{"id":"W7005010852","doi":"","title":"Photonic materials III: a polymer for hybrid variable optical attenuators VOA","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Photorefractive and Nonlinear Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polymer; Optical fiber; Photonics; Variable (mathematics); Optical attenuator","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001161569,0.0001475559,0.0002182886,0.00002991008,0.0001011448,0.0000513823,0.0001295089,0.00003285596,0.001653921],"category_scores_gemma":[0.000006979837,0.0001350477,0.00008051303,0.00006359928,0.00004385301,0.0001065321,0.00004142183,0.00008665288,0.0001023818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003567229,"about_ca_system_score_gemma":0.0001462554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008135346,"about_ca_topic_score_gemma":4.858589e-7,"domain_scores_codex":[0.9991292,0.00001077854,0.0001914527,0.0002249923,0.0001080387,0.0003355215],"domain_scores_gemma":[0.9995214,0.00005326642,0.00006330365,0.0002080149,0.00005506657,0.00009898395],"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":[0.00009044515,0.0002157851,0.00008483996,0.000008510074,0.00008775816,0.000001960623,0.00004666624,0.000003846798,0.9314674,0.06680684,0.0006809625,0.000505021],"study_design_scores_gemma":[0.001224827,0.00007377064,0.00001873738,0.00001555201,0.00004326175,0.000001840239,0.00004215583,0.00004934557,0.961311,0.03011644,0.006932413,0.0001705922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667086,0.000009423675,0.01393512,0.0001700203,0.0002692391,0.0003095224,0.0003178521,0.00002858046,0.01825165],"genre_scores_gemma":[0.9877933,0.000001087143,0.01046538,0.0001530865,0.0005798697,0.00009599712,0.0001070653,0.00002966953,0.0007745965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0366904,"threshold_uncertainty_score":0.9992587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014376844244418,"score_gpt":0.2509930508041507,"score_spread":0.2408492823617065,"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."}}