{"id":"W4380153020","doi":"10.1007/978-981-19-8578-2_12","title":"Theoretical Background of Flexible Plate","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Compressibility; Added mass; Bernoulli's principle; Mechanics; Flow (mathematics); Compressible flow; Physics; Aeroelasticity; Incompressible flow; Classical mechanics; Thermodynamics; Vibration","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":[0.0001939387,0.000903597,0.0004589208,0.001133273,0.00106382,0.001227699,0.001340558,0.001334485,0.02559175],"category_scores_gemma":[0.0005202284,0.0004358451,0.0005334571,0.001044983,0.002473598,0.00167819,0.0009447356,0.002018034,0.005378636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242808,"about_ca_system_score_gemma":0.0006784006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002282839,"about_ca_topic_score_gemma":0.001526668,"domain_scores_codex":[0.9998245,0.00003344025,0.000005741729,0.00002904849,0.00008738579,0.00001999809],"domain_scores_gemma":[0.9998773,0.00005678642,0.000006258404,0.0000168042,0.00003426428,0.000008593654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001170086,0.000003604283,0.00000577592,0.00002311349,9.105027e-7,0.00002732949,0.00004789756,0.002309254,0.0001773758,0.9907547,0.002809322,0.003839536],"study_design_scores_gemma":[0.000002679489,0.00001511017,0.00008718945,0.00005742085,0.000002684303,0.0001360372,0.00006169912,0.01279575,0.0002898634,0.8901578,0.09638383,0.00001003819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003536285,0.006644774,0.1323761,0.001614718,0.0009879344,0.00003672113,0.0001705539,0.0001199638,0.854513],"genre_scores_gemma":[0.2373344,0.01522204,0.05039022,0.00105521,0.002033904,0.0002454395,0.000390166,0.0002385442,0.69309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02559175,"threshold_uncertainty_score":0.08561295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895100210835617,"score_gpt":0.223525325355571,"score_spread":0.2045743232472149,"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."}}