{"id":"W4386291565","doi":"10.1002/sdtp.16674","title":"53‐3: High‐Efficiency MicroLED Displays Enabled Through PulseForge Assisted Die Transfer","year":2023,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Light-emitting diode; Die (integrated circuit); Quantum efficiency; Materials science; Optoelectronics; Substrate (aquarium); Transfer printing; Layer (electronics); Transfer (computing); Sapphire; Process (computing); Nanotechnology; Optics; Computer science; Composite material; Physics","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":[0.00008403089,0.0002733018,0.0002677055,0.0001425153,0.0001711454,0.0006093128,0.0004124917,0.0003790115,0.003081176],"category_scores_gemma":[0.0001212028,0.0001766413,0.0001775861,0.0001151555,0.0001711774,0.0003497337,0.0003061117,0.0004549801,0.0007244491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004385451,"about_ca_system_score_gemma":0.0001553726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007500838,"about_ca_topic_score_gemma":0.001080672,"domain_scores_codex":[0.9999105,0.000005454237,0.000001884406,0.00001897658,0.00003234173,0.00003081849],"domain_scores_gemma":[0.999959,0.00001223155,0.000008417522,0.000006315734,0.000007684368,0.000006362926],"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":[0.0000291161,0.00001238954,0.00008043507,0.00001839691,0.000004110998,0.0001138522,0.00003260357,0.0003394886,0.9955301,0.0003753298,0.0002976664,0.003166528],"study_design_scores_gemma":[0.000007233686,0.00004134151,0.0005873567,0.000002648783,0.000003641053,0.0001023346,0.00001072503,0.002381288,0.9939755,0.00005216352,0.002828162,0.000007563074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644586,0.0005048777,0.02309782,0.0002043666,0.0000614378,0.00003321114,0.0003550696,0.001000654,0.01028409],"genre_scores_gemma":[0.9838108,0.0002686593,0.008803176,0.00004017516,0.00001383265,0.00003141043,0.0001344922,0.00009542552,0.006802074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003081176,"threshold_uncertainty_score":0.01030755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009717396391455463,"score_gpt":0.2182146849935965,"score_spread":0.2084972886021411,"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."}}