{"id":"W2072494856","doi":"10.1179/174328409x453299","title":"Microalloy steels – the beginning","year":2009,"lang":"en","type":"article","venue":"Materials Science and Technology","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Niobium; Materials science; Vanadium; Metallurgy; Titanium","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":[0.0002791671,0.00006777084,0.00009330879,0.00009074718,0.0001393629,0.00008363133,0.0002879264,0.00005154356,0.00002866812],"category_scores_gemma":[0.00002881646,0.00004103549,0.000005059896,0.0004348773,0.0003538356,0.0000895404,0.00004301337,0.00005372745,0.00001291589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001101299,"about_ca_system_score_gemma":0.00001111642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001277156,"about_ca_topic_score_gemma":4.915906e-7,"domain_scores_codex":[0.9995008,0.000002949448,0.00009036042,0.0001170853,0.00008624151,0.0002026137],"domain_scores_gemma":[0.9997765,0.000006655668,0.00001409952,0.0001466956,0.00003474729,0.00002128436],"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":[6.798797e-7,0.000002624429,0.000002388029,0.000004986586,0.000001353141,0.000002008965,0.00001898023,0.00005775744,0.9553172,0.03672717,0.00001559714,0.007849273],"study_design_scores_gemma":[0.0002368617,0.0001279048,0.00101058,0.00002779037,0.00001322503,0.000134145,0.0001738925,0.01502056,0.883294,0.0832124,0.01641949,0.0003291517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951152,0.0002720869,0.0006601005,0.001408113,0.0001484767,0.00006004123,0.000001139808,0.0002308408,0.00210398],"genre_scores_gemma":[0.9995409,0.00008454936,0.0002160659,0.0001098525,0.00001843676,0.000003366978,2.53216e-7,0.000003788555,0.00002277086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07202318,"threshold_uncertainty_score":0.1673379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004534956997324927,"score_gpt":0.195924843032608,"score_spread":0.1913898860352831,"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."}}