{"id":"W4389978136","doi":"10.2139/ssrn.4668978","title":"Air Sheet in a Water Cross-Flow: Analysis of Flow Structure","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Flow (mathematics); Air water; Environmental science; Mechanics; Geology; Physics","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":[0.0001363115,0.000323116,0.0002805876,0.0007318862,0.0003839404,0.0007121527,0.0003841943,0.0005736473,0.002116777],"category_scores_gemma":[0.0004228407,0.0001696699,0.0003130208,0.0003801568,0.0008529112,0.0005661956,0.0003746259,0.0003745952,0.0001696767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003770365,"about_ca_system_score_gemma":0.0003756024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002819509,"about_ca_topic_score_gemma":0.001400893,"domain_scores_codex":[0.999967,0.000006503133,0.000001314538,0.000008516261,0.000008539863,0.000008145359],"domain_scores_gemma":[0.9999065,0.00002827001,0.00001508223,0.000007414331,0.00002210886,0.00002056222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006234535,0.0002827267,0.01282711,0.0001659544,0.00004861604,0.001516811,0.0003117638,0.7908379,0.1154607,0.04664697,0.001246653,0.03003126],"study_design_scores_gemma":[0.00001571521,0.00007379012,0.005601186,0.000004633312,0.000009530431,0.00008171787,0.00007401664,0.9874277,0.003680143,0.002599367,0.0004229551,0.000009277912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540783,0.0003350805,0.03516925,0.0001319297,0.00004752624,0.00004728879,0.00009501537,0.0001168509,0.009978876],"genre_scores_gemma":[0.9946187,0.000130194,0.002170912,0.00001637066,0.00002057434,0.000008885115,0.00004504636,0.00001888436,0.002970433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002819509,"threshold_uncertainty_score":0.00708127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008020363337669239,"score_gpt":0.2514287940970704,"score_spread":0.2434084307594011,"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."}}