{"id":"W2075832940","doi":"10.1364/oic.2010.pdtud10","title":"From Passive to Active: Future Optical Security Devices","year":2010,"lang":"en","type":"article","venue":"Optical Interference Coatings","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Electrochromism; Computer science; Fabrication; Computer security","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":[0.00005091135,0.0002288347,0.0002367623,0.00003918795,0.0000802235,0.00008183494,0.0003245369,0.0001565264,0.0002403259],"category_scores_gemma":[0.0002348262,0.0002078949,0.00005804005,0.0001455921,0.00006696073,0.0002292121,0.0001618954,0.001003985,0.0001822705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003194491,"about_ca_system_score_gemma":0.00001167198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000730393,"about_ca_topic_score_gemma":0.00004392231,"domain_scores_codex":[0.9988955,0.00001212104,0.0002377669,0.0003365298,0.0001439891,0.0003740595],"domain_scores_gemma":[0.9990805,0.0002819058,0.0000286528,0.0002379669,0.00007924388,0.0002916812],"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":[0.00006055261,0.00003979371,0.00007530523,0.00003288867,0.00002196922,0.00003249506,0.001946521,0.0004464717,0.9089147,0.004577649,0.0003859988,0.0834656],"study_design_scores_gemma":[0.0002272801,0.0001493752,0.001649406,0.0001242729,0.00002216987,0.00001570611,0.0008033393,0.008034119,0.9817177,0.00366796,0.003051815,0.000536879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768918,0.000008354637,0.01584186,0.0004694315,0.0011254,0.0001236769,0.00001481618,0.0003076619,0.005216991],"genre_scores_gemma":[0.9871882,0.000002109501,0.01144388,0.0002652671,0.001020568,0.00001591445,0.000008107449,0.0000266324,0.0000293079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08292872,"threshold_uncertainty_score":0.8477709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009749593856401824,"score_gpt":0.2614631579793603,"score_spread":0.2517135641229584,"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."}}