{"id":"W4381093927","doi":"10.1007/s11107-023-00997-z","title":"Fibre optic-VLC versus laser-VLC: a review study","year":2023,"lang":"en","type":"review","venue":"Photonic Network Communications","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"University of Johannesburg","keywords":"Visible light communication; Computer science; Bandwidth (computing); Wireless; Optical wireless; Radio frequency; Laser; Free-space optical communication; Electronic engineering; Optical communication; Telecommunications; Optics; Physics; Light-emitting diode; 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":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009974435,0.0008716526,0.002644853,0.0002557363,0.0005112889,0.0001279621,0.00838052,0.0004905754,0.0001132039],"category_scores_gemma":[0.0004418436,0.0008587542,0.0006839005,0.003144666,0.000314709,0.0001483602,0.003735529,0.002564012,0.002294421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005112119,"about_ca_system_score_gemma":0.0002161867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001786644,"about_ca_topic_score_gemma":0.0002133258,"domain_scores_codex":[0.9958229,0.0006978117,0.001748825,0.0005347545,0.0003782509,0.0008174298],"domain_scores_gemma":[0.9824024,0.00345243,0.0003989061,0.01344494,0.0001321829,0.0001690923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003357293,0.0002794687,6.820838e-7,0.0204808,0.001529523,0.000009956143,0.00005104544,0.0004708981,2.699153e-8,0.00334079,0.02561915,0.9482143],"study_design_scores_gemma":[0.000262842,0.000077711,7.297879e-7,0.03430622,0.001321911,0.000009376969,0.00007183878,0.002468749,1.644071e-7,0.0001598559,0.9605756,0.0007450393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001240037,0.9810297,0.00002261092,0.0002561752,0.000492655,0.003811024,0.00007671785,0.004689021,0.009620803],"genre_scores_gemma":[0.00005925718,0.9887584,0.004276816,0.00003058004,0.0000800456,0.005584716,0.0006143648,0.0003502971,0.000245486],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9474692,"threshold_uncertainty_score":0.9997371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550037353813929,"score_gpt":0.3831303702448843,"score_spread":0.2281266348634914,"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."}}