{"id":"W1509339036","doi":"10.1109/iccw.2015.7247366","title":"Pattern synthesis of massive LED arrays for secure visible light communication links","year":2015,"lang":"en","type":"article","venue":"","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Visible light communication; Light-emitting diode; Computer science; LED lamp; Ceiling (cloud); Exploit; Channel (broadcasting); Electronic engineering; Optoelectronics; Optics; Telecommunications; Physics; Engineering","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":[0.0001598823,0.0001065943,0.0002004654,0.0000825153,0.00003075932,0.00001856358,0.0006076279,0.0002337309,0.0000229012],"category_scores_gemma":[0.0002980827,0.0000972472,0.0000529689,0.0001376877,0.00005122393,0.0001083368,0.0001231607,0.0002095503,0.0000278448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005092423,"about_ca_system_score_gemma":0.00001294947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009415758,"about_ca_topic_score_gemma":0.000022329,"domain_scores_codex":[0.9994022,0.0000248731,0.0002524992,0.00008543336,0.00009799178,0.0001370515],"domain_scores_gemma":[0.9984395,0.0003477543,0.00005287614,0.0009543028,0.0001603748,0.00004520862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008863041,0.0006796187,0.002806049,0.001184682,0.000878061,0.000001835315,0.004996574,0.04085379,0.06948967,0.2059421,0.07204039,0.6010386],"study_design_scores_gemma":[0.0004681999,0.00006847466,0.0001226575,0.0001197179,0.00002922366,7.93993e-7,0.001715634,0.1321288,0.8458415,0.0068197,0.01239445,0.0002908221],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1120902,0.004029138,0.7404016,0.02188823,0.0003239387,0.001685409,0.00008182411,0.005131633,0.114368],"genre_scores_gemma":[0.9610088,0.0002407228,0.03846847,0.00002309617,0.00000881645,0.0001569009,0.00001034736,0.00002634879,0.00005652589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8489186,"threshold_uncertainty_score":0.3965625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036207058789119,"score_gpt":0.2438149899406889,"score_spread":0.2234529193527977,"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."}}