{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001632021,0.0003411358,0.0004625425,0.0004260277,0.0003076583,0.0003501344,0.0008298936,0.000800439,0.0005844933],"category_scores_gemma":[0.0004799633,0.0002384537,0.0003728386,0.0002310782,0.0004133774,0.0007574723,0.0004425558,0.0004345736,0.0001697524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006244759,"about_ca_system_score_gemma":0.0006063767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005164391,"about_ca_topic_score_gemma":0.003799961,"domain_scores_codex":[0.9999268,0.00001169721,0.000004126848,0.00001487315,0.00002852221,0.00001396423],"domain_scores_gemma":[0.9998956,0.00002736736,0.00001314078,0.00001384653,0.00003680031,0.00001325662],"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":[0.00007582263,0.00007468485,0.001668917,0.00008106004,0.00001938433,0.0001532793,0.00004799133,0.8991445,0.05893257,0.03297866,0.000533998,0.006289155],"study_design_scores_gemma":[0.000002847578,0.000003009696,0.00005230911,8.456125e-7,0.000001268436,0.000003689315,0.000001834371,0.9977569,0.001248995,0.0008169952,0.0001098592,0.000001562375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6112874,0.0005030209,0.3761598,0.0003908375,0.00007379258,0.00006747253,0.0002457683,0.0003151119,0.0109567],"genre_scores_gemma":[0.9624379,0.000184244,0.03463411,0.000059176,0.00001078454,0.00007727403,0.0001200523,0.00005276138,0.002423747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005164391,"threshold_uncertainty_score":0.01026863,"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."}}