{"id":"W4413809109","doi":"10.1021/acsenergylett.5c02121","title":"Dual Stress-Dissipation Pathways for Enhanced Thermomechanical Stability in Tin–Lead Perovskite Solar Cells","year":2025,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forming Technologies (Canada)","funders":"Natural Science Foundation of Qingdao; National Natural Science Foundation of China","keywords":"Dissipation; Tin; Lead (geology); Perovskite (structure); Materials science; Dual (grammatical number); Stress (linguistics); Stability (learning theory); Metallurgy; Thermodynamics; Chemical engineering; Physics; Engineering; Computer science; Geology","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":[0.0001200053,0.000154897,0.0001800683,0.00007871597,0.00005495514,0.00004386539,0.0001371423,0.0000920071,0.0000234676],"category_scores_gemma":[0.00001780502,0.0001583858,0.0000531152,0.0001617286,0.00002380881,0.00008522744,0.00003279298,0.00007649988,0.00000481548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008745332,"about_ca_system_score_gemma":0.00001381152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006753256,"about_ca_topic_score_gemma":0.0001640584,"domain_scores_codex":[0.9991027,0.00002917162,0.0002773601,0.000245872,0.00008103882,0.0002639136],"domain_scores_gemma":[0.9995437,0.00009037201,0.00002889418,0.000276976,0.00002638916,0.00003363608],"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":[0.00001196606,0.00003528615,0.00002454959,0.00005268188,0.00001324113,6.628107e-7,0.0001108473,0.004315878,0.9886596,0.001975143,0.0004456767,0.004354485],"study_design_scores_gemma":[0.0003311019,0.00001100047,0.0006935496,0.00003049296,0.000009717917,1.200522e-7,0.00003666996,0.004364227,0.9920382,0.0005098461,0.001813247,0.0001618346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069986,0.00002451668,0.09135014,0.0005543409,0.0002648606,0.0001642129,0.00009923969,0.0001409647,0.000403065],"genre_scores_gemma":[0.9982636,0.00002997594,0.0005300285,0.0006189585,0.00009370994,0.0003152394,0.0001062335,0.00002418885,0.00001808683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09126492,"threshold_uncertainty_score":0.6458783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038718140523567,"score_gpt":0.2093093010017629,"score_spread":0.1989221195965272,"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."}}