{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000388897,0.0008545911,0.000326222,0.0007135417,0.0003509791,0.0004785298,0.0004086451,0.0006896171,0.002973176],"category_scores_gemma":[0.0004147532,0.0003870809,0.0003095055,0.0003784699,0.0002867791,0.0006840811,0.0002781418,0.00123482,0.00148056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043824,"about_ca_system_score_gemma":0.0002735688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004235211,"about_ca_topic_score_gemma":0.001065644,"domain_scores_codex":[0.9996073,0.00005484263,0.000016653,0.0001027781,0.0001796404,0.00003871965],"domain_scores_gemma":[0.9998055,0.00006914415,0.0000439434,0.00001491675,0.00004821652,0.00001819553],"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":[0.00004642419,0.00004918368,0.0001024817,0.0002899056,0.000008422051,0.0000707823,0.00002477778,0.0004657923,0.9815733,0.001511305,0.0005645251,0.01529311],"study_design_scores_gemma":[0.000007375094,0.0001164185,0.0003070717,0.00002349307,0.00001129458,0.0001961192,0.00001246348,0.002590625,0.9770774,0.0003482111,0.01929455,0.00001507094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3149647,0.1197734,0.4924144,0.002603437,0.001680681,0.0009794924,0.001402807,0.005164039,0.06101705],"genre_scores_gemma":[0.5884164,0.02591744,0.3654679,0.000710645,0.0002642388,0.0004887384,0.0006627238,0.0002640448,0.01780786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002973176,"threshold_uncertainty_score":0.009946227,"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."}}