{"id":"W6991863833","doi":"","title":"Investigation of soot aggregate size distributions by multi-angle elastic light scattering","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aggregate (composite); Light scattering; Soot; Scattering; Deformation (meteorology)","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":[0.000114654,0.00009359937,0.000110991,0.00003659266,0.0001289679,0.00004511496,0.0004744927,0.00004667759,0.00001862205],"category_scores_gemma":[0.00007549849,0.00009451267,0.00004216913,0.0004051564,0.00006864926,0.0002298319,0.00008142668,0.00008963689,0.00004029162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005731081,"about_ca_system_score_gemma":0.00004072165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008457165,"about_ca_topic_score_gemma":0.000003567955,"domain_scores_codex":[0.99912,0.00003664989,0.0002379834,0.0002440687,0.0001750901,0.0001862368],"domain_scores_gemma":[0.9991568,0.00007641022,0.0001376808,0.0004583713,0.00007058467,0.000100167],"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":[0.000001008137,0.00007339266,0.0001650688,0.000008452803,0.000009041657,6.979881e-7,0.0002470077,0.00005214653,0.960218,0.02855879,0.004823271,0.005843171],"study_design_scores_gemma":[0.0007379815,0.0001270646,0.02015331,0.0001144487,0.00003213733,0.00001452346,0.00002300665,0.07477663,0.8386043,0.06094366,0.004085535,0.0003874456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03906662,0.0000298771,0.9481828,0.01143894,0.00004974271,0.0001732958,0.0000380551,0.0001402114,0.0008804751],"genre_scores_gemma":[0.9643987,0.000006375523,0.03518635,0.0001999826,0.00001734438,0.00002272012,0.00002534356,0.000004094152,0.000139074],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9253321,"threshold_uncertainty_score":0.3854115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717761898252596,"score_gpt":0.2436954872183261,"score_spread":0.2265178682358002,"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."}}