{"id":"W1997331874","doi":"10.1364/ao.46.004294","title":"Interest of broadband optical monitoring for thin-film filter manufacturing","year":2007,"lang":"en","type":"article","venue":"Applied Optics","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Paul University","funders":"","keywords":"Transmittance; Optics; Broadband; Materials science; Refractive index; Filter (signal processing); Optical filter; Detector; Spectrometer; Optical coating; Thin film; Optoelectronics; Computer science; 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":[0.0001827852,0.0001592862,0.0002160362,0.00005600311,0.00003453108,0.00002460029,0.000177547,0.0001259928,0.00001157199],"category_scores_gemma":[0.00001707564,0.00015017,0.00006626648,0.0000505387,0.00005050236,0.00005387461,0.00004702928,0.0001806651,0.00001702149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003663416,"about_ca_system_score_gemma":0.000005998968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001103438,"about_ca_topic_score_gemma":0.000003210572,"domain_scores_codex":[0.9990605,0.000001326164,0.0003097912,0.0001477081,0.0001179051,0.0003628085],"domain_scores_gemma":[0.9993861,0.0002474324,0.0000376148,0.0001977541,0.00002221264,0.0001089314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005215965,0.0003379839,0.0006048967,0.002963429,0.0007561751,0.00004655001,0.002100959,0.1031633,0.3575355,0.4516634,0.0004554158,0.07985085],"study_design_scores_gemma":[0.0004615031,0.00003595826,0.001231471,0.000050145,0.00003872085,0.000004259733,0.0002204774,0.01871139,0.9760937,0.001037998,0.001888251,0.0002261246],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925677,0.0001008195,0.06163084,0.000009236204,0.0004063527,0.0002326292,0.000007734371,0.0001410114,0.04490368],"genre_scores_gemma":[0.9684888,0.00003130169,0.03115602,0.00001706356,0.0002000788,0.00001495608,0.000005015303,0.00003744001,0.00004930341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6185582,"threshold_uncertainty_score":0.6123756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106445549130692,"score_gpt":0.2467382930904826,"score_spread":0.2256738375991756,"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."}}