{"id":"W3205850027","doi":"10.1364/flatoptics.2021.fm4b.5","title":"Using Inverse Design to Devise a Space-Compressing Optic","year":2021,"lang":"en","type":"article","venue":"OSA Optical Design and Fabrication 2021 (Flat Optics, Freeform, IODC, OFT)","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Inverse; Space (punctuation); Free space; Compression (physics); Inverse problem; Optics; Materials science; Mathematics; Physics; Geometry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005162582,0.0005181997,0.00062106,0.0003264829,0.0003194057,0.0004362744,0.0006013734,0.0004125445,0.0001188661],"category_scores_gemma":[0.001209864,0.0005451179,0.0001529586,0.001062492,0.000327171,0.0005425598,0.0004745947,0.0006108605,0.0002408828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003441596,"about_ca_system_score_gemma":0.0001492301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008303859,"about_ca_topic_score_gemma":0.000003450299,"domain_scores_codex":[0.9971469,0.0001744013,0.0007798597,0.000666151,0.0004487862,0.000783896],"domain_scores_gemma":[0.9968397,0.0007302148,0.000103772,0.001349331,0.0004573821,0.0005195763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001818397,0.0005081818,0.0003033184,0.000410291,0.0006313835,0.0002607557,0.001384161,0.3276875,0.4065462,0.1027002,0.003714057,0.155672],"study_design_scores_gemma":[0.0006522302,0.0001059482,0.0003292066,0.000209646,0.0001237706,0.00007585587,0.0004178363,0.8773379,0.116405,0.002332977,0.001180945,0.0008287525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02375893,0.001879419,0.9688456,0.001287562,0.0002635843,0.0007119536,0.0000095341,0.0006552889,0.002588124],"genre_scores_gemma":[0.3674503,0.0009180745,0.6310949,0.0001309185,0.00007853156,0.00007276835,0.00002070595,0.00008230485,0.0001515654],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5496503,"threshold_uncertainty_score":0.9997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05368590007400155,"score_gpt":0.2597097557818634,"score_spread":0.2060238557078619,"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."}}