{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002118147,0.0004280423,0.000370468,0.0003137259,0.0003154282,0.0005928774,0.002107767,0.0006274745,0.003378315],"category_scores_gemma":[0.000296114,0.0002936952,0.0002965946,0.0002109842,0.0001262409,0.0006765246,0.0004542915,0.0005357422,0.002139403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007591249,"about_ca_system_score_gemma":0.0006805304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007930162,"about_ca_topic_score_gemma":0.001243573,"domain_scores_codex":[0.9996303,0.00002251278,0.00001391971,0.00009767736,0.000187923,0.00004762058],"domain_scores_gemma":[0.9997599,0.00002957463,0.00003575641,0.00003094522,0.0001200035,0.00002380641],"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":[0.000304485,0.0004432225,0.002090438,0.0002900739,0.00005448666,0.0006252174,0.000240128,0.004703674,0.8365749,0.007397419,0.009031716,0.1382443],"study_design_scores_gemma":[0.00005545807,0.0007758092,0.001858483,0.00002484746,0.00005003276,0.0008959942,0.00004132329,0.08907054,0.8441344,0.0004901254,0.06254077,0.00006215358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3128997,0.0007873545,0.6160061,0.0007560946,0.0007409417,0.0006803576,0.000665291,0.01679611,0.05066806],"genre_scores_gemma":[0.7908362,0.0003882423,0.1357443,0.0004954996,0.000116812,0.0003249209,0.0003536945,0.0002713259,0.07146891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003378315,"threshold_uncertainty_score":0.01130152,"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."}}