{"id":"W4404063102","doi":"10.1007/s42114-024-01039-6","title":"Meta-structure of amorphous-inspired 65.1Co28.2Cr5.3Mo lattices augmented by artificial intelligence","year":2024,"lang":"en","type":"article","venue":"Advanced Composites and Hybrid Materials","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; National Research Foundation; Pusan National University; Atlantic Canada Opportunities Agency; Ministry of Science, ICT and Future Planning; National Research Foundation of Korea; New Brunswick Innovation Foundation","keywords":"Materials science; Microstructure; Amorphous solid; Lattice (music); Metastability; Agglomerate; Composite material; Crystal structure; Nanotechnology; Crystallography; Chemistry; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006057426,0.0003287248,0.0005778144,0.0001014022,0.00007644689,0.0002094544,0.0001875755,0.00005609806,0.00043736],"category_scores_gemma":[0.000003975249,0.0002774254,0.000112159,0.0001339271,0.00008679308,0.0002021501,0.00006956407,0.0001060236,0.000008061141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001938627,"about_ca_system_score_gemma":0.000007570978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003397614,"about_ca_topic_score_gemma":0.000007135438,"domain_scores_codex":[0.9986774,0.00003546348,0.0005015407,0.0003342847,0.0001699412,0.0002814179],"domain_scores_gemma":[0.9995015,0.00007879211,0.00006197112,0.0002415977,0.00003370094,0.00008245356],"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":[0.00004768795,0.00001064027,0.000002974914,0.0003677864,0.0006250579,0.00002062421,0.00008303076,0.002792989,0.9884537,0.001318751,0.0001497156,0.006127016],"study_design_scores_gemma":[0.00007426125,0.00006723458,0.00002033474,0.00006433541,0.0005266697,0.00004847828,0.00001682476,0.003052738,0.9875977,0.004946834,0.003293527,0.0002910766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766247,0.0164711,0.004390129,0.00004391007,0.0009259863,0.0002361253,0.0008402165,0.0003594724,0.0001083862],"genre_scores_gemma":[0.9969825,0.000534178,0.002050161,0.00003230862,0.0001061432,0.0000134995,0.0001900416,0.00005449602,0.00003664348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02035785,"threshold_uncertainty_score":0.9999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243245124351653,"score_gpt":0.2241381489709226,"score_spread":0.2117056977274061,"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."}}