{"id":"W4399915025","doi":"10.1016/j.mtphys.2024.101490","title":"From lab to luminescence: Perovskite-based dimensional integrations pushing LED boundaries","year":2024,"lang":"en","type":"article","venue":"Materials Today Physics","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Ministry of Science, ICT and Future Planning; National Research Foundation of Korea; Deanship of Scientific Research, King Khalid University","keywords":"Light-emitting diode; Perovskite (structure); Materials science; Passivation; Optoelectronics; Luminescence; Diode; Photoluminescence; Popularity; Engineering physics; Nanotechnology; Computer science; Engineering; Political science","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":[0.0002798583,0.0002055642,0.0002927316,0.0001955505,0.0004452201,0.00197944,0.000967939,0.0008057253,0.005313084],"category_scores_gemma":[0.0006139129,0.0002724578,0.0002335263,0.0001806541,0.00078832,0.002090704,0.001803983,0.001331243,0.001668841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00073719,"about_ca_system_score_gemma":0.0004174703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005170258,"about_ca_topic_score_gemma":0.000994412,"domain_scores_codex":[0.9997937,0.00002206008,0.000006715456,0.00004374536,0.00009681583,0.00003706815],"domain_scores_gemma":[0.9997981,0.00005234254,0.00001865034,0.00004999569,0.000041639,0.00003936621],"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":[0.0002963387,0.0002533097,0.0008094463,0.0002921401,0.00004233037,0.0002437655,0.0005359674,0.002121486,0.8620667,0.05942572,0.00822674,0.06568591],"study_design_scores_gemma":[0.00009303215,0.0004025721,0.0009836593,0.00007481591,0.00004191109,0.0003088955,0.000703903,0.01687219,0.8826103,0.01972362,0.07811614,0.00006896981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7704487,0.01080698,0.07007166,0.00726703,0.00164776,0.00005663707,0.0004844303,0.004770216,0.1344466],"genre_scores_gemma":[0.9691068,0.001371835,0.01693679,0.0007079275,0.00007547086,0.00003244779,0.000107915,0.0002679216,0.01139295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005313084,"threshold_uncertainty_score":0.01777411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008817270358085933,"score_gpt":0.2331327866163189,"score_spread":0.224315516258233,"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."}}