{"id":"W4406974829","doi":"10.52150/2522-9117-2024-38-321-335","title":"Features of the construction of single-tier top tuyeres for oxygen converters","year":2024,"lang":"en","type":"article","venue":"Fundamental and applied problems of ferrous metallurgy","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuyere; Converters; Oxygen; Computer science; Environmental science; Engineering; Electrical engineering; Metallurgy; Chemistry; Materials science; Voltage","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":[0.00006789479,0.0001200643,0.0002329316,0.00007734371,0.00002276591,0.00001198996,0.0001028009,0.0001019371,0.000009020273],"category_scores_gemma":[0.000006246345,0.00008633414,0.00008092825,0.0001292112,0.0001716394,0.00003417155,0.00003779742,0.00009651175,2.93583e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001821614,"about_ca_system_score_gemma":0.000009320544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002638579,"about_ca_topic_score_gemma":0.000003334882,"domain_scores_codex":[0.9994391,0.000003541009,0.0002342406,0.0001097396,0.00009183391,0.0001215018],"domain_scores_gemma":[0.9997744,0.0000413797,0.00004327522,0.0001114471,0.00001396022,0.00001556828],"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":[0.00005022563,0.00004167018,0.00002992079,0.002812551,0.0005069388,3.282296e-7,0.0005259448,0.0143791,0.8387622,0.05423035,0.000289885,0.08837087],"study_design_scores_gemma":[0.0007002621,0.0002066436,0.0002470714,0.0003615648,0.0001445304,0.00002282271,0.001019967,0.003565211,0.9794512,0.006545687,0.007490636,0.0002444473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988076,0.003180173,0.003441803,0.0001002831,0.0009013985,0.0006284936,0.00009078049,0.0002652019,0.003315814],"genre_scores_gemma":[0.9982742,0.0000588589,0.001506457,0.000002899054,0.0000231875,0.00003227145,0.000005402654,0.00001760906,0.0000791041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1406889,"threshold_uncertainty_score":0.3520604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343558032731619,"score_gpt":0.1895943562331855,"score_spread":0.1761587759058693,"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."}}