{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008398019,0.0003519021,0.000472567,0.0001597729,0.00004438599,0.00001917239,0.0003786817,0.0003118393,0.000478309],"category_scores_gemma":[0.00002553822,0.0002888543,0.0001166739,0.0002691688,0.00007964933,0.0003967951,0.00005844099,0.0006766797,0.00001848881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141757,"about_ca_system_score_gemma":0.00002744419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003846102,"about_ca_topic_score_gemma":0.00004355839,"domain_scores_codex":[0.998365,0.00003103734,0.0006145959,0.0003335817,0.000187107,0.0004686959],"domain_scores_gemma":[0.9992585,0.00003185126,0.00009504623,0.0003950573,0.0001181379,0.000101392],"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":[0.0003315348,0.00009833306,0.0007678813,0.0006193133,0.0001709651,0.00002431038,0.003566283,0.191816,0.7778229,0.008828896,0.001559875,0.01439365],"study_design_scores_gemma":[0.002106342,0.0003431035,0.004788559,0.0005609562,0.00005580016,0.00003164892,0.001880367,0.04858531,0.926789,0.01239363,0.001324784,0.001140468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98814,0.001976144,0.006288215,0.00001275318,0.00112554,0.0003275266,0.00009394586,0.0001799741,0.001855901],"genre_scores_gemma":[0.9879508,0.0001260441,0.01158532,0.00002486933,0.0000915167,0.00001440986,0.00003687312,0.00005034279,0.0001198477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489661,"threshold_uncertainty_score":0.9999564,"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."}}