{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000746857,0.0001962916,0.0002222757,0.00004649082,0.00004461445,0.0001023669,0.0001052933,0.00008969358,0.0001361245],"category_scores_gemma":[0.00002268174,0.0001983498,0.00004402711,0.0001437292,0.00002516402,0.00005945394,0.00005477803,0.0003181831,0.00001587529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000259778,"about_ca_system_score_gemma":0.00009802636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008209254,"about_ca_topic_score_gemma":0.000005964896,"domain_scores_codex":[0.9989585,0.00002318804,0.0001954389,0.0002762736,0.0001465231,0.0004000801],"domain_scores_gemma":[0.9994814,0.000106141,0.00003235092,0.0001800679,0.00005733325,0.0001426423],"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":[0.0001386094,0.00118066,0.003670067,0.0001043476,0.0002851253,0.0004509116,0.001421402,0.002778654,0.251606,0.7022741,0.004949454,0.03114064],"study_design_scores_gemma":[0.001633249,0.0006861128,0.0002759416,0.0001601541,0.00008755788,0.00002327699,0.0006078546,0.07923283,0.8966817,0.01704261,0.002464658,0.001104015],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597355,0.0002934998,0.02773147,0.001774277,0.0002383221,0.0001770672,0.00002238364,0.0000430403,0.0099845],"genre_scores_gemma":[0.997071,0.00009050054,0.002185639,0.0001050415,0.0001121975,0.00001467676,0.00003645541,0.00002000872,0.0003645168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6852316,"threshold_uncertainty_score":0.8088471,"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."}}