{"id":"W120525066","doi":"","title":"Application of Luus-Jaakola optimization method to the design of optical coatings","year":2007,"lang":"en","type":"article","venue":"","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Range (aeronautics); Materials science; Optics; Wavelength; Optimization problem; Limit (mathematics); Optimization algorithm; Computer science; Algorithm; Mathematical optimization; Optoelectronics; Mathematics; 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":[0.003283504,0.00008494164,0.000169829,0.00004358876,0.00006416737,0.00002280169,0.0002385154,0.00005609011,0.0001118527],"category_scores_gemma":[0.0005412831,0.00005390594,0.00003306521,0.0003238327,0.00006746003,0.00007694917,0.00007412257,0.00005244675,0.00002515459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001375494,"about_ca_system_score_gemma":0.00002143951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008392296,"about_ca_topic_score_gemma":0.00000510338,"domain_scores_codex":[0.9987988,0.00006911941,0.0004644119,0.0001923237,0.0002914531,0.0001838314],"domain_scores_gemma":[0.998533,0.0007258873,0.0001838168,0.0002200327,0.0002700485,0.00006724271],"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":[0.00003780904,0.00003805013,0.00006470618,0.00001394024,0.000001353803,9.351256e-8,0.0002569585,0.06836613,0.8992063,0.02775986,0.0001143672,0.004140477],"study_design_scores_gemma":[0.0001062758,0.0001642747,0.00024919,0.00001051777,0.00001348668,0.000001658374,0.0001899924,0.07327294,0.9253277,0.0004291754,0.0001581975,0.00007655595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01657867,0.000005302773,0.979331,0.0004493208,0.00003155958,0.0003986679,0.00000217298,0.00002888899,0.003174449],"genre_scores_gemma":[0.39287,3.063425e-7,0.6068683,0.0001601806,0.0000215464,0.000009434283,0.000001043612,0.000005806053,0.00006339773],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3762913,"threshold_uncertainty_score":0.2198221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035250853639,"score_gpt":0.3061190753094615,"score_spread":0.2857665667730715,"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."}}