Scientific Technical and Economic Information","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Strontium; Barium; Vanadium; Manganese; Materials science; Metallurgy; Slag (welding); Silicon; Metal; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005821921,0.0003159082,0.0002416847,0.0009628797,0.0003195102,0.0006375585,0.0005471785,0.0005335771,0.001833127],"category_scores_gemma":[0.0004568992,0.00023439,0.0004036601,0.0006520722,0.00045624,0.0004096254,0.0002902513,0.0003144562,0.0008843245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005651055,"about_ca_system_score_gemma":0.0004292582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005553045,"about_ca_topic_score_gemma":0.001524108,"domain_scores_codex":[0.9991737,0.0001034067,0.00005282017,0.0002107404,0.000393484,0.00006579177],"domain_scores_gemma":[0.9997011,0.00004732234,0.0000521267,0.00006341445,0.0001148086,0.00002135659],"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":[0.0001774377,0.00007939829,0.004504339,0.001370102,0.00004367225,0.0003738556,0.0002489382,0.001417119,0.9061339,0.005137469,0.000733432,0.07978027],"study_design_scores_gemma":[0.00001736861,0.0008176389,0.01350623,0.0001101099,0.00006741811,0.001996022,0.0002029529,0.001747668,0.8631383,0.001587225,0.1167765,0.00003254343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.762304,0.08460055,0.07521883,0.001063462,0.0003346175,0.0002538867,0.0006108154,0.0005696956,0.07504416],"genre_scores_gemma":[0.9260266,0.02236464,0.03565195,0.0001576804,0.00008128929,0.00008097223,0.0004258152,0.0001276062,0.01508333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001833127,"threshold_uncertainty_score":0.006132483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006945448882758377,"score_gpt":0.1948778288863052,"score_spread":0.1879323800035468,"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."}}