{"id":"W6996146949","doi":"","title":"Relative optical density analysis on TEM images for morphology determination of flame generated soot","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soot; Morphology (biology); Combustion; Transmission electron microscopy; Optical microscope","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":[0.00007129242,0.000106236,0.0002314667,0.0001957927,0.00002576888,0.000003084396,0.000111872,0.0001288455,0.00005126537],"category_scores_gemma":[0.000535109,0.0001026989,0.00009441885,0.0003329179,0.00006381688,0.00008121967,0.00003368035,0.0001512345,0.00001099103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008828849,"about_ca_system_score_gemma":0.000005967515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.281194e-7,"about_ca_topic_score_gemma":9.781711e-7,"domain_scores_codex":[0.999338,0.000009775618,0.0002048343,0.0001927574,0.00009435789,0.0001602763],"domain_scores_gemma":[0.9993556,0.0002158508,0.00006921871,0.0002104379,0.0001221523,0.00002677836],"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":[0.00003229966,0.00004217672,0.00006376907,0.000009256222,0.00008865658,0.000002424066,0.00002406865,0.1277152,0.8357887,0.01743283,0.0001015498,0.01869911],"study_design_scores_gemma":[0.0002043928,0.00003876399,0.0002184703,0.000003870494,0.00009150424,0.000001486427,0.00001123373,0.351093,0.6459023,0.002297412,0.00005903826,0.0000785451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2937509,0.000006424644,0.7048607,0.0003537539,0.00001594828,0.00007913579,0.000008977825,0.0001992384,0.0007248686],"genre_scores_gemma":[0.7529155,0.000002884743,0.2467882,0.00001528398,0.000023711,0.00002083515,0.00001547576,0.000009987963,0.0002081485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4591645,"threshold_uncertainty_score":0.4187938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373609685645303,"score_gpt":0.263730387927932,"score_spread":0.249994291071479,"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."}}