{"id":"W6983200497","doi":"","title":"Light sources and image processing methods for 2D optical transmissivity measurements of soot plumes","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Association of Petroleum Producers","keywords":"Image processing; Soot; Signal processing; Data processing; Reflectivity; Atmospheric correction","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008562193,0.0004046529,0.0003412116,0.001634744,0.0005996641,0.000953385,0.0006041382,0.000602409,0.01307837],"category_scores_gemma":[0.002419031,0.0004864461,0.0003003202,0.0008139826,0.0002963852,0.0007642909,0.0004789791,0.0004984957,0.003617747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002618206,"about_ca_system_score_gemma":0.000459808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058573,"about_ca_topic_score_gemma":0.003275656,"domain_scores_codex":[0.9994996,0.00008393174,0.00001926147,0.000045712,0.0003242392,0.00002730874],"domain_scores_gemma":[0.9985897,0.0002622021,0.00006951189,0.0001397899,0.0008583814,0.00008038874],"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":[0.0005554624,0.000110958,0.00323198,0.0002733589,0.00003124612,0.000146982,0.0003260341,0.002893048,0.5893577,0.002771613,0.009236357,0.3910652],"study_design_scores_gemma":[0.0001518857,0.0001572461,0.02380696,0.00006310674,0.00006820433,0.0006957652,0.0003145397,0.1382322,0.7829099,0.002788188,0.05063489,0.0001770296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1453225,0.0006068251,0.8338362,0.0009224993,0.0004040661,0.000392425,0.000815484,0.003860794,0.01383925],"genre_scores_gemma":[0.223106,0.0005823961,0.7523506,0.0001680788,0.0001773636,0.0003383973,0.0008563407,0.001103333,0.02131744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01307837,"threshold_uncertainty_score":0.04375148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730830132618947,"score_gpt":0.2785790312251503,"score_spread":0.2612707298989608,"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."}}