{"id":"W4385743161","doi":"10.1615/atomizspr.2023042875","title":"EFFERVESCENT SUSPENSION SPRAY IN A GASEOUS CROSSFLOW","year":2023,"lang":"en","type":"article","venue":"Atomization and Sprays","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Concordia University","funders":"","keywords":"Suspension (topology); Materials science; Shadowgraph; Injector; Chemical engineering; Spray characteristics; Spray nozzle; Mechanics; Nozzle; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002181819,0.0004034377,0.0002154735,0.0002050714,0.0001624676,0.0001938352,0.000337938,0.0003825044,0.0009302965],"category_scores_gemma":[0.0001336441,0.0001789182,0.0002394616,0.000105822,0.0001990732,0.0003648258,0.0002539752,0.0004143685,0.0002391869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002985439,"about_ca_system_score_gemma":0.0002572018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007831365,"about_ca_topic_score_gemma":0.0007450507,"domain_scores_codex":[0.9998166,0.0000121298,0.000008617818,0.00006941753,0.0000756989,0.00001759977],"domain_scores_gemma":[0.9999086,0.00001728497,0.00003556271,0.000007631691,0.00002192537,0.000009087973],"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":[0.00001862322,0.000007270964,0.0001148211,0.00001611208,0.000002137073,0.0000335085,0.00001308363,0.00005186455,0.9986854,0.00008634662,0.00002037744,0.0009504303],"study_design_scores_gemma":[0.00001256228,0.0002746005,0.001544714,0.00000389824,0.00001011084,0.0001143663,0.00001038431,0.001527485,0.9950033,0.00002482529,0.001469454,0.000004395014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751301,0.0007555868,0.02145462,0.00007714287,0.00004707224,0.000102902,0.000142707,0.0003212788,0.001968598],"genre_scores_gemma":[0.9533274,0.0008213114,0.04078479,0.0001062158,0.00003152626,0.0000802769,0.0003074723,0.00005519014,0.00448582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009302965,"threshold_uncertainty_score":0.003112197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005554924464617904,"score_gpt":0.195479106255905,"score_spread":0.1899241817912871,"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."}}