{"id":"W7026553861","doi":"","title":"Advances in diagnostics for the study of soot formation","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"German Social Sciences and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soot; Carbon fibers; Work (physics); Combustion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005372716,0.0000247014,0.00005245414,0.00002027248,0.0003039984,0.00001088783,0.0001555863,0.00001761668,0.0000561716],"category_scores_gemma":[0.0001445034,0.0000182428,0.00001859734,0.0001342128,0.0001159718,0.0002412633,0.000009871745,0.00002876356,0.000003409628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005493866,"about_ca_system_score_gemma":0.00003466076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000270982,"about_ca_topic_score_gemma":0.05700969,"domain_scores_codex":[0.9994992,0.00003936921,0.0001067421,0.0000509446,0.0001914026,0.0001123594],"domain_scores_gemma":[0.9995662,0.0002732525,0.0000563765,0.00004773206,0.00003838847,0.0000180631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001324669,0.0003195222,0.006289708,0.00000893912,0.000002203176,2.060095e-7,0.3780263,0.0002396334,0.00005757547,0.05642634,0.004902299,0.553714],"study_design_scores_gemma":[0.0003366072,0.0001029639,0.01040873,0.000006041581,0.000008242442,2.828743e-8,0.1019717,0.0004023257,0.00001832374,0.007655419,0.8790269,0.00006264752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7613617,0.001383188,0.0009538829,0.00555074,0.0005717604,0.001623437,0.000005618323,0.00002989829,0.2285198],"genre_scores_gemma":[0.998824,0.0006051376,0.0001670196,0.00004854427,0.0001469749,0.00003857733,2.111085e-7,0.000001279008,0.0001682694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8741246,"threshold_uncertainty_score":0.9601974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02628049829308477,"score_gpt":0.3319577981128214,"score_spread":0.3056772998197367,"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."}}