{"id":"W4408323487","doi":"10.1109/ojcoms.2025.3550438","title":"An Integrated Illumination LED Driver and Optical Wireless Communications Repeater","year":2025,"lang":"en","type":"article","venue":"IEEE Open Journal of the Communications Society","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Repeater (horology); Wireless; Optical wireless; Computer science; Optical communications repeater; Telecommunications; Optical fiber; Optical attenuator","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0008589858,0.0001624447,0.0002934985,0.00008269934,0.0006256964,0.0002885313,0.009128375,0.0001747309,0.00000827854],"category_scores_gemma":[0.0001288806,0.0001248988,0.0001513366,0.000633285,0.001123434,0.0006535685,0.001899333,0.001041992,0.000003366688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188913,"about_ca_system_score_gemma":0.0001035845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001602601,"about_ca_topic_score_gemma":0.00007027874,"domain_scores_codex":[0.9986358,0.0003154477,0.0006269151,0.0001083671,0.0001529075,0.0001605505],"domain_scores_gemma":[0.9940583,0.0004599151,0.0002030135,0.004736883,0.0004792458,0.00006264198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008591166,0.00230014,0.00888167,0.0001964657,0.002441378,0.000001775517,0.01170987,0.004956908,0.1124877,0.2880295,0.05106612,0.5178425],"study_design_scores_gemma":[0.004029283,0.0002484998,0.02772467,0.001707619,0.000623007,0.0001276785,0.0205169,0.701022,0.05715489,0.0175996,0.1679852,0.00126055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7766189,0.01117139,0.07408898,0.1018057,0.001242158,0.002328774,0.00005970163,0.000844006,0.03184036],"genre_scores_gemma":[0.9147992,0.007073753,0.07768375,0.0002027862,0.000007526105,0.00003382216,0.000007935195,0.00002033307,0.0001709264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6960651,"threshold_uncertainty_score":0.9962327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610966969628647,"score_gpt":0.3060473760058554,"score_spread":0.2799377063095689,"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."}}