{"id":"W2019101939","doi":"10.1109/lfnm.2008.4670373","title":"Enhanced passively Q-switched Nd:YAG lasers modeling","year":2008,"lang":"en","type":"article","venue":"","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Laser; Q-switching; Materials science; Solid-state; Crystal (programming language); Saturable absorption; Optoelectronics; Optics; Neodymium; Computer science; Physics; Fiber laser; Engineering physics","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":[0.00002748665,0.000157749,0.0001619437,0.00009235807,0.00006033493,0.00001144082,0.0001946392,0.0001058555,0.00006106638],"category_scores_gemma":[0.00003804535,0.0001492094,0.00004768776,0.0002037071,0.00003596162,0.0001416397,0.00003561658,0.0001625256,0.0002376898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005966885,"about_ca_system_score_gemma":0.00001198417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002344899,"about_ca_topic_score_gemma":0.00001708746,"domain_scores_codex":[0.9992087,0.000004494481,0.0001747759,0.0001679732,0.0001257056,0.0003183723],"domain_scores_gemma":[0.9996073,0.00002766014,0.00001234959,0.0002713645,0.00003204225,0.00004929276],"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":[0.000009842533,0.00002112368,0.0001549838,0.00003146134,0.00007067646,0.00005938024,0.0007049814,0.8862838,0.1035831,0.0004315272,0.005158701,0.003490407],"study_design_scores_gemma":[0.0002644756,0.00001515261,0.0000955103,0.000008586129,0.000004820492,0.000009179978,0.0004707681,0.6698314,0.3282333,0.000595249,0.0002276279,0.0002439227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7905225,0.00007410556,0.1942791,0.00008841719,0.00012458,0.00008303425,0.000002332585,0.003261303,0.01156459],"genre_scores_gemma":[0.993219,0.000161605,0.006130673,0.00004967507,0.00002449314,0.00002937261,0.000003371125,0.00003790486,0.0003439563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2246502,"threshold_uncertainty_score":0.6084582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281393018540525,"score_gpt":0.2125806867837788,"score_spread":0.1897667565983735,"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."}}