{"id":"W4205473035","doi":"10.1016/j.scriptamat.2021.114494","title":"Precipitation on grain boundaries in Al-Mg-Si alloys: The role of grain boundary misorientation","year":2022,"lang":"en","type":"article","venue":"Scripta Materialia","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada); University of British Columbia","funders":"","keywords":"Misorientation; Grain boundary; Materials science; Grain boundary strengthening; Grain boundary diffusion coefficient; Intergranular fracture; Precipitation; Metallurgy; Intergranular corrosion; Diffusion; Thermodynamics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004068693,0.0001807181,0.0001868541,0.0001234557,0.000282611,0.00022733,0.0002775492,0.00004283548,0.0003254814],"category_scores_gemma":[0.00004189355,0.0001561931,0.00004543084,0.0002014519,0.0001971866,0.0002035294,0.00008904944,0.0001677772,0.00001436311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931312,"about_ca_system_score_gemma":0.0000547606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004427276,"about_ca_topic_score_gemma":0.0001600452,"domain_scores_codex":[0.9986922,0.0001825053,0.0003745767,0.0001999784,0.0003012553,0.0002494442],"domain_scores_gemma":[0.9995829,0.000004166061,0.00007748589,0.0002787223,0.00003248054,0.00002426373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002646823,0.00003291066,0.0007492709,0.00007244829,0.00004599434,0.000003448564,0.01829942,0.0002084353,0.9131607,0.005110954,0.06024464,0.001807113],"study_design_scores_gemma":[0.0005775406,0.0001724084,0.005400219,0.00002956053,0.00001809448,0.000009024172,0.004801672,0.00121654,0.1027036,0.01137885,0.8734103,0.0002822492],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684291,0.0007417122,0.00004997878,0.0003026417,0.02885848,0.0004979428,0.0001701851,0.0001472036,0.0008027294],"genre_scores_gemma":[0.9975464,0.00001048276,0.0002736654,0.0002168654,0.00006975584,0.0001715215,0.0001283103,0.00005146697,0.001531499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8131656,"threshold_uncertainty_score":0.636937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007356665165607604,"score_gpt":0.2047863641488294,"score_spread":0.1974296989832218,"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."}}