{"id":"W4406469767","doi":"10.1002/lpor.202401590","title":"Superbly Bright Tin‐Based Perovskite LEDs","year":2025,"lang":"en","type":"article","venue":"Laser & Photonics Review","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Light-emitting diode; Tin; Perovskite (structure); Materials science; Optoelectronics; Business; Metallurgy; Chemistry; Crystallography","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":[0.0000987454,0.00016903,0.0001359537,0.0001305867,0.0001028342,0.0003737797,0.0002847934,0.0001762962,0.002864882],"category_scores_gemma":[0.0000799412,0.0001090857,0.0002048496,0.0001562816,0.0001482266,0.0003043921,0.0002293289,0.0004308133,0.0005946899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809753,"about_ca_system_score_gemma":0.00009460928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003095905,"about_ca_topic_score_gemma":0.0007274914,"domain_scores_codex":[0.9999512,0.000004374247,0.000001603246,0.00001439216,0.00001714337,0.00001131672],"domain_scores_gemma":[0.9999676,0.000006780053,0.000004276942,0.000002972241,0.0000129376,0.000005366953],"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":[0.00005907882,0.00002868298,0.0001772835,0.0002141462,0.00001770718,0.0001447751,0.0000316903,0.0005276341,0.9744281,0.001062317,0.001254824,0.02205379],"study_design_scores_gemma":[0.00002319043,0.0001219277,0.0009876329,0.00001411085,0.00003352993,0.0002941297,0.00002851071,0.004343594,0.9744467,0.0003387782,0.01935798,0.000009925211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8664114,0.01109135,0.04107608,0.0005440954,0.0003673455,0.0000573557,0.0003499844,0.002282264,0.07781997],"genre_scores_gemma":[0.9600368,0.003437153,0.0144581,0.0001714224,0.00004190371,0.00002230423,0.0001765269,0.00006511898,0.02159073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002864882,"threshold_uncertainty_score":0.00958395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00494571624615806,"score_gpt":0.2360987990509658,"score_spread":0.2311530828048077,"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."}}