{"id":"W3194014323","doi":"10.1364/cleo_at.2021.jtu3a.82","title":"Light by Design: Engineering 2D Optical Fields in Inhomogeneous Media","year":2021,"lang":"en","type":"article","venue":"Conference on Lasers and Electro-Optics","topic":"Orbital Angular Momentum in Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Intensity (physics); Beam (structure); Phase (matter); Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003021297,0.0004489928,0.0002564418,0.000276761,0.0003247828,0.0008312783,0.0004252621,0.0005656435,0.001305088],"category_scores_gemma":[0.0002913967,0.0002607047,0.0002141873,0.0002001004,0.0010987,0.0009416254,0.0006244492,0.0003690262,0.0002110037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005398809,"about_ca_system_score_gemma":0.0002732197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021104,"about_ca_topic_score_gemma":0.0003763504,"domain_scores_codex":[0.999898,0.00003177485,0.000002985038,0.00001602458,0.00003476663,0.00001645778],"domain_scores_gemma":[0.9999182,0.00002601645,0.00001925125,0.00001332986,0.00001255187,0.00001055791],"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":[0.00005213308,0.00004628374,0.0002432122,0.0001277523,0.00001158758,0.00009931131,0.0001390475,0.093923,0.07971022,0.8135098,0.0009518218,0.01118588],"study_design_scores_gemma":[0.00008971057,0.0001336965,0.0002720237,0.00003411273,0.00001080883,0.0001268112,0.00008133579,0.7431746,0.029033,0.2148021,0.01220358,0.00003825388],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1277447,0.0004474478,0.8380952,0.001012799,0.0001160475,0.000104048,0.00007846294,0.0001389027,0.03226238],"genre_scores_gemma":[0.785311,0.0006526498,0.2035969,0.0003554329,0.00006531319,0.0002681828,0.00004286078,0.0001049266,0.009602635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001305088,"threshold_uncertainty_score":0.004365921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037791294452197,"score_gpt":0.2105622800146769,"score_spread":0.2001843670701549,"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."}}