{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009061606,0.0001723357,0.0002379997,0.0007927604,0.0005124242,0.00004005481,0.0004653925,0.0001429251,0.0008851613],"category_scores_gemma":[0.00001646543,0.0002110889,0.0001591867,0.001930825,0.0002206623,0.0005996085,0.0001996097,0.000171371,0.000004936687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832651,"about_ca_system_score_gemma":0.00006372736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002689592,"about_ca_topic_score_gemma":0.0001704731,"domain_scores_codex":[0.998927,0.00004363768,0.0001500218,0.0003364867,0.0002432673,0.0002996155],"domain_scores_gemma":[0.998824,0.0001125371,0.0001991594,0.000486143,0.0001368618,0.000241313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002548534,0.0002308356,0.06663723,0.00002037235,0.000748293,0.000001100391,0.001124969,0.0001449393,0.007025393,0.9238223,0.00009797864,0.0001210768],"study_design_scores_gemma":[0.0005686361,0.00001482318,0.07207311,0.00000472165,0.00157257,0.000002566598,0.01224848,0.0003717981,0.001262817,0.00004328182,0.9115865,0.0002506585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1934759,0.00005629457,0.003069362,0.0002768371,0.00002417724,0.000105798,0.00009833042,0.0001013585,0.802792],"genre_scores_gemma":[0.7503175,0.0002739209,0.0008801073,0.00002852628,0.00005312835,8.345266e-7,0.000268491,0.00001458411,0.248163],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9237791,"threshold_uncertainty_score":0.9691896,"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."}}