{"id":"W4396776186","doi":"10.1002/sia.7319","title":"Innovative modeling of monolayer puckered arsenene: Bridging quantum mechanics and finite element analysis","year":2024,"lang":"en","type":"article","venue":"Surface and Interface Analysis","topic":"Graphene research and applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bridging (networking); Monolayer; Finite element method; Materials science; Physics; Molecular mechanics; Nanotechnology; Condensed matter physics; Chemistry; Quantum mechanics; Molecular dynamics; Computer science; Thermodynamics","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":[0.0002155302,0.0003305508,0.0005175094,0.000485162,0.000486743,0.0007220416,0.0009960263,0.001489939,0.001144715],"category_scores_gemma":[0.0003773664,0.0002458289,0.0004801587,0.0003491945,0.0008241044,0.0007459348,0.0005410606,0.0005953233,0.0001800797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005481207,"about_ca_system_score_gemma":0.0009145827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004182129,"about_ca_topic_score_gemma":0.004027483,"domain_scores_codex":[0.9998759,0.00002947565,0.000004587018,0.00001355082,0.00005651485,0.00001998605],"domain_scores_gemma":[0.9998807,0.00005440306,0.00001419721,0.00001863623,0.0000175804,0.00001455611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000232112,0.00007107898,0.000608833,0.00005191895,0.0000175083,0.0001297108,0.00004135074,0.9527009,0.01836006,0.02474466,0.0001318438,0.00311901],"study_design_scores_gemma":[0.000001995423,0.000005636436,0.00007354577,0.000001893724,0.000001146698,0.000008202241,0.000006561061,0.9979939,0.0005678182,0.001138143,0.0001980191,0.000003045284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5756382,0.0005943349,0.3912971,0.000874466,0.00008784518,0.0001434374,0.000411373,0.0002571145,0.03069607],"genre_scores_gemma":[0.9450831,0.0004135891,0.04981149,0.0001019711,0.00002235086,0.0001535458,0.0001326481,0.00004304868,0.004238233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004182129,"threshold_uncertainty_score":0.008315563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276111667419969,"score_gpt":0.312325383126565,"score_spread":0.2847142163845682,"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."}}