{"id":"W2327036875","doi":"10.1021/jp211325x","title":"Improving Optical Gain Performance in Semiconductor Quantum Dots via Coupled Quantum Shells","year":2012,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quantum dot; Lasing threshold; Biexciton; Optoelectronics; Exciton; Quantum dot laser; Femtosecond; Stimulated emission; Spontaneous emission; Materials science; Amplified spontaneous emission; Semiconductor; Physics; Laser; Semiconductor laser theory; Condensed matter physics; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.001540844,0.0002058535,0.0004035268,0.00002230517,0.0001004982,0.0000486282,0.0005404425,0.00007264221,0.0002642925],"category_scores_gemma":[0.0001955294,0.0001179557,0.0001205522,0.0001098299,0.0002169407,0.0004929293,0.00009836426,0.000444456,0.00009120905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000862903,"about_ca_system_score_gemma":0.00007761514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001889482,"about_ca_topic_score_gemma":2.56763e-7,"domain_scores_codex":[0.9983156,0.0001027296,0.0005054842,0.0001225976,0.0004447268,0.0005088434],"domain_scores_gemma":[0.9987921,0.0003420969,0.0003481362,0.0002684982,0.00007141547,0.0001778292],"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":[0.0001784504,0.0002283924,0.0001491368,0.00009062313,0.000008248515,0.00000277407,0.0006944318,0.0001436447,0.9979746,0.00005495667,0.00004037598,0.0004343579],"study_design_scores_gemma":[0.0002855384,0.00009416591,0.0004540775,0.00009957103,0.00003929446,0.00008987862,0.0002514206,0.03688563,0.9614014,0.0001332307,0.00008949747,0.0001762723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986225,0.0006230648,0.00009363175,0.0001519209,0.0001857895,0.00006196395,0.000001880626,0.00001340314,0.0002458343],"genre_scores_gemma":[0.9987314,0.00003838793,0.00006082949,0.00004082469,0.001055123,0.000002489278,4.692741e-7,0.00002116109,0.00004933957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03674198,"threshold_uncertainty_score":0.4810093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775624341121813,"score_gpt":0.236368678691326,"score_spread":0.2186124352801079,"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."}}