{"id":"W4392340541","doi":"","title":"Experimental study of effervescent atomization mechanisms. Application to fire safety in aircraft engines","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Combustion and Detonation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Fire safety; Automotive engineering; Aerospace engineering; Engineering; Forensic engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009591268,0.000216846,0.000267318,0.0002935991,0.00003074446,0.00001729685,0.0001412339,0.0001399686,0.0002330094],"category_scores_gemma":[0.00002076882,0.00023293,0.00003440159,0.0004610527,0.000003340101,0.00008884921,0.00001512666,0.00008527179,0.00004181968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254545,"about_ca_system_score_gemma":0.00002176499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005972159,"about_ca_topic_score_gemma":0.0008487949,"domain_scores_codex":[0.9988599,0.00001742583,0.0004925641,0.0002505391,0.0002622392,0.000117283],"domain_scores_gemma":[0.9995098,0.00001946965,0.00006820922,0.0001990691,0.0001510287,0.00005242423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002715003,0.01613661,0.002154398,0.008474831,0.0007283302,0.00001141019,0.1158436,0.4504254,0.183535,0.0160411,0.00950663,0.1944277],"study_design_scores_gemma":[0.003804401,0.001024947,0.02307476,0.0004963523,0.0000825524,0.000001682636,0.03197753,0.2209729,0.7143754,0.0003248923,0.002437603,0.001427026],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105721,0.0001978067,0.08413018,0.00001175859,0.0006864805,0.001779006,0.00000930071,0.0003752997,0.002238091],"genre_scores_gemma":[0.9976729,0.00001844439,0.0008049654,0.0000152415,0.00003425807,0.0002843113,0.0004344016,0.00004667648,0.000688854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5308404,"threshold_uncertainty_score":0.949861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005422852696078114,"score_gpt":0.2507183682585841,"score_spread":0.245295515562506,"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."}}