{"id":"W4412948961","doi":"10.1002/lpor.202500791","title":"Metal‐Insulator‐Semiconductor Structure‐Based InGaN/GaN Micro‐Light‐Emitting Devices with Superior External Quantum Efficiency","year":2025,"lang":"en","type":"article","venue":"Laser & Photonics Review","topic":"GaN-based semiconductor devices and materials","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Ontario Centres of Excellence","keywords":"Optoelectronics; Materials science; Semiconductor; Light-emitting diode; Insulator (electricity); Wide-bandgap semiconductor; Gallium nitride; Metal; Quantum; Nanotechnology; Physics; Metallurgy; Layer (electronics)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004317178,0.0006160625,0.001101953,0.0001273744,0.0002748784,0.0002271745,0.0006801574,0.00009854841,0.001649163],"category_scores_gemma":[0.00002112796,0.0004631611,0.0003145453,0.0005949155,0.00008304711,0.0002643693,0.00009739123,0.0003716435,0.000043056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006946571,"about_ca_system_score_gemma":0.000466411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002784642,"about_ca_topic_score_gemma":0.00003139972,"domain_scores_codex":[0.9970999,0.0001842418,0.0009104918,0.0008029629,0.000334406,0.0006680495],"domain_scores_gemma":[0.9981485,0.0001150985,0.0004786432,0.0008577491,0.0002172073,0.0001827842],"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":[0.00004764286,0.0002404414,0.01361946,0.005304615,0.0003605484,0.00001565572,0.0001431493,0.00006580157,0.9753308,0.00311203,0.0004078159,0.001352016],"study_design_scores_gemma":[0.001286976,0.00009805463,0.000366984,0.009398303,0.0008914132,0.000007533275,0.0001374775,0.0003864861,0.9110846,0.0004618233,0.07499009,0.0008902698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685081,0.02845211,0.0001961225,0.0002176117,0.0005663919,0.001064678,0.0002133256,0.00009099457,0.00069072],"genre_scores_gemma":[0.9954371,0.0003740365,0.001438788,0.002169412,0.0001097181,0.00009219928,0.0001297672,0.00006878988,0.0001801191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07458228,"threshold_uncertainty_score":0.999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090907634548016,"score_gpt":0.2618233087805394,"score_spread":0.2509142324350592,"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."}}