{"id":"W2004077819","doi":"10.1117/12.719599","title":"Compact chamber for the spectroscopic analysis of fluorescent aerosols","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Defence Research and Development Canada","funders":"Defence Research and Development Canada","keywords":"Lidar; Fluorescence; Aerosol; Environmental science; Humidity; Trustworthiness; Environmental chamber; Remote sensing; Materials science; Range (aeronautics); Optics; Meteorology; Chemistry; Computer science; Physics; Composite material; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001494614,0.0002379617,0.0004217427,0.00007316744,0.0001302699,0.00005210069,0.0006936675,0.0001206889,0.00003938692],"category_scores_gemma":[0.0004687001,0.0001676847,0.0008487031,0.0006169853,0.0003667989,0.0002384965,0.0001486206,0.0002168525,0.00000143956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213578,"about_ca_system_score_gemma":0.00000921237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005902506,"about_ca_topic_score_gemma":0.000001007138,"domain_scores_codex":[0.9978034,1.558077e-8,0.0007112138,0.0003150946,0.0007373181,0.0004328884],"domain_scores_gemma":[0.9985868,0.0004200072,0.0004635242,0.00007443273,0.0003531442,0.0001020533],"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":[0.0002236821,0.000258928,0.03125194,0.0003330578,0.002260531,7.402955e-8,0.0009861557,0.002896212,0.8288416,0.1290186,0.003156935,0.0007723212],"study_design_scores_gemma":[0.001813332,0.0007730562,0.1443801,0.0003571868,0.002227179,0.000007852881,0.004155251,0.1885985,0.6510547,0.001001996,0.004875829,0.0007550251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963057,0.00004752604,0.0004801834,0.001094263,0.0001990359,0.0005150865,0.00003544863,0.00003568177,0.001287094],"genre_scores_gemma":[0.9637272,0.00002988527,0.03559904,0.00005342338,0.0003064906,0.00003843627,0.000005974491,0.00003277895,0.0002067928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1857023,"threshold_uncertainty_score":0.6837983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826226695664961,"score_gpt":0.2609528253233505,"score_spread":0.2426905583667009,"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."}}