{"id":"W4385361885","doi":"10.1364/cleo_si.2023.sw3p.2","title":"Designing Structured Light Fields","year":2023,"lang":"en","type":"article","venue":"","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":"Homogeneous; Computer science; Light field; Field (mathematics); Optics; Physics; Artificial intelligence; Mathematics; Statistical 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":[0.0003346277,0.0006244236,0.0003553568,0.0003913599,0.0002720859,0.0005574118,0.0004619643,0.0004626009,0.001095854],"category_scores_gemma":[0.0007700942,0.0004102562,0.0003545311,0.0003352191,0.0004586094,0.0007261982,0.000566276,0.0004481535,0.0004673659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000562785,"about_ca_system_score_gemma":0.0006781433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004045536,"about_ca_topic_score_gemma":0.0007171226,"domain_scores_codex":[0.9998234,0.00002822585,0.000008734375,0.00002978021,0.00008176717,0.00002811763],"domain_scores_gemma":[0.9997103,0.00009655162,0.00007074417,0.00003271594,0.00006130151,0.0000283878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001782974,0.0001795713,0.0009651168,0.0003009139,0.00006366242,0.0001514442,0.0001875921,0.3036284,0.5490369,0.0616885,0.001461252,0.08215827],"study_design_scores_gemma":[0.00006582255,0.0001869083,0.0002630613,0.00002493872,0.00001742855,0.00008354783,0.00004188583,0.8756691,0.1091846,0.01014307,0.004285055,0.00003459282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07177576,0.0002175419,0.9216971,0.0001273521,0.0000424109,0.00009594703,0.00005616806,0.0002396786,0.005748028],"genre_scores_gemma":[0.4344339,0.0003741563,0.5620959,0.0001139574,0.00003020806,0.000207789,0.00009754435,0.0001455912,0.002501016],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001095854,"threshold_uncertainty_score":0.004083335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0094198886434557,"score_gpt":0.2316210779680327,"score_spread":0.222201189324577,"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."}}