{"id":"W7116096571","doi":"10.82417/4sy6-6908","title":"Computational thermodynamics approach to overcoming challenges in high-nitrogen low-manganese stainless steel production","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Mitacs","keywords":"Nozzle; Casting; Chemical thermodynamics; Combustion; Current (fluid); Electric arc furnace; Non-equilibrium thermodynamics; Continuous casting","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007959272,0.0009056774,0.000986336,0.002096777,0.0001045112,0.0001070807,0.0007019036,0.0006395204,0.0001423951],"category_scores_gemma":[0.0002232778,0.0009752993,0.0001599433,0.001085759,0.000118287,0.0001596738,0.000347494,0.0007499235,0.001032802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084886,"about_ca_system_score_gemma":0.0004560858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004657118,"about_ca_topic_score_gemma":0.002669337,"domain_scores_codex":[0.9954806,0.0005132848,0.0004846604,0.001707416,0.001007552,0.0008064641],"domain_scores_gemma":[0.997939,0.0001314551,0.0004451742,0.001090604,0.0001998393,0.0001939392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001517857,0.005524033,0.00163167,0.006962978,0.002225444,0.0001921774,0.01604317,0.4893709,0.00107954,0.1552257,0.305264,0.01496259],"study_design_scores_gemma":[0.01725574,0.0006396009,0.04051777,0.016803,0.001455689,0.0001945643,0.0284328,0.1150232,0.0004284451,0.02595097,0.7358983,0.01739991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05510186,0.009844804,0.00441238,0.005125447,0.002869755,0.01065312,0.002168112,0.002900495,0.906924],"genre_scores_gemma":[0.2389826,0.0006287475,0.02591397,0.000275006,0.002654485,0.001312942,0.002539349,0.005578193,0.7221147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4306343,"threshold_uncertainty_score":0.999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813305163048008,"score_gpt":0.2527597829178428,"score_spread":0.2346267312873628,"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."}}