{"id":"W4403538078","doi":"10.1103/physrevmaterials.8.103605","title":"Grain boundary segregation prediction with a dual-solute model","year":2024,"lang":"en","type":"article","venue":"Physical Review Materials","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Dual (grammatical number); Grain boundary; Composite material; Microstructure","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611431,0.0001320011,0.0002298973,0.00002668861,0.00004065305,0.0001574009,0.00003982578,0.00001965535,0.0000298193],"category_scores_gemma":[0.0000130608,0.00009432776,0.00003576909,0.0001404978,0.00001791393,0.0002662,0.00001154689,0.00007112477,0.00009163139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003478807,"about_ca_system_score_gemma":0.00001954067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002559982,"about_ca_topic_score_gemma":4.672071e-7,"domain_scores_codex":[0.9993762,0.00002060912,0.0001699507,0.0001527035,0.0001348927,0.0001456451],"domain_scores_gemma":[0.9998056,0.00001447857,0.00001727811,0.0001054247,0.00001632706,0.00004083853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001683972,0.00004901837,0.000002479261,0.04288469,0.0001476836,0.00002583362,0.0005650354,0.02149925,0.858923,0.01104368,0.03218926,0.03265319],"study_design_scores_gemma":[0.0002349062,0.0001022967,0.00004533933,0.02463046,0.0003614045,0.00005453065,0.000005193725,0.8702461,0.05020866,0.0274714,0.02601364,0.0006260483],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536359,0.03043821,0.009283981,0.0005013461,0.0008152201,0.0005181342,0.0001651192,0.001626475,0.003015619],"genre_scores_gemma":[0.99606,0.002723264,0.0003831502,0.00007315119,0.0003538417,0.00008202964,0.00006353053,0.00004009715,0.0002209906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8487469,"threshold_uncertainty_score":0.3846574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336943956874975,"score_gpt":0.2637136777020168,"score_spread":0.250344238133267,"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."}}