{"id":"W4401568640","doi":"10.1109/pn62551.2024.10621812","title":"Inverse-Designed Metasurface for Multidimensional Spatial State Reconstruction","year":2024,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Inverse; Computer science; Inverse problem; State (computer science); Iterative reconstruction; Algorithm; Computer vision; Mathematics; Mathematical analysis; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001523572,0.00009017483,0.00008557846,0.00008134727,0.00007292239,0.00007409471,0.0001218788,0.00002432016,0.00009966127],"category_scores_gemma":[0.00002732511,0.00007410448,0.00009311856,0.0001164049,0.00002143785,0.000692552,0.00004494743,0.0000622334,0.00025088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004444008,"about_ca_system_score_gemma":0.000073207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009047418,"about_ca_topic_score_gemma":0.00002221136,"domain_scores_codex":[0.9992774,0.0000328443,0.0001238284,0.0002973099,0.0001081112,0.0001605177],"domain_scores_gemma":[0.9995155,0.0001701078,0.00002364296,0.0001312252,0.0001172705,0.0000422643],"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":[0.00006209136,0.00003768862,0.00003515705,0.00003615881,0.0001666188,0.00001592385,0.0007397217,0.000286144,0.8087918,0.1005441,0.02762507,0.06165946],"study_design_scores_gemma":[0.0002922807,0.0001355438,0.0002654181,0.00003090792,0.00001399894,0.0000357922,0.00006909975,0.5594625,0.4208845,0.002507633,0.01611706,0.0001852986],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01673898,0.00004921279,0.9791632,0.0005628454,0.001883007,0.0001801396,0.00001071835,0.00006248853,0.001349396],"genre_scores_gemma":[0.6409603,0.000009607064,0.3524807,0.0008276177,0.0001005358,0.00003940626,0.00001313199,0.00001870303,0.00555001],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6266825,"threshold_uncertainty_score":0.3224638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835083129881513,"score_gpt":0.2668980089817147,"score_spread":0.2485471776828996,"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."}}