{"id":"W1707734365","doi":"","title":"Analysis and optimasation of quantum cascade structures","year":2012,"lang":"en","type":"article","venue":"Lund University Publications Student Papers (Lund University)","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Strong","keywords":"Cascade; Thermalisation; Physics; Electron; Quantum chromodynamics; Quantum; Quantum cascade laser; Computational physics; Atomic physics; Quantum mechanics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004392172,0.0004625,0.0003985351,0.0003876619,0.000509541,0.0006840729,0.001018143,0.0007409842,0.003124733],"category_scores_gemma":[0.0009398471,0.0003952815,0.0004726221,0.0002968603,0.0006324418,0.0005088096,0.000240633,0.0004827924,0.0002348215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002625034,"about_ca_system_score_gemma":0.00130966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004395684,"about_ca_topic_score_gemma":0.004394216,"domain_scores_codex":[0.9997059,0.0000343959,0.000006534765,0.0000338332,0.000164789,0.0000545649],"domain_scores_gemma":[0.9994965,0.0002367623,0.00005713312,0.00004438775,0.000142674,0.00002258664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005640951,0.00004998316,0.001087734,0.00007830811,0.00001627222,0.0001041971,0.00005450831,0.9742575,0.01613895,0.003749903,0.0003979382,0.004008362],"study_design_scores_gemma":[0.00001692521,0.00006718618,0.0004081961,0.000004896135,0.000007555893,0.00001572466,0.00001451733,0.9912302,0.007104719,0.0006707126,0.0004509471,0.000008357871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939246,0.0003573495,0.04052533,0.0003012744,0.00003643743,0.0001122155,0.0004396017,0.0004800219,0.01850175],"genre_scores_gemma":[0.9806737,0.00007257182,0.01749762,0.00001675245,0.000004742658,0.00006832324,0.0001488215,0.00007922491,0.001438318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004395684,"threshold_uncertainty_score":0.01904607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008485303993669889,"score_gpt":0.2296724908039972,"score_spread":0.2211871868103273,"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."}}