{"id":"W2158511472","doi":"","title":"Modelling of microstructure evolution in advanced high strength steels","year":2011,"lang":"en","type":"article","venue":"Frattura ed Integrità Strutturale","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; ArcelorMittal","keywords":"Austenite; Materials science; Microstructure; Metallurgy; Welding; Phase field models; Annealing (glass); Phase (matter)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002218397,0.0004027449,0.0003348719,0.0003828444,0.0002763157,0.0008035275,0.0007912058,0.001159689,0.001381289],"category_scores_gemma":[0.0004938768,0.0004061921,0.0005706814,0.0004383453,0.0005352079,0.000432285,0.000340983,0.0003544877,0.0003489905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200139,"about_ca_system_score_gemma":0.0007946842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01178467,"about_ca_topic_score_gemma":0.007469879,"domain_scores_codex":[0.9998801,0.00002563299,0.000005277332,0.00002635015,0.00004105585,0.00002163324],"domain_scores_gemma":[0.9998657,0.00004490709,0.00003118738,0.00001479467,0.00003176789,0.00001154042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009911517,0.000009563245,0.0004252038,0.00001770993,0.000004770615,0.00003903703,0.00002168615,0.9912999,0.004035269,0.002470634,0.00008954937,0.001576752],"study_design_scores_gemma":[0.000003315633,0.00001001369,0.0004540051,0.000002335838,0.000001839743,0.00001512294,0.000004909895,0.9977714,0.0004092297,0.0007837756,0.0005407482,0.000003340819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5098307,0.0017329,0.453262,0.0004046981,0.0001028018,0.0001397363,0.001108956,0.001144664,0.03227364],"genre_scores_gemma":[0.956821,0.0007406515,0.03156668,0.00003456315,0.00001837644,0.00009325139,0.0004444424,0.0001101468,0.01017093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01178467,"threshold_uncertainty_score":0.02343214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478394018817646,"score_gpt":0.1839763414915677,"score_spread":0.1691924013033913,"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."}}