{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002168702,0.00008111585,0.0001360669,0.00003809598,0.00003727947,0.00002542084,0.00004905368,0.0000451648,0.0000166798],"category_scores_gemma":[0.00002187952,0.00007713329,0.00003729908,0.00005555098,0.00002845367,0.00006510239,0.000006868538,0.0000553205,3.604058e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001404011,"about_ca_system_score_gemma":0.000008853574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001345715,"about_ca_topic_score_gemma":0.000004526486,"domain_scores_codex":[0.999545,0.00001412758,0.0001454206,0.0000909809,0.00007880799,0.0001256153],"domain_scores_gemma":[0.9998035,0.00003722317,0.00001782614,0.0000616093,0.00004370102,0.00003612325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001317848,0.00003260612,0.0003588823,0.0003780397,0.00001457172,2.871289e-7,0.0001832444,0.0006475525,0.7973951,0.0003409158,0.0001356032,0.2005001],"study_design_scores_gemma":[0.0008137903,0.00003696055,0.003441381,0.00007664535,0.00007190777,0.000004234494,0.00005078721,0.5713014,0.4158075,0.005186204,0.002965186,0.000244062],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1368919,0.0002879989,0.8522081,0.0001321154,0.00004787042,0.0001331224,0.000003223447,0.00009791346,0.01019769],"genre_scores_gemma":[0.7053998,0.000004402129,0.2944811,0.000004822879,0.00002643892,0.000008684782,0.000002054604,0.00001408307,0.00005862495],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5706539,"threshold_uncertainty_score":0.3145404,"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."}}