{"id":"W4380187325","doi":"10.1007/978-981-19-8578-2_1","title":"Introduction: Modeling of Flow-Induced Vibration","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":"Vortex-induced vibration; Fluid–structure interaction; Flow (mathematics); Vibration; Mechanics; Fluid dynamics; Materials science; Physics; Acoustics; Thermodynamics; Finite element method","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":[0.0001556571,0.00104398,0.0006009309,0.0005128045,0.0002947252,0.001090347,0.001328773,0.001049256,0.03972385],"category_scores_gemma":[0.0004149313,0.0004460899,0.0007391805,0.0005617579,0.0003580927,0.001629016,0.0005994136,0.001547112,0.01836167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424615,"about_ca_system_score_gemma":0.0003871861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001514292,"about_ca_topic_score_gemma":0.001573721,"domain_scores_codex":[0.9998982,0.00001040258,0.000003791341,0.00002161542,0.00006022222,0.000005780492],"domain_scores_gemma":[0.9998873,0.00004452639,0.000005650173,0.00001401418,0.0000418519,0.000006678675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003363624,0.0001025985,0.0002416288,0.0009611668,0.00003023083,0.0002181132,0.000187365,0.1176417,0.01074207,0.2905872,0.2326675,0.3465867],"study_design_scores_gemma":[0.000008033813,0.00004622757,0.0004461434,0.0004054559,0.00002088907,0.0004051216,0.00004254169,0.2047731,0.002730553,0.1423543,0.6487318,0.00003582701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001484103,0.01436066,0.7121549,0.001312998,0.00298739,0.00008902537,0.0009468729,0.002568157,0.2640961],"genre_scores_gemma":[0.04733287,0.03221541,0.2168435,0.001113766,0.002778087,0.0002734816,0.002062115,0.00177042,0.6956103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03972385,"threshold_uncertainty_score":0.1328895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878411018105796,"score_gpt":0.2009838924631972,"score_spread":0.1821997822821393,"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."}}