{"id":"W4206615283","doi":"10.2139/ssrn.3972719","title":"Precipitation on Grain Boundaries in Al-Mg-Si Alloys: The Role of Grain Boundary Misorientation","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Misorientation; Grain boundary; Materials science; Grain boundary strengthening; Precipitation; Metallurgy; Geography; Microstructure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007395385,0.0001400473,0.0003002967,0.0002435881,0.0004989454,0.0005822831,0.0003064043,0.0002861567,0.001621492],"category_scores_gemma":[0.0002939417,0.0001973124,0.0001084248,0.0001826358,0.000402504,0.0003854993,0.0003585055,0.0002870199,0.0003515494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002800133,"about_ca_system_score_gemma":0.0002553083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00186757,"about_ca_topic_score_gemma":0.001907169,"domain_scores_codex":[0.9999497,0.000004375408,0.000002962069,0.00001143697,0.00001772187,0.00001369745],"domain_scores_gemma":[0.9999073,0.00002299446,0.00002646583,0.000009044808,0.00002055518,0.00001377737],"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":[0.001042444,0.0001226157,0.007513916,0.0002887383,0.0000324373,0.0005904429,0.0002163961,0.0105435,0.9614086,0.004496385,0.0008089546,0.0129356],"study_design_scores_gemma":[0.0001615656,0.000340553,0.02350299,0.00003079471,0.00003045368,0.000330867,0.0004447869,0.04115997,0.9267974,0.004220583,0.002949554,0.0000306242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923988,0.001266594,0.002416422,0.0001316318,0.00006674466,0.00001080685,0.00006871352,0.00007492075,0.003565285],"genre_scores_gemma":[0.998446,0.0002298282,0.0003388332,0.00001168159,0.00001354313,0.000003295941,0.00004677538,0.00001557354,0.0008943015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00186757,"threshold_uncertainty_score":0.00542438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003898908986429086,"score_gpt":0.2041338228738868,"score_spread":0.2002349138874577,"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."}}