{"id":"W2941033236","doi":"10.5194/amt-12-4339-2019","title":"Morphology and Raman spectra of aerodynamically classified soot samples","year":2019,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Soot; Particle size; Analytical Chemistry (journal); Raman spectroscopy; Combustor; Materials science; Combustion; Carbon fibers; Aerosol; Particle (ecology); Scanning electron microscope; Chemistry; Optics; Composite material; Chromatography; Physics; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001156975,0.0001767647,0.00008605242,0.0006505117,0.0002782365,0.0001537476,0.0001387742,0.0001702236,0.0008553124],"category_scores_gemma":[0.0001293984,0.00007952256,0.0001158333,0.0002693497,0.0001679752,0.0001224407,0.00008748606,0.0001111655,0.000115451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525536,"about_ca_system_score_gemma":0.0000854017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002465494,"about_ca_topic_score_gemma":0.00304932,"domain_scores_codex":[0.999908,0.000006554088,0.000005400848,0.00002248569,0.00004485053,0.00001275792],"domain_scores_gemma":[0.9998837,0.00001828869,0.00001628221,0.000005709426,0.00006511151,0.00001091],"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":[0.00007589694,0.00001691741,0.002866355,0.00001574581,0.000005950182,0.00004701662,0.00007386272,0.0001478344,0.9941185,0.00005169566,0.00005451611,0.002525852],"study_design_scores_gemma":[0.000008093702,0.0002358495,0.1958266,0.000007437618,0.00003027849,0.0003833662,0.0004109729,0.005058541,0.7966267,0.00009736932,0.001296697,0.00001806229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975052,0.00008195468,0.001398094,0.000007106606,0.000005965296,0.00001273645,0.0002022088,0.00002724116,0.0007594903],"genre_scores_gemma":[0.9943585,0.0001199641,0.003971308,0.00001977098,0.000004615039,0.000017951,0.0004142385,0.00001644912,0.001077293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002465494,"threshold_uncertainty_score":0.004902244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190817940170408,"score_gpt":0.2301312840928862,"score_spread":0.2082231046911821,"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."}}