{"id":"W4403749341","doi":"10.1016/j.nanoso.2024.101391","title":"Multiscale modeling-driven synthesis of Cu40Zn24Ni24Ag8Hg4 high entropy alloy with antibacterial properties","year":2024,"lang":"en","type":"article","venue":"Nano-Structures & Nano-Objects","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus","funders":"","keywords":"Alloy; Materials science; Computer science; Statistical physics; Metallurgy; Physics","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":[0.00008510562,0.0002032271,0.0002603301,0.0001511955,0.0002147374,0.0003313867,0.0002411277,0.0002615913,0.001353529],"category_scores_gemma":[0.0001096437,0.0001474312,0.0002485446,0.0001389716,0.0001526756,0.0001592064,0.0002051954,0.0001426639,0.0002171378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004426826,"about_ca_system_score_gemma":0.0003714057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001653412,"about_ca_topic_score_gemma":0.003199136,"domain_scores_codex":[0.9999592,0.000002804992,0.00000143481,0.000007731436,0.00001717073,0.00001163231],"domain_scores_gemma":[0.9999778,0.000004288262,0.000005512527,0.000003524392,0.000005125676,0.000003723274],"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":[0.0001775603,0.00009708812,0.001175698,0.000217711,0.00003910064,0.0002082608,0.00008050991,0.2215228,0.7525328,0.01121297,0.0008685291,0.01186691],"study_design_scores_gemma":[0.00003745385,0.0001673077,0.001135118,0.000006356995,0.00002124301,0.00003984669,0.0000443498,0.8318477,0.1621101,0.001641804,0.002930942,0.00001775852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609873,0.0004160868,0.02782308,0.0001742723,0.00006308669,0.00002827688,0.0001590287,0.0003436334,0.01000524],"genre_scores_gemma":[0.9890619,0.00007625716,0.009784323,0.00001428795,0.000004238224,0.00002179059,0.00007016896,0.00003484694,0.0009321484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001653412,"threshold_uncertainty_score":0.004528046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007470182921719513,"score_gpt":0.1922016704581341,"score_spread":0.1847314875364146,"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."}}