{"id":"W4317436679","doi":"10.3390/polym15030505","title":"Luminescent Polymer Composites for Optical Fiber Sensors","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Canadian Institute for Theoretical Astrophysics; Consejo Nacional de Ciencia y Tecnología; McGill University","keywords":"Materials science; Polydimethylsiloxane; Optical fiber; Fluorescence; Luminescence; Composite material; Fabrication; Polymer; Fiber; Composite number; Molding (decorative); Optoelectronics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005597837,0.0001751369,0.0002095902,0.00005041563,0.00006964651,0.00001736039,0.0001325351,0.0001182063,0.0008509005],"category_scores_gemma":[0.0001227981,0.0001644763,0.0001842457,0.000254443,0.00008319301,0.00003763146,0.00004342419,0.0001246779,0.0006609807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002945347,"about_ca_system_score_gemma":0.000009987693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009924007,"about_ca_topic_score_gemma":2.345049e-7,"domain_scores_codex":[0.9988558,0.00000500371,0.000214528,0.0002654279,0.0001742661,0.0004849693],"domain_scores_gemma":[0.9991951,0.0003438864,0.00002432217,0.0001907862,0.0000244278,0.0002214561],"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":[0.00008177297,0.0000514128,0.0001243421,0.000120601,0.0001189386,0.00002575286,0.00009932688,0.0007640225,0.9881082,0.003465051,0.00548119,0.001559432],"study_design_scores_gemma":[0.0003917988,0.00001636021,0.00004913377,0.00002052244,0.0000520937,0.000006716292,0.0000972234,0.04536054,0.9459974,0.00002336053,0.007720209,0.0002645986],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657546,0.000270093,0.0007649836,0.00312814,0.0002629523,0.0002192127,0.00007016071,0.0009026674,0.02862716],"genre_scores_gemma":[0.9367371,0.0000061291,0.0002878357,0.0001628929,0.0003100471,0.00002038234,0.00009252546,0.00004915968,0.06233397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04459652,"threshold_uncertainty_score":0.9316764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707916391049472,"score_gpt":0.2517732793105699,"score_spread":0.2346941154000751,"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."}}