{"id":"W4323366156","doi":"10.1016/j.actamat.2023.118821","title":"Hot cracking susceptibility prediction from quantitative multi-phase field simulations with grain boundary effects","year":2023,"lang":"en","type":"article","venue":"Acta Materialia","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McGill University; Brockhouse Institute for Materials Research","funders":"","keywords":"Materials science; Grain boundary; Cracking; Phase (matter); Fracture (geology); Mechanics; Thermodynamics; Metallurgy; Composite material; Microstructure; Physics","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":[0.0000953489,0.0002040746,0.0002030653,0.00007905839,0.0001437953,0.0001732937,0.0001231359,0.0001083966,0.0001857322],"category_scores_gemma":[0.0001230529,0.0001761145,0.00003184787,0.0001827217,0.000067416,0.0003485959,0.00004818901,0.0001195116,0.00006385185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006933706,"about_ca_system_score_gemma":0.00001922635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003122623,"about_ca_topic_score_gemma":0.000337228,"domain_scores_codex":[0.9990728,0.00006273099,0.000219479,0.0002583848,0.0001294507,0.0002571795],"domain_scores_gemma":[0.9994699,0.0001027261,0.00004012941,0.0002892514,0.00004535465,0.00005269009],"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":[0.000191722,0.0000234585,0.002148285,0.0001307233,0.0000952936,0.00001481089,0.00222713,0.0006250602,0.9920891,0.00001406274,0.002188451,0.000251923],"study_design_scores_gemma":[0.003857203,0.0006344335,0.08245803,0.0002907472,0.0001417193,0.000005774476,0.0004926161,0.09684775,0.8096241,0.0006576295,0.004251494,0.000738505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923019,0.00003669798,0.003070858,0.0000464431,0.002820151,0.0003598236,0.0004416512,0.0009029827,0.00001950375],"genre_scores_gemma":[0.9959886,0.000006045742,0.003244569,0.00002809446,0.0001351127,0.0000279315,0.0004072532,0.00005633602,0.0001060569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.182465,"threshold_uncertainty_score":0.7181739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926354340197753,"score_gpt":0.2720331352592639,"score_spread":0.2527695918572864,"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."}}