{"id":"W4300560880","doi":"","title":"Influence of the internal multiple scattering on the absorption and scattering properties of soot fractal aggregates","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Scattering; Fractal; Soot; Absorption (acoustics); Materials science; Light scattering; Optics; Computational physics; Physics; Chemistry; Mathematics; Mathematical analysis; Combustion; Physical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001224481,0.0002271694,0.0002769922,0.00008093329,0.0001509762,0.00007372249,0.0006896215,0.00009244748,0.00000467273],"category_scores_gemma":[0.0006727588,0.0001571147,0.0001029387,0.0001070603,0.0004681336,0.00007422314,0.0005582789,0.0004305905,0.000002570261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004900403,"about_ca_system_score_gemma":0.00002369545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006187797,"about_ca_topic_score_gemma":0.0005596454,"domain_scores_codex":[0.9980875,0.0008629779,0.0003891085,0.0002559244,0.0002376717,0.000166852],"domain_scores_gemma":[0.9976892,0.0008090515,0.0001677133,0.0008780643,0.0004214483,0.00003456334],"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":[0.00004898615,0.0002280933,0.05843471,0.002852621,0.0005187739,6.906071e-7,0.04824699,0.08405241,0.7745725,0.004132551,0.00009511835,0.02681654],"study_design_scores_gemma":[0.0002116774,7.200451e-7,0.1500489,0.009290035,0.00003050303,0.000002835612,0.0001168932,0.05609202,0.7835874,0.0002253663,0.0001691332,0.0002245012],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926571,0.001161361,0.002696121,0.002094055,0.0001002841,0.0003333143,0.00002192405,0.00006921357,0.0008666519],"genre_scores_gemma":[0.9988347,0.0005691646,0.0004080417,0.0000246635,0.0000114533,0.00005582263,0.00000468764,0.00003073886,0.00006072606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0916142,"threshold_uncertainty_score":0.6406952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331126014547566,"score_gpt":0.1957040685914897,"score_spread":0.182392808446014,"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."}}