{"id":"W4392520164","doi":"10.1016/j.jmrt.2024.02.210","title":"Evolution of mechanical properties of ferrite and pearlite phases during spheroidization process and their relationship to the overall properties of low alloy steel","year":2024,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Pearlite; Alloy; Metallurgy; Ferrite (magnet); Alloy steel; Composite material; Microstructure; Austenite","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":[],"consensus_categories":[],"category_scores_codex":[0.0006107372,0.00009251044,0.0002724347,0.0002816335,0.00005617257,0.00004084623,0.0001325084,0.0001216672,0.000005869437],"category_scores_gemma":[0.0003209295,0.0000504463,0.00001731038,0.0002023272,0.0002048728,0.00015309,0.0001037718,0.0002078042,1.915635e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399666,"about_ca_system_score_gemma":0.00004150348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389088,"about_ca_topic_score_gemma":0.000008446135,"domain_scores_codex":[0.9990702,0.00005867205,0.000439623,0.0001014357,0.0001743283,0.0001557503],"domain_scores_gemma":[0.999413,0.00003396464,0.00007157137,0.0001011868,0.0003397585,0.0000405167],"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":[0.0002410567,0.00001566882,0.00004986864,0.002062454,0.00004354584,0.000001503289,0.0004966986,0.00008273505,0.9954687,0.001062491,0.00001252696,0.0004627678],"study_design_scores_gemma":[0.0002319765,0.0004292003,0.0001993795,0.001330823,0.000009994668,0.00008034888,0.0007110237,0.0002989939,0.9941726,0.002436764,0.00004721309,0.00005166937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808251,0.01829953,0.00007829214,0.0004484397,0.00006608783,0.000245394,0.00001272584,0.00001969347,0.00000474133],"genre_scores_gemma":[0.9989294,0.00089935,0.00008694741,0.000001768984,0.00003722887,0.000007248275,2.807738e-7,0.00001360342,0.00002414417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01810434,"threshold_uncertainty_score":0.205714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02886891004746195,"score_gpt":0.2602500004894785,"score_spread":0.2313810904420165,"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."}}