{"id":"W4412079776","doi":"10.1016/j.matchemphys.2025.131248","title":"Influence of bainitic transformation temperature on microstructure evolution during isothermal holding and subsequent cooling","year":2025,"lang":"en","type":"article","venue":"Materials Chemistry and Physics","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Sorel-Tracy; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Isothermal process; Microstructure; Transformation (genetics); Materials science; Thermodynamics; Continuous cooling transformation; Slow cooling; Isothermal transformation diagram; Metallurgy; Chemistry; Bainite; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001725826,0.000141096,0.0001996008,0.00011145,0.000297666,0.0004205288,0.0002332532,0.0001566048,0.002118837],"category_scores_gemma":[0.0007303861,0.0001264458,0.0000737907,0.0002119363,0.0003267552,0.0002644831,0.0001128735,0.0002602447,0.0001868727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004259914,"about_ca_system_score_gemma":0.0004572917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004810955,"about_ca_topic_score_gemma":0.009862611,"domain_scores_codex":[0.9999095,0.000006231799,0.000004535857,0.00002072331,0.00002409575,0.00003490467],"domain_scores_gemma":[0.9997382,0.0001102854,0.00004287915,0.00001739477,0.0000615583,0.00002958463],"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":[0.001277878,0.00003263483,0.00163728,0.00007089075,0.000009173791,0.0001171773,0.0001726529,0.0003164315,0.9936406,0.0001346266,0.0001194859,0.002471262],"study_design_scores_gemma":[0.00001720635,0.000260724,0.0119643,0.000006322877,0.00001141974,0.00003743229,0.00009455024,0.001754731,0.9851071,0.00002455802,0.0007137789,0.000007881445],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982908,0.0002511053,0.0002556894,0.00002480931,0.00001277454,0.000007656974,0.0001107829,0.00002236583,0.001024097],"genre_scores_gemma":[0.9993259,0.00008753059,0.0001327712,0.00000935005,0.000002894025,0.000003432279,0.00005605746,0.00001202289,0.0003701683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004810955,"threshold_uncertainty_score":0.00956589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003360572164951152,"score_gpt":0.1801912704235994,"score_spread":0.1768306982586483,"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."}}