{"id":"W4407158000","doi":"10.1016/j.mtla.2025.102355","title":"In situ CLSM observation of Austenite microstructural evolution during hot deformation","year":2025,"lang":"en","type":"article","venue":"Materialia","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Tata Steel; Canada Foundation for Innovation","keywords":"Materials science; Austenite; In situ; Deformation (meteorology); Metallurgy; Microstructure; Composite material","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":[0.0001619553,0.0002454738,0.0002586877,0.0006112465,0.0003377699,0.0002102935,0.00031746,0.0003447623,0.00118253],"category_scores_gemma":[0.0001622694,0.0001776846,0.000130474,0.0004314285,0.0002598505,0.0002158833,0.0001813034,0.0003726041,0.0001351538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003390538,"about_ca_system_score_gemma":0.0001524463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373117,"about_ca_topic_score_gemma":0.004836919,"domain_scores_codex":[0.9998909,0.00000717025,0.000005869414,0.00002586133,0.00003805454,0.0000321458],"domain_scores_gemma":[0.9998338,0.00003207654,0.00003689171,0.00001805546,0.0000596245,0.00001949307],"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":[0.00002490542,0.000005838781,0.0003350767,0.00002427125,0.000001625963,0.00006465688,0.00004414446,0.00008635115,0.9987255,0.0000319891,0.00002583232,0.0006298512],"study_design_scores_gemma":[0.000009819881,0.000126183,0.03701001,0.00000801486,0.00001168693,0.0003355641,0.0001412704,0.003763805,0.957332,0.00004798123,0.001199878,0.00001385417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945071,0.0002870005,0.003191697,0.00003064882,0.00001153461,0.0000158591,0.0003637172,0.00008110236,0.001511376],"genre_scores_gemma":[0.994661,0.0001517176,0.003702734,0.00001762993,0.00001005065,0.00001462428,0.0002322591,0.00002097034,0.00118903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002373117,"threshold_uncertainty_score":0.004718602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006847513017548768,"score_gpt":0.196938208809097,"score_spread":0.1900906957915482,"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."}}