{"id":"W2081045569","doi":"10.1117/12.474410","title":"Continuous surface-relief microoptical elements and their replication in polymer and other materials","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced optical system design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Materials science; Photolithography; Replication (statistics); Photoresist; Embossing; Microlens; Polymer; Optics; Optoelectronics; Molding (decorative); Composite material; Lens (geology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001654364,0.0001764444,0.00008595433,0.0001430984,0.0001462901,0.0003067053,0.0002798639,0.0002130386,0.0008959792],"category_scores_gemma":[0.0002248301,0.0001911408,0.0001691109,0.00009976046,0.0003147889,0.0004644769,0.0002421472,0.0003579818,0.000352405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160118,"about_ca_system_score_gemma":0.000140755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001696128,"about_ca_topic_score_gemma":0.0004814806,"domain_scores_codex":[0.9998453,0.00001312335,0.000009694061,0.00002930887,0.00008216026,0.00002047826],"domain_scores_gemma":[0.9998276,0.00006504016,0.00004795285,0.00003090393,0.00001444748,0.00001410114],"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":[0.00002261383,0.000009811903,0.0000849887,0.00006408068,0.000001636681,0.00006815579,0.00003945194,0.000169683,0.9901642,0.001041389,0.00003795808,0.008295884],"study_design_scores_gemma":[0.000007705647,0.0001368162,0.0006293061,0.000005171305,0.000003917203,0.000381911,0.00001880641,0.0008152016,0.9912067,0.0002194554,0.006567364,0.000007657021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927404,0.007906525,0.08650706,0.0002222648,0.0001350078,0.0001215168,0.0001757156,0.0003885748,0.01180285],"genre_scores_gemma":[0.9060829,0.003332337,0.08414469,0.00004352792,0.00005295835,0.00005898624,0.0001442662,0.00005948064,0.006080821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008959792,"threshold_uncertainty_score":0.002997339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009647841563016324,"score_gpt":0.2201732061546058,"score_spread":0.2105253645915894,"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."}}