{"id":"W7117982079","doi":"10.5539/jmsr.v14n2p22","title":"Analytical Formulation for Larson–Miller Constant of Steel","year":2025,"lang":"","type":"article","venue":"Journal of Materials Science Research","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gravitational singularity; Creep; Exponential function; Constant (computer programming); Standard deviation; Entropy (arrow of time); Martensite","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001151712,0.00111952,0.0004922886,0.002447092,0.0004415898,0.0008267506,0.002141222,0.001135911,0.00353575],"category_scores_gemma":[0.003391936,0.0003748176,0.0008334452,0.001229655,0.0005728984,0.001522614,0.000553074,0.001082557,0.002110207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002291038,"about_ca_system_score_gemma":0.001842921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004814994,"about_ca_topic_score_gemma":0.005248778,"domain_scores_codex":[0.9989397,0.000116214,0.00006798682,0.0002514024,0.000523326,0.0001013234],"domain_scores_gemma":[0.9987472,0.0002719932,0.0001836458,0.0001033845,0.0006611203,0.00003261157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001745368,0.0002529589,0.008490047,0.001221178,0.0001052875,0.001025309,0.0008076126,0.3406996,0.1636121,0.2376515,0.02463543,0.2213245],"study_design_scores_gemma":[0.00001922377,0.0001112593,0.003403594,0.0001022826,0.0000420255,0.0005680774,0.0001386587,0.9069403,0.02234293,0.01917656,0.04703458,0.0001205528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04574664,0.006168381,0.9033137,0.0008573417,0.0004365896,0.00035577,0.0008431709,0.001180678,0.04109777],"genre_scores_gemma":[0.7247623,0.006038083,0.2242201,0.0006509591,0.0003137633,0.000576469,0.001185956,0.0005610674,0.04169137],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004814994,"threshold_uncertainty_score":0.01662272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05528674046580592,"score_gpt":0.3971058766961695,"score_spread":0.3418191362303635,"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."}}