{"id":"W2364076290","doi":"","title":"Study on optical fiber dissolved oxygen sensor based on fluorescence quenching","year":2009,"lang":"en","type":"article","venue":"Journal of Optoelectronics·laser","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Fluorescence; Detection limit; Oxygen; Quenching (fluorescence); Oxygen sensor; Optical fiber; Sensitivity (control systems); Limiting oxygen concentration; Materials science; Fiber optic sensor; Analytical Chemistry (journal); Chemistry; Optics; Chromatography","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"],"consensus_categories":[],"category_scores_codex":[0.000387529,0.0003259665,0.000489755,0.0001108854,0.0000914001,0.00005777151,0.0003584687,0.0001609472,0.0002832752],"category_scores_gemma":[0.0005390907,0.0002571633,0.0003175569,0.0002295879,0.00003433739,0.0001189063,0.00001665265,0.001389764,0.0000690579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328443,"about_ca_system_score_gemma":0.00009540587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001129021,"about_ca_topic_score_gemma":1.954821e-7,"domain_scores_codex":[0.9976439,0.00005678877,0.0006484082,0.0003036929,0.0007333121,0.0006139237],"domain_scores_gemma":[0.9986179,0.0003510337,0.0001978427,0.0003506476,0.0001343628,0.0003482487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005554057,0.008644681,0.0008285083,0.00008355575,0.0007436066,0.002953038,0.0006266724,0.510492,0.4570576,0.001646613,0.003567196,0.007802392],"study_design_scores_gemma":[0.005155222,0.007379582,0.002721413,0.0004167061,0.0003758589,0.0001591496,0.0004019878,0.1374157,0.8426782,0.0003352702,0.001835239,0.001125651],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918347,0.00002625707,0.001046017,0.001525962,0.00006269053,0.0001322801,0.000003041545,0.00004984608,0.005319232],"genre_scores_gemma":[0.9971779,0.00000519851,0.00122738,0.0004021144,0.0003526073,0.000001850224,0.0000026982,0.00003017316,0.0008000519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3856206,"threshold_uncertainty_score":0.9999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176165218346914,"score_gpt":0.2601890316694395,"score_spread":0.2484273794859704,"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."}}