{"id":"W4408600545","doi":"10.1117/12.3040927","title":"Large-scale 2D mode couplers via liquid-crystal metasurfaces","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Liquid crystal; Mode (computer interface); Materials science; Scale (ratio); Optics; Optoelectronics; Physics; Computer science","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":[0.0002066182,0.0003707305,0.0002966718,0.0002283324,0.00015254,0.0006855796,0.000539753,0.0004919544,0.001146947],"category_scores_gemma":[0.0003080962,0.0002643906,0.0002036544,0.0002365295,0.000434863,0.0005856672,0.0004495048,0.0004361984,0.0002956345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004011847,"about_ca_system_score_gemma":0.0001626101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003627396,"about_ca_topic_score_gemma":0.0006513849,"domain_scores_codex":[0.9997985,0.00003062303,0.00001108348,0.00003774025,0.00009565049,0.00002637739],"domain_scores_gemma":[0.9997804,0.000077114,0.00005860054,0.00004375291,0.00001932619,0.00002083328],"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":[0.000054096,0.00007678693,0.0001806207,0.00005492489,0.00001122202,0.0001325133,0.00007143144,0.005167526,0.9806804,0.009613701,0.0001622423,0.003794405],"study_design_scores_gemma":[0.00008169656,0.0003459186,0.0007228051,0.00001377297,0.00000933331,0.0001465326,0.00003669088,0.109927,0.8830744,0.002143521,0.003463119,0.00003512499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555895,0.0003839481,0.03789734,0.0001649691,0.0000990285,0.00006924381,0.0001091641,0.0005675326,0.005119234],"genre_scores_gemma":[0.9776479,0.0001725436,0.0206715,0.00003221958,0.000009918692,0.00004999674,0.00002844211,0.00004220052,0.001345241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001146947,"threshold_uncertainty_score":0.00383693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007603746887967867,"score_gpt":0.2423514055592249,"score_spread":0.234747658671257,"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."}}