{"id":"W4414453240","doi":"10.1002/advs.202511211","title":"Unravel the Effects of UV Light on the Lattice Stability of Perovskite via Numerical Simulation","year":2025,"lang":"en","type":"article","venue":"Advanced Science","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Shenzhen Science and Technology Innovation Program; National College Students Innovation and Entrepreneurship Training Program; National Key Research and Development Program of China; Recruitment Program of Global Experts","keywords":"Passivation; Perovskite (structure); Degradation (telecommunications); Lattice (music); Durability; Stability (learning theory); Computer simulation","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":[],"consensus_categories":[],"category_scores_codex":[0.0002495546,0.00006294928,0.00009082928,0.0000270468,0.000120639,0.00001264617,0.0002965624,0.00001567471,0.00000774172],"category_scores_gemma":[0.0002682573,0.00003606791,0.0000235239,0.0005818314,0.0002005749,0.00008750596,0.00003960129,0.00005631327,0.000003282463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800731,"about_ca_system_score_gemma":0.00001958866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004783282,"about_ca_topic_score_gemma":0.000001250599,"domain_scores_codex":[0.9994329,0.00002133693,0.0001503419,0.0001237801,0.0001559473,0.000115664],"domain_scores_gemma":[0.9988541,0.000662505,0.00003707206,0.0003646312,0.00006451054,0.00001720715],"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":[0.000004329583,0.0000197297,0.00008294809,0.00004966619,0.000002542493,3.308154e-8,0.0001949375,0.06677816,0.9220837,0.00808274,0.000004253799,0.0026969],"study_design_scores_gemma":[0.00008221664,0.0000258878,0.01889649,0.00004285946,0.000007355179,8.143614e-8,0.00003742206,0.1073018,0.8710948,0.002030303,0.0004310875,0.00004977315],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612328,0.00005961967,0.03627007,0.0003018808,0.0001676857,0.0002630547,0.000003674008,0.0000310968,0.001670112],"genre_scores_gemma":[0.9995785,0.000007297767,0.0003141603,0.00005121911,0.000007545318,0.00002453105,3.169672e-7,0.00000335793,0.00001311668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05098899,"threshold_uncertainty_score":0.1470807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006230740671631577,"score_gpt":0.2535205454252871,"score_spread":0.2472898047536555,"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."}}