{"id":"W2324818308","doi":"10.1364/aio.2013.am4b.3","title":"Assessment of Lubricant Quality by Fiber-Coupled Fluorescence Spectroscopy","year":2013,"lang":"en","type":"article","venue":"Imaging and Applied Optics","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Gastops (Canada); Queen's University","funders":"","keywords":"Lubricant; Fluorescence; Fluorescence spectroscopy; Materials science; Spectroscopy; Fiber; Matrix (chemical analysis); Analytical Chemistry (journal); Chemistry; Optics; Composite material; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001154978,0.0001858359,0.0003470914,0.00005197807,0.00008517816,0.00007618704,0.0001817173,0.00004989667,0.000955729],"category_scores_gemma":[0.00002620035,0.0001707747,0.00005194181,0.0002274795,0.0001841718,0.0000614657,0.00007471598,0.0002049508,0.00001510388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005130348,"about_ca_system_score_gemma":0.00003480424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002135056,"about_ca_topic_score_gemma":4.030977e-7,"domain_scores_codex":[0.9987785,0.000006135124,0.0003438505,0.0003132953,0.0002536908,0.0003045508],"domain_scores_gemma":[0.9992071,0.0001229004,0.00018476,0.0003122281,0.0000608361,0.0001121953],"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":[0.000003946581,0.0001095634,0.008237897,0.00009747566,0.00004329911,5.04461e-7,0.00002992614,0.000007350573,0.9879171,0.001271191,0.001175954,0.00110576],"study_design_scores_gemma":[0.0005851972,0.00001289344,0.005668771,0.00001823418,0.0001244154,0.000003535362,0.0007570084,0.007718943,0.9836401,0.0008860058,0.0002410915,0.0003437719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192851,0.0004596565,0.003399864,0.0003190025,0.00002167055,0.0001001092,0.00002650023,0.00009728871,0.07629081],"genre_scores_gemma":[0.973987,0.0001276319,0.02501228,0.00007158261,0.00004730336,0.00002295291,0.00002121424,0.0000181025,0.0006918926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07559891,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009432803710589232,"score_gpt":0.2928531721585751,"score_spread":0.2834203684479859,"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."}}