{"id":"W2036013205","doi":"10.1149/1.3578018","title":"Bringing Silicon to Light: Luminescence in Silicon Nanostructures","year":2011,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Institute for Microstructural Sciences","funders":"","keywords":"Silicon; Microelectronics; Photonics; Context (archaeology); Silicon photonics; Nanotechnology; Engineering physics; Materials science; Semiconductor; Light emission; Hybrid silicon laser; Nanostructure; Optoelectronics; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001556672,0.0002549216,0.0002711596,0.0002517332,0.0001908079,0.00006451213,0.0004445096,0.0001279377,0.002936197],"category_scores_gemma":[0.00003989066,0.0002459823,0.00009232122,0.0005912401,0.00007646414,0.0003016532,0.00001877075,0.0002024301,0.0001831594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005885442,"about_ca_system_score_gemma":0.00005876381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314849,"about_ca_topic_score_gemma":0.001239878,"domain_scores_codex":[0.9982332,0.0000546257,0.0003963554,0.0005528154,0.0002323108,0.0005306902],"domain_scores_gemma":[0.9991586,0.00004529074,0.00006778361,0.0004542219,0.0000582096,0.0002159337],"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":[0.00005494772,0.00005354952,0.002161507,0.00002166975,0.000003508242,0.00001895934,0.003197088,0.0001197363,0.9930915,0.0001108123,0.00009691955,0.001069836],"study_design_scores_gemma":[0.0002747254,0.00006787415,0.04908421,0.00005944328,0.00001284639,0.00005022443,0.0002277871,0.0001080556,0.9484101,0.0001529617,0.001242083,0.0003096788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952924,0.00009578172,0.0005506861,0.0002234747,0.001214182,0.0003703455,0.00002760897,0.0001529446,0.002072525],"genre_scores_gemma":[0.9985478,0.000009943818,0.0007213599,0.0002602582,0.00006822622,0.00005164236,0.000001549507,0.00002844774,0.0003107619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0469227,"threshold_uncertainty_score":0.9999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167066920526153,"score_gpt":0.2287190392138363,"score_spread":0.212012347161221,"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."}}