{"id":"W4392653548","doi":"10.1016/j.physb.2024.415834","title":"Ab-initio calculations, Debye–Wang model and thermodynamic modeling for the short-range order and crystal chemistry characterization of the τ8-Al2Fe3Si4 solid solution","year":2024,"lang":"lv","type":"article","venue":"Physica B Condensed Matter","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Characterization (materials science); Ab initio; Range (aeronautics); Thermodynamics; Physical chemistry; Physics; Chemistry; Materials science; Quantum mechanics; Optics","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":[0.0000788239,0.0002442198,0.000220015,0.00002698023,0.0002070967,0.0001640653,0.0001188162,0.00008662695,0.00002859471],"category_scores_gemma":[0.000006416422,0.00016672,0.0001124057,0.00008589429,0.0001180344,0.0002430096,0.00008964111,0.0002062052,0.000003337268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004147502,"about_ca_system_score_gemma":0.00003392037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001077812,"about_ca_topic_score_gemma":0.000004052768,"domain_scores_codex":[0.9990381,0.00001718236,0.0002918114,0.0002729574,0.00013842,0.0002415196],"domain_scores_gemma":[0.9995192,0.00006372527,0.00004665388,0.0002411309,0.00009856935,0.00003074532],"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":[0.00001908864,0.00001606995,0.000006751614,0.0007691392,0.0001639552,3.274315e-7,0.0007545077,0.06924772,0.9277946,0.0006468748,0.00003279545,0.0005481554],"study_design_scores_gemma":[0.0001621289,0.000007543632,0.0001664054,0.000306634,0.0001942168,0.000004506584,0.00005679211,0.9843466,0.01301304,0.001430798,0.0001030218,0.0002083067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8882518,0.0006053312,0.1088575,0.001138472,0.0001492408,0.0004889515,0.000167528,0.00004764372,0.0002935176],"genre_scores_gemma":[0.9985237,0.0001840695,0.0001331944,0.0001802014,0.0001483799,0.00009552691,0.00004346465,0.00007461768,0.0006168202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9150989,"threshold_uncertainty_score":0.6798645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672737739730149,"score_gpt":0.232605239114128,"score_spread":0.2158778617168265,"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."}}