{"id":"W2065217979","doi":"10.1007/s11661-011-0678-z","title":"Stability of Retained Austenite in High-Al, Low-Si TRIP-Assisted Steels Processed via Continuous Galvanizing Heat Treatments","year":2011,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Austenite; Materials science; Flow stress; Isothermal process; Plasticity; Isothermal transformation diagram; Metallurgy; Martensite; Strain rate; Diffusionless transformation; Alloy; Deformation (meteorology); Galvanization; Transformation (genetics); Stress (linguistics); Thermodynamics; Bainite; Composite material; Microstructure; Chemistry; Physics; Layer (electronics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002059601,0.0002352422,0.0006413262,0.00007470906,0.00005640159,0.00004109985,0.0000986747,0.0001479532,0.001578647],"category_scores_gemma":[0.000007610983,0.0001894579,0.00008095718,0.0001673348,0.00007997698,0.0002425985,0.000009343766,0.0001120262,0.000005530174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003634215,"about_ca_system_score_gemma":0.00001208521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004390656,"about_ca_topic_score_gemma":0.00007724792,"domain_scores_codex":[0.9986163,0.0000750682,0.0006239362,0.0002771703,0.0001191163,0.0002883587],"domain_scores_gemma":[0.9995818,0.00002575437,0.00004463761,0.0001830052,0.0000537816,0.000111024],"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":[0.0003225135,0.0002194833,0.000003299241,0.0003668366,0.0001232611,0.00001940146,0.0003344108,0.00005695492,0.9968578,0.00002691722,0.000001807077,0.001667333],"study_design_scores_gemma":[0.002347899,0.0002471907,0.001968072,0.000103991,0.0001851911,0.00004492778,0.0001622934,0.0003744275,0.993799,0.0002206801,0.0002416711,0.0003046901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774061,0.0002273677,0.02128886,0.00001927355,0.0002258344,0.0004707189,0.00005940199,0.0001180671,0.0001843804],"genre_scores_gemma":[0.9984708,0.0001666072,0.001148474,0.00002415056,0.00001227006,0.00005324493,0.00001491217,0.00002894215,0.00008055542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02106474,"threshold_uncertainty_score":0.999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922793620723647,"score_gpt":0.1918821986560501,"score_spread":0.1726542624488136,"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."}}