{"id":"W3109699524","doi":"10.1364/fio.2020.fth5c.5","title":"Using Inverse Design to Design a Space-Compressing Optic","year":2020,"lang":"en","type":"article","venue":"Frontiers in Optics / Laser Science","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Free space; Space (punctuation); Optics; Inverse; 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":[0.002087784,0.0002196347,0.0003666588,0.0002089487,0.0003817045,0.0005045204,0.001075427,0.00005980951,0.0000647144],"category_scores_gemma":[0.0005379954,0.0002093941,0.00003641047,0.001540486,0.0004237854,0.0006341485,0.0002964323,0.0001077339,0.0001352968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480258,"about_ca_system_score_gemma":0.0003959878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002547222,"about_ca_topic_score_gemma":0.000001038136,"domain_scores_codex":[0.9974061,0.0001909027,0.0004133399,0.0007530669,0.0005720698,0.0006644819],"domain_scores_gemma":[0.9986722,0.00006881959,0.0001508575,0.0004816481,0.0001292559,0.0004971866],"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":[0.00003650767,0.00002980458,0.00006323035,0.00001069669,0.000001828692,0.000009120251,0.0008517131,0.2073935,0.7902815,0.0001704234,0.001018119,0.0001335208],"study_design_scores_gemma":[0.0001894375,0.00006766205,0.0000283961,0.00002923414,0.0000158104,0.000003286162,0.0002779748,0.4067291,0.5918021,0.0003234406,0.0003181505,0.0002154505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3912508,0.00004341961,0.6069512,0.0004030929,0.0007384277,0.0004713283,0.00000635712,0.00004796304,0.00008740937],"genre_scores_gemma":[0.2629009,0.00000962636,0.7365168,0.0004478034,0.00005220181,0.00002933212,4.685443e-7,0.00001723156,0.00002569149],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1993356,"threshold_uncertainty_score":0.8538842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152099590845002,"score_gpt":0.2998530916458726,"score_spread":0.1846431325613724,"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."}}