{"id":"W2323828867","doi":"10.1149/1.3700407","title":"Fast Light-Emitting Silicon-Germanium Nanostructures","year":2012,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Nanoclusters; Electroluminescence; Materials science; Optoelectronics; Epitaxy; Silicon; Photoluminescence; Germanium; Nanostructure; Light-emitting diode; Silicon-germanium; Nanotechnology; Layer (electronics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001594089,0.0002086376,0.0001985011,0.00007533391,0.0004196612,0.00008668775,0.0002561519,0.0001303733,0.003801059],"category_scores_gemma":[0.00001296361,0.000183786,0.0001200139,0.0002205844,0.00008136271,0.0004596699,0.00001104785,0.0001949091,0.0003107813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003481771,"about_ca_system_score_gemma":0.00003637212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001009972,"about_ca_topic_score_gemma":0.0000304204,"domain_scores_codex":[0.9985837,0.00005677254,0.000282383,0.0002704501,0.0002374907,0.0005691734],"domain_scores_gemma":[0.9992201,0.00007308339,0.00008583661,0.0003458563,0.00005080163,0.0002242731],"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":[0.00001137741,0.0000360055,0.000967888,0.00001803333,0.000007496486,0.00000143325,0.001047738,0.00004992417,0.9963286,0.000253658,0.0005080945,0.0007697495],"study_design_scores_gemma":[0.0001923024,0.00001873085,0.007799018,0.00001440535,0.00003170573,0.00009683036,0.0002131203,0.00003051361,0.975761,0.00003595071,0.0155676,0.0002388032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904088,0.0004876968,0.0009716229,0.0002715702,0.003454771,0.0001981752,0.00006149137,0.0002219996,0.003923922],"genre_scores_gemma":[0.9982575,0.00001362257,0.0003739125,0.0002152316,0.0004598523,0.00002458151,0.000004426496,0.00002707043,0.0006238541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02056758,"threshold_uncertainty_score":0.9971096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009140455683242251,"score_gpt":0.2314444007490625,"score_spread":0.2223039450658202,"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."}}