{"id":"W1995240098","doi":"10.1039/c2an35091b","title":"Fluorescence excitation–emission matrix (EEM) spectroscopy and cavity ring-down (CRD) absorption spectroscopy of oil-contaminated jet fuel using fiber-optic probes","year":2012,"lang":"en","type":"article","venue":"The Analyst","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Gastops (Canada); Queen's University","funders":"","keywords":"Spectroscopy; Fluorescence spectroscopy; Cavity ring-down spectroscopy; Fluorescence; Jet (fluid); Absorption (acoustics); Absorption spectroscopy; Excitation; Materials science; Analytical Chemistry (journal); Matrix (chemical analysis); Fiber; Optical fiber; Chemistry; Emission spectrum; Optics; Spectral line; Chromatography; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004784222,0.0003648584,0.0005694856,0.0002644949,0.0002807104,0.00008022195,0.0003624673,0.0001716899,0.001131479],"category_scores_gemma":[0.0001478796,0.0002716744,0.0001811254,0.001044201,0.000263213,0.0003641266,0.0001244563,0.0003560695,0.00003517774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291335,"about_ca_system_score_gemma":0.0000593533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006151894,"about_ca_topic_score_gemma":0.00002221121,"domain_scores_codex":[0.9979069,0.00007530575,0.0005585756,0.0004038379,0.0004533521,0.0006020688],"domain_scores_gemma":[0.9983773,0.0001963662,0.0004878105,0.0006094817,0.0001407424,0.0001883207],"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":[0.00009095656,0.0001652537,0.0252824,0.0003358348,0.0001938855,0.000002741887,0.0005572594,0.00002444211,0.9729523,0.0002085673,0.00007387134,0.0001124754],"study_design_scores_gemma":[0.0004934404,0.00004856708,0.00544783,0.0001230972,0.001038015,0.00003619831,0.0008670187,0.002978198,0.9881833,0.0003404794,0.0001056749,0.0003381711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923613,0.003347042,0.000367447,0.0000947363,0.00004828557,0.00007954851,0.00002333007,0.00007956795,0.00359875],"genre_scores_gemma":[0.9920056,0.00040399,0.005565024,0.00001572101,0.0002536448,0.00001025262,0.0000401685,0.00003688751,0.001668712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01983457,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971407332663892,"score_gpt":0.2967052730429595,"score_spread":0.2769911997163206,"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."}}