{"id":"W4362462031","doi":"10.2139/ssrn.4179029","title":"Indicial Functions for Fluidelastic Instability of Tube Arrays Subjected to Two-Phase Cross-Flow","year":2022,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Instability; Tube (container); Flow (mathematics); Mechanics; Phase (matter); Structural engineering; Physics; Geology; Engineering; Mechanical engineering","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":[0.001078978,0.001064669,0.0004544591,0.002621279,0.0005887162,0.001527641,0.0009890774,0.001077253,0.005107668],"category_scores_gemma":[0.003996999,0.0003055772,0.0004507762,0.0006577395,0.00164557,0.002096127,0.001304332,0.001150826,0.0006523259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006641561,"about_ca_system_score_gemma":0.0004606237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006399701,"about_ca_topic_score_gemma":0.0004156627,"domain_scores_codex":[0.9997799,0.0001001232,0.000009655009,0.00002464299,0.00004576556,0.00003993533],"domain_scores_gemma":[0.9983486,0.000711486,0.0003204302,0.0001032042,0.0002513158,0.0002650212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000397201,0.0002539876,0.00164335,0.0003017484,0.00005970987,0.0006278196,0.0006620222,0.1225848,0.04177932,0.8083155,0.003456898,0.01991768],"study_design_scores_gemma":[0.00001482241,0.00005586057,0.001492464,0.00002635329,0.00001328362,0.0001061562,0.0001268829,0.9124753,0.002431924,0.08245922,0.0007504617,0.00004732207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6226955,0.001576238,0.3275437,0.001129424,0.0003274965,0.0000801213,0.0002085105,0.0005014892,0.04593756],"genre_scores_gemma":[0.9791383,0.000531557,0.008530078,0.00008393914,0.0001596292,0.00006558081,0.00009095638,0.0002129354,0.01118706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005107668,"threshold_uncertainty_score":0.01708686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016268414233595,"score_gpt":0.285983804565148,"score_spread":0.275821120422812,"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."}}