{"id":"W3124581047","doi":"10.1007/s13239-021-00519-w","title":"Proper Orthogonal Decomposition Analysis of the Flow Downstream of a Dysfunctional Bileaflet Mechanical Aortic Valve","year":2021,"lang":"en","type":"article","venue":"Cardiovascular Engineering and Technology","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Particle image velocimetry; Aortic valve; Dysfunctional family; Shear stress; Cardiology; Materials science; Mechanics; Medicine; Physics; Composite material; Turbulence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105321,0.0001045836,0.0003753148,0.0002185525,0.00002407547,0.000005947731,0.00007540164,0.0001477748,0.00001283015],"category_scores_gemma":[0.00005762198,0.00008689701,0.0004189863,0.0008007691,0.00004007554,0.00002731532,0.00006357139,0.0001341145,6.878897e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809597,"about_ca_system_score_gemma":0.00001651012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003034776,"about_ca_topic_score_gemma":0.000001538607,"domain_scores_codex":[0.9993619,0.00001402433,0.0002092537,0.0001497936,0.000138329,0.0001267543],"domain_scores_gemma":[0.9995441,0.00002002706,0.000017812,0.0002997686,0.00009502644,0.00002321695],"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":[0.000002128214,0.00001331918,0.0001284585,0.0001251907,0.004520383,0.000002825363,0.00001237729,0.8822577,0.1087676,0.001827371,0.000002723357,0.002339935],"study_design_scores_gemma":[0.0002745322,0.00002182319,0.001175087,0.00008502455,0.002672568,0.00006420648,0.00001805012,0.8125629,0.1825181,0.0001455234,0.0003077193,0.0001544367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8523538,0.00172132,0.1454412,0.00002097204,0.0002358587,0.00005750525,0.00001824347,0.000124055,0.00002707289],"genre_scores_gemma":[0.9971294,0.0001037132,0.002700312,0.00000228252,0.00002197546,0.00001439482,0.00001235674,0.00001334574,0.000002222283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1447756,"threshold_uncertainty_score":0.3543557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004051751392637006,"score_gpt":0.1699845303660164,"score_spread":0.1659327789733794,"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."}}