{"id":"W4406142453","doi":"10.1016/j.cocom.2025.e01002","title":"Exploring RbSnCl3 and RbPbCl3 perovskites for solar cell applications using a first-principles approach: Multiobjective optimization beyond conventional methods","year":2025,"lang":"en","type":"article","venue":"Computational Condensed Matter","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Solar cell; Materials science; Multi-objective optimization; Photovoltaics; Computer science; Engineering physics; Nanotechnology; Physics; Photovoltaic system; Optoelectronics; Engineering; Electrical engineering","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":[0.0001762332,0.0001944192,0.0002075506,0.000184331,0.0003396859,0.000136146,0.0001088255,0.00006889577,0.00006098096],"category_scores_gemma":[0.00001306158,0.0002221884,0.00007037977,0.000182399,0.00007388168,0.0002288889,0.00006002478,0.0000845312,0.000009229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008006598,"about_ca_system_score_gemma":0.00003878625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005168502,"about_ca_topic_score_gemma":0.000001004356,"domain_scores_codex":[0.9990159,0.00003659767,0.0003372804,0.0003210647,0.00009754384,0.0001915766],"domain_scores_gemma":[0.9991769,0.0003769086,0.00006639285,0.0001440558,0.0001814406,0.00005435748],"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":[0.000009839984,0.00004649116,0.0001485239,0.000437213,0.00005543573,9.408968e-8,0.0001604785,0.9907285,0.004557099,0.003375059,0.0002322236,0.0002490319],"study_design_scores_gemma":[0.0006913553,0.000007330696,0.00194558,0.00003122604,0.00006623237,0.000004534918,0.0001367499,0.9865891,0.003223026,0.00424796,0.002821522,0.0002354308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03506657,0.0002408847,0.9621612,0.0001340155,0.0001221604,0.0008171686,0.0001340121,0.0001395279,0.001184437],"genre_scores_gemma":[0.3378097,0.00001713841,0.6598461,0.0002105937,0.00008306739,0.00151224,0.000352861,0.00003885298,0.0001293484],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3027432,"threshold_uncertainty_score":0.906058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07653788102154359,"score_gpt":0.2991211844896159,"score_spread":0.2225833034680723,"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."}}