{"id":"W3131261054","doi":"10.1002/essoar.10502923.1","title":"Modelling the chemo-mechanical responses of solid solutions far from equilibrium under heterogeneous stresses","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Interleaving; Stress (linguistics); Solid solution; Solid-state; Statistical physics; Focus (optics); Materials science; Process (computing); Chemical process; Thermodynamics; Mechanics; Computer science; Chemistry; Physics; Engineering; Physical chemistry; Chemical engineering; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003075247,0.000311606,0.0005171908,0.00003566193,0.0001333515,0.0002174881,0.0009354361,0.0002651382,0.001408881],"category_scores_gemma":[0.0000686155,0.0002024762,0.0001822295,0.00005026854,0.0001875228,0.00005890432,0.002370682,0.0002518281,0.00006825994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003631633,"about_ca_system_score_gemma":0.0002268618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003580263,"about_ca_topic_score_gemma":0.00009200459,"domain_scores_codex":[0.9978433,0.0002520814,0.0006040641,0.0005953014,0.0003518188,0.0003534428],"domain_scores_gemma":[0.9985204,0.0002171466,0.0002595455,0.0007835394,0.0001277939,0.00009162584],"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":[0.0001859235,0.0000268647,3.60336e-7,0.00007605717,0.00003533065,0.000002663653,0.000144297,0.3561088,0.6413007,0.002017555,0.00008337533,0.00001809953],"study_design_scores_gemma":[0.00007473875,0.00004134943,0.00000108532,0.00007507338,0.00005425707,0.000002156336,0.00007567329,0.4478172,0.5184118,0.03307082,0.0001604096,0.000215414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077665,0.0007028187,0.08532496,0.001876428,0.001270486,0.0003474111,0.002344968,0.000150041,0.0002163969],"genre_scores_gemma":[0.9952269,0.0002302872,0.003672944,0.0002241353,0.0002475473,0.00003744911,0.00007968351,0.00004108626,0.0002399696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1228889,"threshold_uncertainty_score":0.999504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09880937916659299,"score_gpt":0.2825479919202231,"score_spread":0.1837386127536301,"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."}}